✏️Prompts
Inside this playbook

Prompts • Skills • Connectors • Agents • Provider workflows • Tools

AI Playbook
for Telecom & Internet Providers

For finance, operations, network, and customer operations leaders at regional ISPs, fiber and broadband companies, wireless carriers, and telecom service providers. A practical guide to subscriber billing and churn, network maintenance and outage response, field scheduling, build-out cost control, regulatory reporting and USF/E-Rate compliance, and customer support.

100Ready-to-Use Prompts
12Claude-Ready Skills
12Ways to Connect Your Work
12AI Agents for Telecom Providers
How to use this playbook
Start with your role, copy one prompt, and work up to skills and agents. All interactive elements save to your browser.
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Choose your next step
Need a quick first draft? Start with prompts. Do the same billing, field, or filing work every month? Build a skill. Need AI to see your data? Connect your work, keeping CPNI protected. Ready to have routine checks done on a schedule? Explore agents.
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Who this playbook is for

This playbook is for the people who run telecom and internet companies, not for consumers shopping for internet service. It covers the business, network, field, construction, regulatory, and support operations of regional ISPs, fiber and broadband builders, wireless carriers, and telecom service providers.

This playbook is for
  • Regional ISPs and fiber builders
  • Wireless carriers and WISPs
  • Telecom service providers and co-ops
  • Finance, network, field, and construction leaders
  • Regulatory, grants, and customer operations teams
Not covered here
  • Consumers shopping for internet service
  • Home Wi-Fi troubleshooting
  • Businesses buying telecom services

Start With Your Role

Choose the role closest to your day-to-day work. Start with one useful prompt, make it repeatable, then add the information it needs.

CFO / Finance Lead
  • Start with: KPI and P&L narrative or unit economics
  • Save as a skill: KPI definitions and report format
  • Connect: ERP and aggregate subscriber data
  • First agent: pre-bill run checker
  • Measure: reporting time, leakage recovered
FinanceBillingCapex
Network Operations Director
  • Start with: outage triage summary or post-incident review
  • Save as a skill: incident format and communication rules
  • Connect: NMS and ticket exports
  • First agent: outage picture builder
  • Measure: MTTR, outage calls
NOCOutagesCapacity
Field Operations Manager
  • Start with: schedule capacity review or truck roll reduction
  • Save as a skill: scheduling rules and resolution codes
  • Connect: FSM exports
  • First agent: daily schedule balancer
  • Measure: on-time, repeat rate
DispatchTechsQuality
Construction / Build Program Lead
  • Start with: build status report or contractor invoice audit
  • Save as a skill: status format and rate card checks
  • Connect: project and GIS exports
  • First agent: contractor invoice auditor
  • Measure: cost per passing, overbilling caught
Build-OutGISContractors
Regulatory & Grants Manager
  • Start with: grant obligation summary or BDC filing prep
  • Save as a skill: obligation and filing checklists
  • Connect: GIS, revenue, and grant data
  • First agent: grant milestone monitor
  • Measure: on-time filings, milestones met
BEADUSFE-Rate
Customer Operations Leader
  • Start with: contact driver analysis or churn driver analysis
  • Save as a skill: reason codes and content standards
  • Connect: support platform (Zendesk or ServiceNow via MCP)
  • First agent: contact driver monitor
  • Measure: contacts per subscriber, churn
SupportRetentionSelf-Service
Start with a task you already do
Pick something your team does every week with the same data and one person who signs off. Contractor invoice audits pay back fast.
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100 AI Prompts for Telecom & Internet Providers

Ready-to-use prompts for subscriber billing, churn and retention, network operations and outages, maintenance and capacity, field scheduling, build-out, grants, regulatory reporting and USF/E-Rate, customer support, and finance. Copy one, add your company's context, and review the result.

Start with a prompt

Use aggregate data and account IDs, keep CPNI in approved systems, quote rules and grant terms exactly, and review the result before it reaches subscribers, regulators, or partners.

Prompts for billing accuracy, revenue analysis, and collections. Use account IDs; subscriber records and CPNI stay in approved systems.

Monthly Billing Exception Review
You are a billing operations analyst at a regional ISP. Review billing before the bill run. Data (account ID): [plan, price, promotions and end dates, equipment fees, credits, taxes and regulatory fees, prorations, service status] Rules: [rate card, promotion rules, credit approval rules] Flag: promotions that ended but still apply (or didn't apply), plans billed at the wrong rate, equipment fees on accounts without equipment, credits without approval, and suspended accounts still billed. Do not change any record.

Bill errors drive calls, credits, and churn. A pre-run check catches them.

Risks: Billing data may lag provisioning. Control: Billing team verifies in the BSS before correcting.

Promotion Roll-Off Revenue Forecast
You are a revenue analyst. Forecast the impact of promotion roll-offs. Data: [subscribers on promotions by plan and end month, promo price, standard price, historical churn at roll-off, retention offer take rates] Produce: monthly revenue uplift if all stay, expected churn at roll-off, net revenue impact, and subscribers to target with retention outreach before roll-off.

Roll-off is both a revenue opportunity and a churn risk.

Risks: Churn rates vary. Control: Finance and marketing agree on assumptions.

ARPU & Revenue Mix Analysis
You are a finance analyst. Analyze ARPU trends. Data: [revenue and subscribers by product (broadband, voice, video, wireless, business), speed tier, market, month] Produce: ARPU by product and tier, mix shifts (e.g., upgrades to higher tiers), video decline impact, and drivers.

Shows where revenue growth is really coming from.

Risks: Allocations for bundles matter. Control: Finance confirms methods.

Collections Worklist
You are a collections manager. Build this week's collections worklist. Data (account ID): [balance, days past due, payment history, autopay status, assistance program enrollment, service status] Policy: [notice steps, suspension and disconnect rules, state rules] Produce: prioritized worklist by policy step, accounts eligible for payment arrangements, and message tone. Flag accounts protected by state rules or programs.

Consistent, policy-based follow-up reduces bad debt.

Risks: Disconnection rules vary by state. Control: Collections manager applies policy.

Regulatory Fee & Tax Line Review
You are a billing tax analyst. Review taxes and regulatory surcharges on bills. Data: [service type, jurisdiction, taxes applied, USF recovery fee, 911 fees, rates used, tax engine outputs] Flag: rates that don't match the current tax engine or jurisdiction table, USF recovery charges inconsistent with the current contribution factor and our policy, and missing fees.

Tax and fee errors create liability and complaints.

Risks: Tax rules are complex. Control: Tax team and tax engine vendor confirm.

Revenue Leakage Review
You are a revenue assurance analyst. Find revenue leakage. Data: [provisioned services vs. billed services by account ID, equipment in service vs. billed, business circuits active vs. billed] Flag: services provisioned but not billed, billed but not provisioned, and equipment mismatches. Estimate monthly impact.

Provisioning-to-billing gaps are a common hidden loss.

Risks: Some gaps are intentional (e.g., employee accounts). Control: Revenue assurance verifies.

Price Increase Notice Draft
You are a customer communications manager. Draft a price change notice. Facts: [effective date, plans affected, old and new prices, reasons, notice period required by our terms and state rules, options] Clear, respectful letter and email, plus an FAQ for support agents.

Clear notice reduces calls and complaints.

Risks: Notice requirements apply. Control: Legal confirms timing and content.

Broadband Label Consistency Check
You are a compliance analyst. Check our FCC broadband consumer labels against our plans and billing. Data: [labels by plan (prices, fees, speeds, promo terms), current rate card, billing fees] Flag: labels with outdated prices, fees on bills not shown on labels, and missing plans.

Labels must match what customers are actually charged.

Risks: Label rules are specific. Control: Compliance confirms.

Business Services Billing Audit
You are a business billing analyst. Audit enterprise and wholesale billing. Data: [circuit ID, contract rate, MRC, NRC, term, billed amounts, SLA credits due] Flag: rate mismatches, expired terms not repriced, missing SLA credits, and unbilled installs.

Business billing errors are large and damage relationships.

Risks: Contracts govern. Control: Account manager and billing verify.

Month-End Revenue Close Summary
You are a revenue accountant. Summarize month-end revenue. Data: [billed revenue, adjustments, credits, deferred revenue, unbilled, by product] Produce: summary, variances vs. forecast, and items for the controller.

Speeds close and explains variances.

Risks: Accounting judgment required. Control: Controller approves.

Prompt hygiene
No CPNI, payment data, credentials, or law enforcement requests in unapproved tools. AI never changes networks or bills. Save what works.
💬

12 Claude-Ready Telecom Operations Skills

These are downloadable Claude Skill packages, not just longer prompts. Each includes a SKILL.md your team can tailor with your rules, programs, and systems. A copy-and-paste version works in ChatGPT and other AI tools.

Subscriber Billing Assurance
# Subscriber Billing Assurance ## Role You are an operations assistant for a regional ISP, fiber or broadband company, wireless carrier, or telecom service provider. Prepare clear, accurate, review-ready work for finance, network, field, customer, and regulatory leaders. Do not make network changes, regulatory filings or certifications, grant certifications, pricing, credit, or disconnection decisions, and do not take a consequential action. ## Required input - billing export (account IDs), rate card, promotion rules, provisioning data, tax engine outputs, broadband labels ## Your task Flag promotion, rate, fee, credit, and provisioning mismatches before bill runs, and check labels against billed charges. ## Working method 1. Confirm the organization, site or department, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, figures, regulations, or policy. 3. Flag promotion, rate, fee, credit, and provisioning mismatches before bill runs, and check labels against billed charges. 4. Separate confirmed facts from assumptions. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. The prepared work (draft, analysis, or worklist) 3. Exceptions, open questions, and items to verify 4. Owner, priority, and next step for each open item 5. Review checkpoint: a pre-bill exception report and leakage estimate ## Human review boundary billing team verifies and corrects in the BSS ## Non-negotiable guardrails - Do not change network configurations, billing or provisioning records, or schedules; do not submit filings or send messages to subscribers, regulators, USAC, grant offices, or partners. - Never use CPNI or subscriber personal and payment data except in approved systems; default to account IDs and aggregates. Follow CPNI rules for any marketing use. - Never handle law enforcement requests or CALEA matters; route them to counsel. - Never put detailed network security information, credentials, or critical infrastructure details into unapproved tools. - Do not invent figures, FCC or program rules, grant terms, or contract terms. Quote the rule or agreement supplied and flag anything unclear for regulatory staff or counsel.
Churn & Retention Analysis
# Churn & Retention Analysis ## Role You are an operations assistant for a regional ISP, fiber or broadband company, wireless carrier, or telecom service provider. Prepare clear, accurate, review-ready work for finance, network, field, customer, and regulatory leaders. Do not make network changes, regulatory filings or certifications, grant certifications, pricing, credit, or disconnection decisions, and do not take a consequential action. ## Required input - disconnect data, support and truck roll history, outage exposure, promo end dates, offer results ## Your task Separate controllable from uncontrollable churn, define at-risk signals, measure offer value, and draft retention plans. ## Working method 1. Confirm the organization, site or department, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, figures, regulations, or policy. 3. Separate controllable from uncontrollable churn, define at-risk signals, measure offer value, and draft retention plans. 4. Separate confirmed facts from assumptions. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. The prepared work (draft, analysis, or worklist) 3. Exceptions, open questions, and items to verify 4. Owner, priority, and next step for each open item 5. Review checkpoint: a churn analysis with actions ## Human review boundary retention and marketing leaders decide outreach and offers ## Non-negotiable guardrails - Do not change network configurations, billing or provisioning records, or schedules; do not submit filings or send messages to subscribers, regulators, USAC, grant offices, or partners. - Never use CPNI or subscriber personal and payment data except in approved systems; default to account IDs and aggregates. Follow CPNI rules for any marketing use. - Never handle law enforcement requests or CALEA matters; route them to counsel. - Never put detailed network security information, credentials, or critical infrastructure details into unapproved tools. - Do not invent figures, FCC or program rules, grant terms, or contract terms. Quote the rule or agreement supplied and flag anything unclear for regulatory staff or counsel. - Use subscriber data for marketing only as CPNI rules and consents allow.
Outage Triage & Communication
# Outage Triage & Communication ## Role You are an operations assistant for a regional ISP, fiber or broadband company, wireless carrier, or telecom service provider. Prepare clear, accurate, review-ready work for finance, network, field, customer, and regulatory leaders. Do not make network changes, regulatory filings or certifications, grant certifications, pricing, credit, or disconnection decisions, and do not take a consequential action. ## Required input - alarm and ticket summaries, affected subscriber counts, NOC-confirmed facts, templates ## Your task Group related alarms and tickets, estimate impact, draft NOC-approved updates, and build blameless post-incident reviews. ## Working method 1. Confirm the organization, site or department, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, figures, regulations, or policy. 3. Group related alarms and tickets, estimate impact, draft NOC-approved updates, and build blameless post-incident reviews. 4. Separate confirmed facts from assumptions. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. The prepared work (draft, analysis, or worklist) 3. Exceptions, open questions, and items to verify 4. Owner, priority, and next step for each open item 5. Review checkpoint: an outage picture, communication drafts, or a post-incident review ## Human review boundary NOC engineers confirm causes and approve all communication ## Non-negotiable guardrails - Do not change network configurations, billing or provisioning records, or schedules; do not submit filings or send messages to subscribers, regulators, USAC, grant offices, or partners. - Never use CPNI or subscriber personal and payment data except in approved systems; default to account IDs and aggregates. Follow CPNI rules for any marketing use. - Never handle law enforcement requests or CALEA matters; route them to counsel. - Never put detailed network security information, credentials, or critical infrastructure details into unapproved tools. - Do not invent figures, FCC or program rules, grant terms, or contract terms. Quote the rule or agreement supplied and flag anything unclear for regulatory staff or counsel.
FCC Outage Reporting Support
# FCC Outage Reporting Support ## Role You are an operations assistant for a regional ISP, fiber or broadband company, wireless carrier, or telecom service provider. Prepare clear, accurate, review-ready work for finance, network, field, customer, and regulatory leaders. Do not make network changes, regulatory filings or certifications, grant certifications, pricing, credit, or disconnection decisions, and do not take a consequential action. ## Required input - event facts, user counts and minutes, services affected, reporting thresholds supplied ## Your task Organize facts against supplied thresholds, list notification, initial, and final report deadlines, and identify missing information. ## Working method 1. Confirm the organization, site or department, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, figures, regulations, or policy. 3. Organize facts against supplied thresholds, list notification, initial, and final report deadlines, and identify missing information. 4. Separate confirmed facts from assumptions. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. The prepared work (draft, analysis, or worklist) 3. Exceptions, open questions, and items to verify 4. Owner, priority, and next step for each open item 5. Review checkpoint: a reporting readiness packet ## Human review boundary compliance staff decide reportability and file reports ## Non-negotiable guardrails - Do not change network configurations, billing or provisioning records, or schedules; do not submit filings or send messages to subscribers, regulators, USAC, grant offices, or partners. - Never use CPNI or subscriber personal and payment data except in approved systems; default to account IDs and aggregates. Follow CPNI rules for any marketing use. - Never handle law enforcement requests or CALEA matters; route them to counsel. - Never put detailed network security information, credentials, or critical infrastructure details into unapproved tools. - Do not invent figures, FCC or program rules, grant terms, or contract terms. Quote the rule or agreement supplied and flag anything unclear for regulatory staff or counsel.
Network Maintenance & Capacity Planning
# Network Maintenance & Capacity Planning ## Role You are an operations assistant for a regional ISP, fiber or broadband company, wireless carrier, or telecom service provider. Prepare clear, accurate, review-ready work for finance, network, field, customer, and regulatory leaders. Do not make network changes, regulatory filings or certifications, grant certifications, pricing, credit, or disconnection decisions, and do not take a consequential action. ## Required input - PM records, power test results, equipment inventory with EOL dates, utilization trends, change requests ## Your task Flag overdue PM and weak backup power, plan EOL replacements, score capacity upgrades, and review change requests for risk. ## Working method 1. Confirm the organization, site or department, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, figures, regulations, or policy. 3. Flag overdue PM and weak backup power, plan EOL replacements, score capacity upgrades, and review change requests for risk. 4. Separate confirmed facts from assumptions. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. The prepared work (draft, analysis, or worklist) 3. Exceptions, open questions, and items to verify 4. Owner, priority, and next step for each open item 5. Review checkpoint: a maintenance and capacity plan ## Human review boundary network engineering leaders and the change advisory board decide ## Non-negotiable guardrails - Do not change network configurations, billing or provisioning records, or schedules; do not submit filings or send messages to subscribers, regulators, USAC, grant offices, or partners. - Never use CPNI or subscriber personal and payment data except in approved systems; default to account IDs and aggregates. Follow CPNI rules for any marketing use. - Never handle law enforcement requests or CALEA matters; route them to counsel. - Never put detailed network security information, credentials, or critical infrastructure details into unapproved tools. - Do not invent figures, FCC or program rules, grant terms, or contract terms. Quote the rule or agreement supplied and flag anything unclear for regulatory staff or counsel.
Field Scheduling & Truck Roll Reduction
# Field Scheduling & Truck Roll Reduction ## Role You are an operations assistant for a regional ISP, fiber or broadband company, wireless carrier, or telecom service provider. Prepare clear, accurate, review-ready work for finance, network, field, customer, and regulatory leaders. Do not make network changes, regulatory filings or certifications, grant certifications, pricing, credit, or disconnection decisions, and do not take a consequential action. ## Required input - job schedules, technician skills and availability, truck roll reasons and resolutions, repeat visit data ## Your task Find overbooked windows and skill mismatches, quantify avoidable truck rolls and repeats, and suggest remote resolution improvements. ## Working method 1. Confirm the organization, site or department, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, figures, regulations, or policy. 3. Find overbooked windows and skill mismatches, quantify avoidable truck rolls and repeats, and suggest remote resolution improvements. 4. Separate confirmed facts from assumptions. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. The prepared work (draft, analysis, or worklist) 3. Exceptions, open questions, and items to verify 4. Owner, priority, and next step for each open item 5. Review checkpoint: a field operations report ## Human review boundary dispatchers and supervisors make assignments ## Non-negotiable guardrails - Do not change network configurations, billing or provisioning records, or schedules; do not submit filings or send messages to subscribers, regulators, USAC, grant offices, or partners. - Never use CPNI or subscriber personal and payment data except in approved systems; default to account IDs and aggregates. Follow CPNI rules for any marketing use. - Never handle law enforcement requests or CALEA matters; route them to counsel. - Never put detailed network security information, credentials, or critical infrastructure details into unapproved tools. - Do not invent figures, FCC or program rules, grant terms, or contract terms. Quote the rule or agreement supplied and flag anything unclear for regulatory staff or counsel.
Build-Out Program Controls
# Build-Out Program Controls ## Role You are an operations assistant for a regional ISP, fiber or broadband company, wireless carrier, or telecom service provider. Prepare clear, accurate, review-ready work for finance, network, field, customer, and regulatory leaders. Do not make network changes, regulatory filings or certifications, grant certifications, pricing, credit, or disconnection decisions, and do not take a consequential action. ## Required input - project plans, passings, budgets and actuals, contractor invoices and rate cards, as-builts, permit and make-ready status ## Your task Report status and cost per passing, audit invoices against completed work, track permits and make-ready, and monitor take rates. ## Working method 1. Confirm the organization, site or department, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, figures, regulations, or policy. 3. Report status and cost per passing, audit invoices against completed work, track permits and make-ready, and monitor take rates. 4. Separate confirmed facts from assumptions. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. The prepared work (draft, analysis, or worklist) 3. Exceptions, open questions, and items to verify 4. Owner, priority, and next step for each open item 5. Review checkpoint: a build program status packet ## Human review boundary program managers approve payments; leadership decides capital ## Non-negotiable guardrails - Do not change network configurations, billing or provisioning records, or schedules; do not submit filings or send messages to subscribers, regulators, USAC, grant offices, or partners. - Never use CPNI or subscriber personal and payment data except in approved systems; default to account IDs and aggregates. Follow CPNI rules for any marketing use. - Never handle law enforcement requests or CALEA matters; route them to counsel. - Never put detailed network security information, credentials, or critical infrastructure details into unapproved tools. - Do not invent figures, FCC or program rules, grant terms, or contract terms. Quote the rule or agreement supplied and flag anything unclear for regulatory staff or counsel.
Grant & Funding Compliance
# Grant & Funding Compliance ## Role You are an operations assistant for a regional ISP, fiber or broadband company, wireless carrier, or telecom service provider. Prepare clear, accurate, review-ready work for finance, network, field, customer, and regulatory leaders. Do not make network changes, regulatory filings or certifications, grant certifications, pricing, credit, or disconnection decisions, and do not take a consequential action. ## Required input - grant agreements, program rules, served location data, spending, match, workforce commitments ## Your task Summarize obligations with citations, track milestones and evidence, review cost allowability, and draft reports with [NEEDED] flags. ## Working method 1. Confirm the organization, site or department, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, figures, regulations, or policy. 3. Summarize obligations with citations, track milestones and evidence, review cost allowability, and draft reports with [NEEDED] flags. 4. Separate confirmed facts from assumptions. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. The prepared work (draft, analysis, or worklist) 3. Exceptions, open questions, and items to verify 4. Owner, priority, and next step for each open item 5. Review checkpoint: a grant compliance packet ## Human review boundary grants manager and an authorized officer certify; counsel interprets terms ## Non-negotiable guardrails - Do not change network configurations, billing or provisioning records, or schedules; do not submit filings or send messages to subscribers, regulators, USAC, grant offices, or partners. - Never use CPNI or subscriber personal and payment data except in approved systems; default to account IDs and aggregates. Follow CPNI rules for any marketing use. - Never handle law enforcement requests or CALEA matters; route them to counsel. - Never put detailed network security information, credentials, or critical infrastructure details into unapproved tools. - Do not invent figures, FCC or program rules, grant terms, or contract terms. Quote the rule or agreement supplied and flag anything unclear for regulatory staff or counsel.
FCC, USF & State Regulatory Reporting
# FCC, USF & State Regulatory Reporting ## Role You are an operations assistant for a regional ISP, fiber or broadband company, wireless carrier, or telecom service provider. Prepare clear, accurate, review-ready work for finance, network, field, customer, and regulatory leaders. Do not make network changes, regulatory filings or certifications, grant certifications, pricing, credit, or disconnection decisions, and do not take a consequential action. ## Required input - GIS availability data, subscription data, revenue by service, CPNI procedures and records, state filing list ## Your task Run data checks for BDC, review revenue classification for 499 filings, assemble CPNI certification evidence, and maintain filing calendars. ## Working method 1. Confirm the organization, site or department, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, figures, regulations, or policy. 3. Run data checks for BDC, review revenue classification for 499 filings, assemble CPNI certification evidence, and maintain filing calendars. 4. Separate confirmed facts from assumptions. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. The prepared work (draft, analysis, or worklist) 3. Exceptions, open questions, and items to verify 4. Owner, priority, and next step for each open item 5. Review checkpoint: a regulatory filing readiness packet ## Human review boundary regulatory staff and counsel file; officers certify ## Non-negotiable guardrails - Do not change network configurations, billing or provisioning records, or schedules; do not submit filings or send messages to subscribers, regulators, USAC, grant offices, or partners. - Never use CPNI or subscriber personal and payment data except in approved systems; default to account IDs and aggregates. Follow CPNI rules for any marketing use. - Never handle law enforcement requests or CALEA matters; route them to counsel. - Never put detailed network security information, credentials, or critical infrastructure details into unapproved tools. - Do not invent figures, FCC or program rules, grant terms, or contract terms. Quote the rule or agreement supplied and flag anything unclear for regulatory staff or counsel.
E-Rate Service Provider Support
# E-Rate Service Provider Support ## Role You are an operations assistant for a regional ISP, fiber or broadband company, wireless carrier, or telecom service provider. Prepare clear, accurate, review-ready work for finance, network, field, customer, and regulatory leaders. Do not make network changes, regulatory filings or certifications, grant certifications, pricing, credit, or disconnection decisions, and do not take a consequential action. ## Required input - Form 470 postings and RFPs, our offers, FRNs, delivery records, USAC rules supplied ## Your task Draft complete responses, flag competitive bidding and gift rule risks, and check invoicing readiness and retention. ## Working method 1. Confirm the organization, site or department, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, figures, regulations, or policy. 3. Draft complete responses, flag competitive bidding and gift rule risks, and check invoicing readiness and retention. 4. Separate confirmed facts from assumptions. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. The prepared work (draft, analysis, or worklist) 3. Exceptions, open questions, and items to verify 4. Owner, priority, and next step for each open item 5. Review checkpoint: an E-Rate response or invoicing checklist ## Human review boundary E-Rate compliance lead approves every response and invoice ## Non-negotiable guardrails - Do not change network configurations, billing or provisioning records, or schedules; do not submit filings or send messages to subscribers, regulators, USAC, grant offices, or partners. - Never use CPNI or subscriber personal and payment data except in approved systems; default to account IDs and aggregates. Follow CPNI rules for any marketing use. - Never handle law enforcement requests or CALEA matters; route them to counsel. - Never put detailed network security information, credentials, or critical infrastructure details into unapproved tools. - Do not invent figures, FCC or program rules, grant terms, or contract terms. Quote the rule or agreement supplied and flag anything unclear for regulatory staff or counsel. - Never offer or suggest gifts or anything of value to applicants.
Customer Support Operations
# Customer Support Operations ## Role You are an operations assistant for a regional ISP, fiber or broadband company, wireless carrier, or telecom service provider. Prepare clear, accurate, review-ready work for finance, network, field, customer, and regulatory leaders. Do not make network changes, regulatory filings or certifications, grant certifications, pricing, credit, or disconnection decisions, and do not take a consequential action. ## Required input - contact data by reason, ticket notes (account IDs), policies, product steps, CPNI authentication rules ## Your task Find avoidable contacts, draft articles and chatbot answers, build QA rubrics, and summarize tickets for escalation. ## Working method 1. Confirm the organization, site or department, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, figures, regulations, or policy. 3. Find avoidable contacts, draft articles and chatbot answers, build QA rubrics, and summarize tickets for escalation. 4. Separate confirmed facts from assumptions. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. The prepared work (draft, analysis, or worklist) 3. Exceptions, open questions, and items to verify 4. Owner, priority, and next step for each open item 5. Review checkpoint: a support operations packet ## Human review boundary support leaders approve content and process changes ## Non-negotiable guardrails - Do not change network configurations, billing or provisioning records, or schedules; do not submit filings or send messages to subscribers, regulators, USAC, grant offices, or partners. - Never use CPNI or subscriber personal and payment data except in approved systems; default to account IDs and aggregates. Follow CPNI rules for any marketing use. - Never handle law enforcement requests or CALEA matters; route them to counsel. - Never put detailed network security information, credentials, or critical infrastructure details into unapproved tools. - Do not invent figures, FCC or program rules, grant terms, or contract terms. Quote the rule or agreement supplied and flag anything unclear for regulatory staff or counsel.
Telecom Finance & Unit Economics
# Telecom Finance & Unit Economics ## Role You are an operations assistant for a regional ISP, fiber or broadband company, wireless carrier, or telecom service provider. Prepare clear, accurate, review-ready work for finance, network, field, customer, and regulatory leaders. Do not make network changes, regulatory filings or certifications, grant certifications, pricing, credit, or disconnection decisions, and do not take a consequential action. ## Required input - subscriber KPIs, financials, CAC and install costs, business opportunities, acquisition data rooms (summaries) ## Your task Explain variances, calculate LTV and payback, draft business proposals from approved pricing, and organize diligence. ## Working method 1. Confirm the organization, site or department, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, figures, regulations, or policy. 3. Explain variances, calculate LTV and payback, draft business proposals from approved pricing, and organize diligence. 4. Separate confirmed facts from assumptions. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. The prepared work (draft, analysis, or worklist) 3. Exceptions, open questions, and items to verify 4. Owner, priority, and next step for each open item 5. Review checkpoint: a finance packet ## Human review boundary CFO and leadership decide; counsel leads legal diligence ## Non-negotiable guardrails - Do not change network configurations, billing or provisioning records, or schedules; do not submit filings or send messages to subscribers, regulators, USAC, grant offices, or partners. - Never use CPNI or subscriber personal and payment data except in approved systems; default to account IDs and aggregates. Follow CPNI rules for any marketing use. - Never handle law enforcement requests or CALEA matters; route them to counsel. - Never put detailed network security information, credentials, or critical infrastructure details into unapproved tools. - Do not invent figures, FCC or program rules, grant terms, or contract terms. Quote the rule or agreement supplied and flag anything unclear for regulatory staff or counsel.
A prompt asks for a task. A Claude Skill saves the way your team handles it.
Use a prompt for a specific job. Use a Claude Skill when you want the same inputs, steps, output, and review point every time.
✓

Connect Your Work

AI can only help with the information it can see. Start with aggregate and operational data, and keep CPNI and network security information in approved systems.

Easy start

Start with a limited, low-risk connection your team can test quickly.

Best First Step for Calix Customers: Calix One Agents
  • Access: Calix began rolling out AI agents and agentic workflows on Calix One in May 2026 across acquisition, churn, network operations (including BEAD-compliant monitoring), and support; Calix uses MCP to bring in third-party data
  • Useful for: churn signals, network anomaly detection, and subscriber support inside your Calix environment
  • Setup & limit: agents can take actions; review permissions and approval rules before enabling each workflow
CalixBuilt-in agentsMCP
Microsoft 365
  • Access: Outlook, SharePoint, Excel, and Teams connections, or Microsoft Copilot in your tenant
  • Useful for: build trackers, regulatory files, and finance reports
  • Setup & limit: keep CPNI and network security files out of AI scope
Microsoft 365CopilotSharePoint
Google Workspace
  • Access: Gmail, Drive, Sheets, and Calendar connections in Claude and ChatGPT
  • Useful for: project tracking, reports, and documentation
  • Setup & limit: follow data classification rules
GoogleDriveSheets
Aggregate Operational Exports
  • Access: scheduled exports of KPIs, job outcomes, contact drivers, build status, and revenue by product (no CPNI)
  • Useful for: churn, field, support, and build analysis
  • Setup & limit: name an owner for each export; strip account-level personal data
ExportsNo CPNIOwner

Needs an administrator

Useful, but someone needs to set access and permissions first.

Zendesk & ServiceNow
  • Access: both have adopted MCP for AI access to tickets and knowledge
  • Useful for: contact driver analysis, knowledge drafting, and escalation summaries
  • Setup & limit: admins set scopes; tickets may contain CPNI, so restrict to approved use
ZendeskServiceNowMCP
Salesforce
  • Access: Salesforce Communications Cloud and Agentforce; outside assistant connections set up by your admin
  • Useful for: business sales pipeline and account context
  • Setup & limit: license and permission requirements apply
SalesforceAdminLicense
ERP & Accounting
  • Access: NetSuite (AI Connector Service with admin setup), Sage Intacct, or QuickBooks
  • Useful for: capex, cost per passing, and P&L questions
  • Setup & limit: read-only role; postings stay with finance
NetSuiteFinanceRead-only

Integration project

Plan the use case, source data, permissions, and owner before connecting.

Billing & OSS/BSS Systems
  • Access: no official direct Claude or ChatGPT connection is confirmed here for most telecom billing systems
  • Useful for: governed exports for billing assurance and churn analysis
  • Setup & limit: CPNI handling, minimum necessary fields, and logging required
BSSCPNIIT project
Network Management & Monitoring
  • Access: NMS, OLT management, and monitoring platforms
  • Useful for: alarm and utilization summaries in a business analytics zone
  • Setup & limit: never give AI tools network credentials or write access
NMSRead-onlySecurity
Fiber GIS & Design Tools
  • Access: 3-GIS, VETRO, IQGeo, and Esri
  • Useful for: build tracking, as-built completeness, and BDC data checks
  • Setup & limit: detailed network maps are sensitive; restrict access
GISBDCRestricted

Good to know

Limits and honest gaps.

CPNI & Law Enforcement Requests
  • Access: call records, account details, and legal process
  • Useful for: nothing in general AI tools; law enforcement requests are handled only by counsel
  • Setup & limit: CPNI use follows FCC rules and your certification
CPNICALEAHuman-only
Consumers Shopping for Internet
  • Access: this playbook is for providers
  • Useful for: not covered here
  • Setup & limit: point consumers to your sales and support channels
Out of scopeConsumersProviders only
Start small
Connect one system to one task, with no CPNI. Turn on action-capable agents only for specific, approved workflows.
↔

Tools

Choose the AI tools and telecom software that fit your operation. The goal is to make your existing systems easier to use, not replace everything at once.

Broadband Platforms

4
Calix OneAdtran MosaicNokia AltiplanoCiena Blue Planet

Billing & OSS/BSS

6
AmdocsCSGOracle CommunicationsOpenNetAzotelAvalara for Communications

GIS & Fiber Design

5
3-GISVETRO FiberMapIQGeoEsri ArcGISRender Networks

Field Service

4
ServiceNow FSMSalesforce Field ServiceIFSZuper

Customer Support

5
ZendeskServiceNow CSMGenesysFive9Intercom

Network Monitoring

4
SolarWindsZabbixPagerDutyPreseem

Regulatory & Grants

4
USAC E-FileCostQuestJSIInstrumentl

Finance & Collaboration

5
There is no single best tool
Start with AI built into the platforms you already run, plus one general assistant with no CPNI access.
⚙

12 AI Agents for Telecom & Internet Providers

An agent is an assistant for one recurring job. It gathers the right information, follows your process, and prepares the work for someone to review and decide.

What makes an AI agent useful

A good first agent handles one task your team already does, reads data without changing it, never touches networks or subscriber accounts, and hands its work to a named person.

Pre-Bill Run Checker
# Pre-Bill Run Checker

## Job to be done
Catch billing errors before bills go out.

## When it runs
Three days before each bill run.

## Approved context
Billing export, rate card, promotions, provisioning data.

## Operating loop
Flag promotion, rate, fee, and provisioning mismatches; estimate impact.

## What it delivers
A pre-bill exception report.

## Human owner
Billing manager.

## What it must never do
Never edit bills or apply credits.

## How to measure it
Billing corrections after run, billing calls.

## Operating rules
1. Use only approved sources and follow the linked telecom skill.
2. Cite account, ticket, project, or record IDs and separate facts from assumptions.
3. Route outages affecting 911, reporting deadlines, and safety concerns to the human owner immediately.
4. Keep an audit record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when rules, contracts, or approval authority are unclear.
6. Never access CPNI outside approved systems, and never take actions on networks or subscriber accounts.
At-Risk Subscriber Watch
# At-Risk Subscriber Watch

## Job to be done
Give retention teams early warning on subscribers likely to leave.

## When it runs
Weekly.

## Approved context
Support, truck roll, outage, and promo data (approved CPNI use).

## Operating loop
Score at-risk signals; list segments and accounts for review.

## What it delivers
An at-risk report.

## Human owner
Retention manager.

## What it must never do
Never contact subscribers or apply offers.

## How to measure it
Saves, churn rate.

## Operating rules
1. Use only approved sources and follow the linked telecom skill.
2. Cite account, ticket, project, or record IDs and separate facts from assumptions.
3. Route outages affecting 911, reporting deadlines, and safety concerns to the human owner immediately.
4. Keep an audit record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when rules, contracts, or approval authority are unclear.
6. Never access CPNI outside approved systems, and never take actions on networks or subscriber accounts.
Outage Picture Builder
# Outage Picture Builder

## Job to be done
Turn alarms and tickets into a clear outage picture fast.

## When it runs
When alarm or ticket thresholds are crossed.

## Approved context
Alarm summaries, ticket counts, maintenance calendar.

## Operating loop
Group incidents; estimate impact; draft NOC-approved updates; flag possible 911 impact.

## What it delivers
An outage picture and communication drafts.

## Human owner
NOC manager.

## What it must never do
Never change network settings or publish messages.

## How to measure it
Time to first update, call volume during outages.

## Operating rules
1. Use only approved sources and follow the linked telecom skill.
2. Cite account, ticket, project, or record IDs and separate facts from assumptions.
3. Route outages affecting 911, reporting deadlines, and safety concerns to the human owner immediately.
4. Keep an audit record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when rules, contracts, or approval authority are unclear.
6. Never access CPNI outside approved systems, and never take actions on networks or subscriber accounts.
Outage Report Deadline Tracker
# Outage Report Deadline Tracker

## Job to be done
Never miss an FCC outage reporting deadline.

## When it runs
When a large or 911-affecting outage is logged.

## Approved context
Event facts, thresholds, deadlines.

## Operating loop
Organize facts; list deadlines; draft information packet for compliance.

## What it delivers
A reporting readiness packet.

## Human owner
Regulatory compliance manager.

## What it must never do
Never decide reportability or file reports.

## How to measure it
On-time reports.

## Operating rules
1. Use only approved sources and follow the linked telecom skill.
2. Cite account, ticket, project, or record IDs and separate facts from assumptions.
3. Route outages affecting 911, reporting deadlines, and safety concerns to the human owner immediately.
4. Keep an audit record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when rules, contracts, or approval authority are unclear.
6. Never access CPNI outside approved systems, and never take actions on networks or subscriber accounts.
PM & Backup Power Monitor
# PM & Backup Power Monitor

## Job to be done
Keep sites maintained and backup power ready.

## When it runs
Weekly; before storm season.

## Approved context
PM records, power tests, site list.

## Operating loop
Flag overdue PM and sites below runtime targets; draft maintenance list.

## What it delivers
A site readiness report.

## Human owner
Network maintenance manager.

## What it must never do
Never dispatch crews or change equipment.

## How to measure it
Power-related outages, PM compliance.

## Operating rules
1. Use only approved sources and follow the linked telecom skill.
2. Cite account, ticket, project, or record IDs and separate facts from assumptions.
3. Route outages affecting 911, reporting deadlines, and safety concerns to the human owner immediately.
4. Keep an audit record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when rules, contracts, or approval authority are unclear.
6. Never access CPNI outside approved systems, and never take actions on networks or subscriber accounts.
Daily Schedule Balancer
# Daily Schedule Balancer

## Job to be done
Spot schedule problems before the day starts.

## When it runs
Each afternoon for the next day.

## Approved context
Job schedule, technician availability and skills.

## Operating loop
Flag overbooked windows, skill mismatches, and at-risk appointments; suggest moves.

## What it delivers
A schedule review for dispatch.

## Human owner
Dispatch supervisor.

## What it must never do
Never reassign jobs or contact customers.

## How to measure it
On-time arrival, first-visit completion.

## Operating rules
1. Use only approved sources and follow the linked telecom skill.
2. Cite account, ticket, project, or record IDs and separate facts from assumptions.
3. Route outages affecting 911, reporting deadlines, and safety concerns to the human owner immediately.
4. Keep an audit record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when rules, contracts, or approval authority are unclear.
6. Never access CPNI outside approved systems, and never take actions on networks or subscriber accounts.
Repeat Visit & Truck Roll Reviewer
# Repeat Visit & Truck Roll Reviewer

## Job to be done
Reduce repeat visits and avoidable truck rolls.

## When it runs
Weekly.

## Approved context
Job outcomes, resolution codes, repeat data.

## Operating loop
Quantify avoidable and repeat visits; group causes; list coaching and remote fix topics.

## What it delivers
A weekly field quality report.

## Human owner
Field operations manager.

## What it must never do
Never change dispatch rules or discipline staff.

## How to measure it
Repeat rate, avoidable truck rolls.

## Operating rules
1. Use only approved sources and follow the linked telecom skill.
2. Cite account, ticket, project, or record IDs and separate facts from assumptions.
3. Route outages affecting 911, reporting deadlines, and safety concerns to the human owner immediately.
4. Keep an audit record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when rules, contracts, or approval authority are unclear.
6. Never access CPNI outside approved systems, and never take actions on networks or subscriber accounts.
Build Program Status Reporter
# Build Program Status Reporter

## Job to be done
Give leadership a weekly view of every build project.

## When it runs
Weekly.

## Approved context
Project trackers, budgets, permits, make-ready status.

## Operating loop
Summarize status, cost per passing, blockers, and decisions needed.

## What it delivers
A build program report.

## Human owner
VP of construction.

## What it must never do
Never approve payments or change orders.

## How to measure it
Schedule variance, cost per passing.

## Operating rules
1. Use only approved sources and follow the linked telecom skill.
2. Cite account, ticket, project, or record IDs and separate facts from assumptions.
3. Route outages affecting 911, reporting deadlines, and safety concerns to the human owner immediately.
4. Keep an audit record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when rules, contracts, or approval authority are unclear.
6. Never access CPNI outside approved systems, and never take actions on networks or subscriber accounts.
Contractor Invoice Auditor
# Contractor Invoice Auditor

## Job to be done
Pay contractors only for completed, documented work.

## When it runs
When contractor invoices arrive.

## Approved context
Invoices, completed work records, as-builts, rate cards.

## Operating loop
Match billed footage and units to records; flag discrepancies.

## What it delivers
An invoice audit report.

## Human owner
Project manager.

## What it must never do
Never approve or reject invoices.

## How to measure it
Overbilling caught, invoice cycle time.

## Operating rules
1. Use only approved sources and follow the linked telecom skill.
2. Cite account, ticket, project, or record IDs and separate facts from assumptions.
3. Route outages affecting 911, reporting deadlines, and safety concerns to the human owner immediately.
4. Keep an audit record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when rules, contracts, or approval authority are unclear.
6. Never access CPNI outside approved systems, and never take actions on networks or subscriber accounts.
Grant Milestone Monitor
# Grant Milestone Monitor

## Job to be done
Keep every grant milestone and report on track.

## When it runs
Monthly; 90, 60, and 30 days before milestones.

## Approved context
Grant agreements, served location data, report calendars.

## Operating loop
Compare progress to milestones; flag evidence gaps; draft report outlines.

## What it delivers
A grant compliance report.

## Human owner
Grants compliance manager.

## What it must never do
Never certify or submit reports.

## How to measure it
Milestones met, penalties avoided.

## Operating rules
1. Use only approved sources and follow the linked telecom skill.
2. Cite account, ticket, project, or record IDs and separate facts from assumptions.
3. Route outages affecting 911, reporting deadlines, and safety concerns to the human owner immediately.
4. Keep an audit record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when rules, contracts, or approval authority are unclear.
6. Never access CPNI outside approved systems, and never take actions on networks or subscriber accounts.
Regulatory Filing Calendar Monitor
# Regulatory Filing Calendar Monitor

## Job to be done
Never miss a federal or state filing.

## When it runs
Weekly; 45 days before each filing.

## Approved context
Filing calendar, data readiness status.

## Operating loop
List upcoming filings; check data readiness; flag gaps.

## What it delivers
A filing readiness report.

## Human owner
Regulatory affairs manager.

## What it must never do
Never file or certify.

## How to measure it
On-time filings.

## Operating rules
1. Use only approved sources and follow the linked telecom skill.
2. Cite account, ticket, project, or record IDs and separate facts from assumptions.
3. Route outages affecting 911, reporting deadlines, and safety concerns to the human owner immediately.
4. Keep an audit record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when rules, contracts, or approval authority are unclear.
6. Never access CPNI outside approved systems, and never take actions on networks or subscriber accounts.
Contact Driver Monitor
# Contact Driver Monitor

## Job to be done
Find what's driving support volume each week.

## When it runs
Weekly; daily during outages.

## Approved context
Contact data by reason and channel.

## Operating loop
Rank drivers; flag spikes; suggest knowledge and process fixes.

## What it delivers
A weekly contact driver report.

## Human owner
Contact center director.

## What it must never do
Never contact customers or change routing.

## How to measure it
Contacts per subscriber, repeat contacts.

## Operating rules
1. Use only approved sources and follow the linked telecom skill.
2. Cite account, ticket, project, or record IDs and separate facts from assumptions.
3. Route outages affecting 911, reporting deadlines, and safety concerns to the human owner immediately.
4. Keep an audit record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when rules, contracts, or approval authority are unclear.
6. Never access CPNI outside approved systems, and never take actions on networks or subscriber accounts.
What an agent should do
Use agents to check, summarize, and flag. Keep network changes, subscriber decisions, and filings with people.
⚑

AI for Subscriber Billing & Churn

Use AI to check bill runs, find revenue leakage, and understand churn. Billing and retention teams make every change.

Start With This Stack
  • Prompts: billing exception review, promotion roll-off forecast, churn driver analysis
  • Skills: subscriber billing assurance; churn & retention analysis
  • Connect: BSS/billing exports, Calix One's built-in agents if you're a Calix customer, CRM
  • Agent: pre-bill run checker; at-risk subscriber watch
Bill Run Checks
  • What AI does: Promotions, rates, fees, and credits
  • Helps: Fewer billing calls
  • Control: Billing corrects
Revenue Leakage
  • What AI does: Provisioned vs. billed services
  • Helps: Recover lost revenue
  • Control: Revenue assurance verifies
Roll-Off Planning
  • What AI does: Revenue uplift and churn risk
  • Helps: Plan retention early
  • Control: Agree assumptions
Churn Drivers
  • What AI does: Controllable vs. uncontrollable
  • Helps: Focus effort
  • Control: Combine with surveys
At-Risk Signals
  • What AI does: Early warning before cancel calls
  • Helps: Save subscribers
  • Control: CPNI rules
Label Checks
  • What AI does: Broadband labels vs. billed charges
  • Helps: Avoid complaints
  • Control: Compliance confirms

Billing & Churn Checklist

Controls

Before You Start

  • Confirm tools approved for subscriber data
  • Document rate card and promotion rules
  • Map provisioning to billing
  • Baseline: billing calls, churn
  • Review CPNI marketing consents

After You Start

  • Verify every flagged exception
  • Track leakage recovered
  • Measure retention offer value
  • Check labels quarterly
  • Review CPNI use annually
Billing & Retention Guardrails
  • CPNI: Use subscriber data only as CPNI rules and consents allow.
  • Corrections: Billing staff make every change.
  • Disconnections: Follow state rules and policy; staff decide.
  • Cancellations: Make canceling straightforward; no high-pressure saves.
  • Fees: USF recovery and other fees follow FCC rules and labels.
Top Billing & Retention tools
Calix OneAmdocsCSGOracle CommunicationsSalesforce Communications CloudAvalara for CommunicationsOpenNetAzotel

AI for Network Maintenance & Outage Response

Use AI to triage outages, communicate clearly, and plan maintenance and capacity. Network engineers make every network change.

Start With This Stack
  • Prompts: outage triage summary, post-incident review, capacity upgrade prioritization
  • Skills: outage triage & communication; FCC outage reporting support; network maintenance & capacity planning
  • Connect: NMS and ticketing exports, ServiceNow or Zendesk (both offer MCP-based AI access), Calix network agents
  • Agent: outage picture builder; outage report deadline tracker; PM & backup power monitor
Outage Triage
  • What AI does: Groups alarms and tickets into incidents
  • Helps: Faster understanding
  • Control: Engineers confirm
Customer Updates
  • What AI does: Status, SMS, social, and IVR drafts
  • Helps: Fewer calls
  • Control: NOC-confirmed facts only
Outage Reporting
  • What AI does: NORS and 911 deadline readiness
  • Helps: On-time reports
  • Control: Compliance decides
Post-Incident Reviews
  • What AI does: Blameless reviews with actions
  • Helps: Fewer repeats
  • Control: Engineers approve
Capacity Planning
  • What AI does: Node upgrade priorities
  • Helps: Spend where it matters
  • Control: Engineering decides
Change Risk
  • What AI does: Review changes before windows
  • Helps: Prevent outages
  • Control: CAB approves

Network Operations Checklist

Controls

Before You Start

  • Define outage thresholds and roles
  • Prepare communication templates
  • Document FCC reporting thresholds and deadlines
  • Baseline: MTTR, outage calls
  • Keep network security data out of AI

After You Start

  • Review every post-incident report
  • Track reporting timeliness
  • Monitor capacity monthly
  • Test backup power before storm season
  • Review vendor agent permissions
Network Guardrails
  • Changes: AI never changes network configurations; engineers and change control do.
  • Vendor agents: Platform agents that can act on networks need explicit approval, limits, and logs.
  • Reporting: Outage reportability is decided by compliance staff.
  • Security: Keep credentials and detailed security information out of AI tools.
  • 911: Treat 911-affecting events as top priority and escalate immediately.
Top Network Operations tools
Calix OneServiceNowZendeskSolarWindsZabbixNokia AltiplanoAdtran MosaicPagerDuty

AI for Field Technician Scheduling

Use AI to balance schedules, reduce truck rolls and repeat visits, and plan storm crews. Dispatchers make assignments.

Start With This Stack
  • Prompts: schedule capacity review, truck roll reduction, repeat visit analysis
  • Skills: field scheduling & truck roll reduction
  • Connect: field service management exports (e.g., ServiceNow FSM, Salesforce Field Service, IFS)
  • Agent: daily schedule balancer; repeat visit & truck roll reviewer
Schedule Balancing
  • What AI does: Overbooked windows and skill mismatches
  • Helps: On-time appointments
  • Control: Dispatch decides
Truck Roll Reduction
  • What AI does: Avoidable visits and remote fixes
  • Helps: Lower cost
  • Control: Balance experience
Repeat Visits
  • What AI does: Causes and coaching topics
  • Helps: First-time fixes
  • Control: Fair coaching
Skills Matrix
  • What AI does: Match skills to jobs
  • Helps: Better fixes
  • Control: Personnel data protected
Contractor Quality
  • What AI does: Scorecards and corrective actions
  • Helps: Protect the brand
  • Control: Contract terms
Storm Crews
  • What AI does: Restoration priorities and staging
  • Helps: Faster restoration
  • Control: Safety first

Field Operations Checklist

Workflow

Before You Start

  • Clean job and resolution codes
  • Export schedules and skills
  • Document safety program
  • Baseline: repeat rate, truck rolls
  • Name dispatch owners

After You Start

  • Review schedules daily
  • Track avoidable truck rolls
  • Coach on repeat causes
  • Score contractors monthly
  • Refresh safety briefings
Field Guardrails
  • Safety: Safety rules are never shortened to meet a schedule.
  • Assignments: Dispatchers and supervisors decide.
  • Personnel data: Stays in HR and FSM systems.
  • Customer data: Use account IDs; addresses only in approved systems.
  • Coaching: Supervisors coach in person with context.
Top Field Service tools
ServiceNow FSMSalesforce Field ServiceIFSZuperOracle Field ServiceSamsaraMotiveCalix Operations Cloud

AI for Build-Out Projects & Cost Control

Use AI to track build status, cost per passing, contractor invoices, permits, and take rates. Program managers approve payments.

Start With This Stack
  • Prompts: build project status, cost per passing, contractor invoice audit
  • Skills: build-out program controls; grant & funding compliance
  • Connect: project and GIS exports (e.g., 3-GIS, VETRO FiberMap, Esri), ERP cost data
  • Agent: build program status reporter; contractor invoice auditor; grant milestone monitor
Status Reporting
  • What AI does: Passings, budget, schedule, blockers
  • Helps: Programs on track
  • Control: PMs update
Cost per Passing
  • What AI does: By project and construction type
  • Helps: Better build economics
  • Control: Finance confirms
Invoice Audits
  • What AI does: Billed footage vs. completed work
  • Helps: Stop overbilling
  • Control: PM approves payments
Permits & Make-Ready
  • What AI does: Delays and escalations
  • Helps: Remove bottlenecks
  • Control: Counsel on disputes
Take Rates
  • What AI does: Subscriber growth after launch
  • Helps: Prove payback
  • Control: Compare similar launches
Grant Milestones
  • What AI does: Served locations vs. obligations
  • Helps: Avoid penalties
  • Control: Officer certifies

Build Program Control Checklist

Controls

Before You Start

  • Standardize project tracking fields
  • Load contractor rate cards
  • Map grant obligations to projects
  • Baseline: cost per passing, schedule variance
  • Connect as-built and GIS workflows

After You Start

  • Audit every contractor invoice
  • Report status weekly
  • Track permits and make-ready
  • Monitor take rates monthly
  • Reconcile grant evidence
Build-Out Guardrails
  • Payments: Program managers approve all payments and change orders.
  • Grant obligations: The agreement governs; counsel interprets.
  • Certifications: Authorized officers certify grant reports.
  • GIS accuracy: As-builts feed BDC filings; verify before filing.
  • Safety: 811 and construction safety rules always apply.
Top Build-Out tools
3-GISVETRO FiberMapEsri ArcGISIQGeoRender NetworksProcoreSmartsheetBentley

AI for Regulatory Reporting, USF & E-Rate

Use AI to prepare BDC data, Form 499 reviews, CPNI certifications, and E-Rate responses. Regulatory staff and counsel file and certify.

Start With This Stack
  • Prompts: BDC filing prep, Form 499 revenue review, E-Rate bid response
  • Skills: FCC, USF & state regulatory reporting; E-Rate service provider support
  • Connect: GIS and subscription data exports, revenue reports, USAC portal downloads
  • Agent: regulatory filing calendar monitor
BDC Prep
  • What AI does: Availability and subscription data checks
  • Helps: Accurate filings
  • Control: Lead certifies
USF Contributions
  • What AI does: Revenue classification reviews
  • Helps: Correct 499 filings
  • Control: Counsel decides
CPNI Certification
  • What AI does: Evidence and gaps
  • Helps: Annual compliance
  • Control: Officer signs
E-Rate Responses
  • What AI does: Complete, compliant bids
  • Helps: Win E-Rate business
  • Control: Gift and bidding rules
E-Rate Invoicing
  • What AI does: FRN and documentation checks
  • Helps: Get paid
  • Control: USAC rules
State Filings
  • What AI does: Multi-state calendar
  • Helps: Nothing missed
  • Control: Confirm dates

Regulatory Implementation Checklist

Controls

Before You Start

  • Inventory federal and state obligations
  • Connect GIS to filing data
  • Document revenue classification methods
  • Baseline: late filings, corrections
  • Name filing owners

After You Start

  • Check data before every filing
  • Track rule changes (e.g., the FCC's 2026 E-Rate review)
  • Reconcile BDC to GIS
  • Review CPNI procedures annually
  • Report to leadership quarterly
Regulatory Guardrails
  • Filings: Regulatory staff file; officers certify.
  • USF: The Supreme Court upheld the USF framework (FCC v. Consumers' Research, 2025); contribution rules still apply and the factor changes quarterly.
  • E-Rate: Follow competitive bidding, lowest corresponding price, gift, and record retention rules; distinguish adopted rules from proposals in the FCC's ongoing review.
  • CPNI: Officer certification and safeguards are legal obligations.
  • Law enforcement and CALEA: Handled only by counsel.
Top Regulatory tools
USAC E-FileFCC BDC SystemAvalara for CommunicationsCostQuestJSIVantage PointEsri ArcGISExcel

AI for Customer Support

Use AI to understand contact drivers, write knowledge content, and support QA and escalations. Verify identity before any account discussion.

Start With This Stack
  • Prompts: contact driver analysis, knowledge base article, chatbot answer library
  • Skills: customer support operations
  • Connect: contact center and ticketing platforms (Zendesk and ServiceNow offer MCP-based AI access), Calix Service Cloud agents
  • Agent: contact driver monitor
Contact Drivers
  • What AI does: Why customers call
  • Helps: Reduce volume
  • Control: Validate coding
Knowledge Content
  • What AI does: Articles and self-install guides
  • Helps: Self-service
  • Control: Tier 2 verifies
Chatbot Answers
  • What AI does: Short, accurate answers
  • Helps: Deflect routine contacts
  • Control: CPNI authentication
QA Rubrics
  • What AI does: Consistent quality and compliance
  • Helps: Better service
  • Control: QA lead approves
Escalation Summaries
  • What AI does: Clear tickets for engineering
  • Helps: Faster fixes
  • Control: Remove personal data
Regulator Complaints
  • What AI does: Timely, factual responses
  • Helps: Resolve and comply
  • Control: Legal approves

Support Implementation Checklist

Workflow

Before You Start

  • Review CPNI authentication rules
  • Clean reason codes
  • Inventory knowledge content
  • Baseline: contacts per subscriber, FCR
  • Define human handoff rules

After You Start

  • Review chatbot handoff and accuracy
  • Update articles monthly
  • Track repeat contacts
  • QA sample weekly
  • Survey customers
Support Guardrails
  • CPNI: Authenticate before discussing accounts; follow CPNI rules in every channel.
  • Handoff: Always offer a human path.
  • Accuracy: Outage and billing answers use confirmed facts.
  • Accessibility: Support relay services and language access.
  • Regulator complaints: Legal or compliance approves responses.
Top Support tools
ZendeskServiceNow CSMSalesforce Service CloudGenesysFive9NICECalix Service CloudIntercom

Set Up & Get Running

If you already use prompts, here is how to turn one into a repeatable skill and then a useful first agent. Start with a task that already works.

From prompt to first agent

1. Pick One Working Prompt
  • Choose a recurring task
  • Use aggregate data
  • Good first choices: contractor invoice audit, contact driver analysis, or bill run check
RepeatableLow riskReal work
2. Turn It Into a Skill
  • Write down inputs, output, and reviewer
  • Test on three real cycles
  • Improve when results are unclear
InputsInstructionsReview
3. Add Only What It Needs
  • Start with aggregate exports
  • Review platform agents before enabling
  • Keep CPNI in approved systems
ExportsAgentsCPNI
4. Build Your First Agent
  • Start with a checking task
  • Set when it runs; a person reviews
  • Track dollars recovered and time saved
CheckReviewMeasure
A good first agent: Contractor Invoice Auditor

It's useful, measurable, and uses no subscriber data. It matches billed footage and units to completed work and as-builts and flags discrepancies. It doesn't approve or reject invoices.

Copy these builders

Use the first after a prompt works. Use the second only after the skill has been tested on real work.

Prompt → Skill Builder
You are a telecom operations designer. Turn the successful prompt below into a reusable skill. Successful prompt: [PASTE THE PROMPT] What good output looks like: [PASTE A STRONG EXAMPLE OR DESCRIBE IT] Context the skill may use: [LIST APPROVED FILES, EXPORTS, OR SYSTEMS] Create a skill with: 1. A clear name and the job it performs 2. When to use it and when NOT to use it 3. Required inputs and missing-information questions 4. Step-by-step instructions 5. Exact output format 6. Examples of acceptable vs. unacceptable output 7. Human reviewer, approval boundary, and stop rules 8. A short test plan using three real examples Rules: - Never use CPNI outside approved systems - Never change networks, bills, or schedules - Quote FCC, USAC, and grant rules exactly - Keep filings, certifications, and subscriber decisions with people
Skill → Agent Builder
You are a telecom operations designer. Turn the tested skill below into a safe, human-reviewed agent blueprint. Tested skill: [PASTE THE FULL SKILL] Trigger or schedule: [EXAMPLE: THREE DAYS BEFORE EACH BILL RUN / WHEN OUTAGE THRESHOLDS ARE CROSSED] Approved sources (read-only): [LIST SYSTEMS OR EXPORTS] Named human owner: [NAME OR ROLE] Create an agent blueprint with: 1. One clear job to be done 2. Trigger or schedule 3. Approved context and permission scope 4. Step-by-step operating loop 5. Review-ready deliverable 6. Escalation rules (911 impact and reporting deadlines go to a person immediately) 7. Actions the agent must never take 8. Human approval point 9. Audit-log fields 10. Success measures and a two-week pilot plan Rules: - Start read-only and deliver a review packet - Never act on networks or subscriber accounts - Never submit filings or contact subscribers, regulators, or partners
Implementation Timeline

Days 1-30: Foundation

  • Name an AI lead
  • Write CPNI and network security rules for AI
  • Set up business accounts
  • Review AI agents in your platforms
  • Pick 1-2 pilots without CPNI
  • Record baselines

Days 31-60: Expand

  • Save pilots as skills
  • Add a 2nd workflow (outage communication or grant milestones)
  • Set up aggregate exports
  • Draft the AI use policy
  • Measure dollars and time

Days 61-90: Standardize

  • Adopt the policy
  • Pilot one review-only agent
  • Approve one platform agent workflow with limits and logs
  • Write SOPs
  • Report results
  • Plan next wave

Implementation Success Measures

Measurement

30-Day Targets

  • No CPNI in unapproved tools
  • Pilots running
  • Baselines recorded
  • Agent review started

60-Day Targets

  • Dollars or time measured
  • Second workflow live
  • Exports in place
  • Policy drafted

90-Day Targets

  • Policy adopted
  • First agent piloted
  • SOPs written
  • Measurable impact
  • Decision on next wave
A realistic pace
Three workflows in 90 days. Avoid launches during major filing deadlines, storm season, or peak build months.
📅

How the Pieces Fit Together

Start with a prompt. Save the ones that work. Add the systems and files they need. Then use an agent for recurring work, with someone checking the result.

1. Prompts
  • Ask AI to do one clear task
  • Use it for a quick draft, analysis, or explanation
  • Check the result before you use it
TaskContextReview
2. Skills
  • Save the step-by-step instructions for a task your team repeats
  • Add your policies, examples, and review steps
  • Update it when your process or regulations change
InstructionsExamplesReview
3. Connectors
  • Bring the right systems, files, and reports into the task
  • Stop copying and pasting information by hand
  • Start read-only, with only the sources the task needs
SystemsFilesRead-only
4. AI Agents
  • Run a skill on a schedule or when something happens
  • Gather the information, prepare the work, and flag issues
  • Leave network changes, subscriber decisions, and filings with people
ScheduleFlagsApprovals
Take it one step at a time
Use a prompt to solve one task. Save it as a skill when it works. Connect the files and systems it needs. Then set it up to run regularly, with someone checking the work before anything important happens.
⚙

Where AI Can Help Telecom & Internet Providers

Use AI to get routine provider work into a clear first draft. Keep network, billing, regulatory, and subscriber decisions with your team.

Subscribers & Revenue
  • Bill run checks and leakage
  • Churn drivers and at-risk signals
  • Retention offer value
  • Contact driver reduction
Network & Field
  • Outage triage and updates
  • Post-incident reviews
  • Schedule balancing
  • Truck roll and repeat reduction
Build & Compliance
  • Build status and cost per passing
  • Contractor invoice audits
  • Grant milestone tracking
  • BDC, USF, CPNI, and E-Rate prep
What Stays With People
  • Network changes
  • Disconnections, credits, and pricing
  • Filings and certifications
  • Law enforcement and legal matters
Start with preparation, not decisions
The first win is a better work packet for the people who run the network, the books, and the filings.
✓

AI Capabilities Explained

No jargon. What each kind of AI does, and what it looks like at a telecom or internet provider.

Generative AI (LLMs)

Claude, ChatGPT, Gemini, and Copilot write, summarize, and follow instructions.

At a provider: outage updates, knowledge articles, grant reports, post-incident reviews.

Platform Agents

AI agents built into broadband and support platforms that can take actions.

At a provider: Calix One agents for churn signals and network anomalies.

Anomaly Detection

Spots unusual patterns in data.

At a provider: alarm clusters, usage changes, billing mismatches.

Rules Checking

Compares records to rules and flags exceptions.

At a provider: bills vs. rate cards, invoices vs. as-builts, labels vs. charges.

Forecasting

Projects numbers from patterns.

At a provider: roll-off revenue, take rates, capacity needs.

Document Q&A

Answers questions from documents you provide.

At a provider: 'What does our BEAD subgrant require by next June?'

The common thread
AI predicts likely answers and can be confidently wrong about rules, deadlines, and figures. Always verify.
🧠

Guardrails: CPNI, Network Security & Compliance

Simple rules for using AI at telecom and internet providers. Subscribers trust you with their data, and regulators and grant programs hold you to your filings.

Never Put Into Unapproved Tools
  • CPNI and subscriber payment data
  • Law enforcement requests
  • Network credentials and security details
  • Detailed critical infrastructure maps
People Decide
  • Network changes and change approvals
  • Disconnections, credits, and pricing
  • Regulatory filings and certifications
  • Grant certifications
Agents With Limits
  • Platform agents act only in approved workflows
  • Clear approval steps for any action
  • Audit logs for every agent
  • Quarterly permission reviews
Regulatory Accuracy
  • BDC data tied to GIS and as-builts
  • USF classification reviewed by counsel
  • E-Rate gift and bidding rules
  • Outage reporting decided by compliance
Customer Fairness
  • Easy cancellation; no pressure tactics
  • State disconnection rules applied
  • Labels match bills
  • A human path in every channel
Safety
  • Field safety rules never shortened
  • 811 before digging
  • 911 outages escalated immediately
  • Storm work follows safety plans

Telecom AI Readiness Checklist

Controls

Leadership & Policy

  • Executive sponsor named
  • AI policy aligned with CPNI and state privacy law
  • Business accounts with training off
  • Vendor agent review process
  • Staff trained

Practice & Review

  • No CPNI in unapproved tools
  • Human approval on network, billing, and filing actions
  • Agent permissions and logs reviewed
  • Regulatory data checked before filing
  • Quarterly review of AI use
Sample Telecom AI Use Policy

Scope: Finance, billing, network operations, field, construction, regulatory, and customer support teams.

Approved tools: [business AI accounts; reviewed AI agents in our broadband platform; approved support platform AI]

Approved uses: billing exception checks, churn analysis with approved data, outage summaries and communication drafts, schedule reviews, build tracking, regulatory data checks, knowledge content.

Never enter into unapproved tools: CPNI, subscriber payment data, law enforcement requests, credentials, detailed network security information.

Human decisions: network changes, disconnections and credits, pricing, regulatory and grant filings and certifications, outage reportability.

Agents: Action-capable agents only in approved workflows, with approval steps and logs.

Approval: [CEO / CFO / Regulatory Counsel], [date]

Golden rule
AI prepares the work. People change the network, file with regulators, and decide what happens to a subscriber's account.
🛡

AI Maturity Model for Telecom & Internet Providers

See where your company is today. Choose a realistic next step.

1

Curious + Ad Hoc

  • Individuals use AI for emails
  • No CPNI rules for AI
  • Platform agents unreviewed
  • No shared prompts
2

Shared Prompts & Rules

  • CPNI and security rules
  • Business accounts
  • Prompt library
  • Aggregate exports
3

Embedded Workflows

  • Skills for billing, outages, field, build, and filings
  • Adopted policy
  • Platform agents reviewed
  • Measured results
4

Connected & Governed

  • Review-only agents with owners
  • Approved action workflows with logs
  • Regulatory data pipelines
  • Quarterly reviews

Maturity Self-Assessment

Assessment

Leadership

  • Sponsor
  • Policy
  • Training
  • Agent review

Practice

  • Prompt library
  • Skills
  • SOPs
  • Exports

Protection

  • CPNI rules
  • Network security
  • Human approvals
  • Audit logs

Measurement

  • Baseline
  • Dollars recovered
  • Time saved
  • Quarterly review
Your target state
Most providers can reach Level 3 in 6-9 months. Start with build and field savings that need no subscriber data.
🎯