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AI and Governance

Subscriber AI Services

Sell everyday AI access on the phone bill, in the customer's own language.

A package, a price, a confirmation and a receipt, with the operator's charging system deciding and the assistant opening only when the entitlement exists.

For Operator AI-service owners, and the subscribers they serve.

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The decision, annotated from the record

A subscriber needs affordable everyday AI in a familiar language.

The package that fits, its cost, and whether this customer may be charged for it at all.

  1. A short trial the customer confirms before any chargeConsidered
  2. A weekly or monthly package with a clear allowanceConsidered
  3. A shared household packageConsidered
  4. Take no action, and record whyA valid outcome

Before anything reaches the customer: Identity, age, price, allowance, provider scope and consent pass.

What would reach them: Quote, confirm, charge, entitle and open the operator-branded assistant. On App, Web, WhatsApp, USSD-assisted.

Annotated, not computed. No engine runs on this page. Read the journey in full

The subscriber's own screen. The operator-side decision journey is not yet runnable.

Configured for

AI / Inference Harness

Change
The decision

The package that fits, its cost, and whether this customer may be charged for it at all.

A customer wants useful AI in Kiswahili or Sheng, has no card, and will not create an account with a foreign provider.

  • A short trial the customer confirms before any charge
  • A weekly or monthly package with a clear allowance
  • A shared household package
What it does

Three things it helps you decide or do.

  • Quote in the local brand and language

    The package, its price and its allowance are shown in an evaluated language before anything is charged.

    • customer_id
    • account_type
    • tenure_days
    • active_products
    • recharge_30d
    • usage_30d
    • revenue_30d
    • last_contact
    • consent_status
    • outcome_label
  • Charge only after an explicit confirmation

    Age, price, allowance, provider scope and consent can each stop the sale, and the charging system confirms or declines.

    • No consent
    • ineligible product
    • price/catalogue mismatch
    • contact cap
    • credit/fraud block
    • channel unavailable
    • control assignment
  • Meter what was used and recover what went wrong

    Credits, the provider route and the receipt are kept; an unmatched debit is reversed rather than explained away.

    • Decision log
    • eligibility snapshot
    • price/order response
    • delivery receipt
    • control assignment
    • revenue/outcome ledger
The journey

Sell everyday AI access on the phone bill, in the customer's own language

The operator-branded subscriber experience.

Subscriber AI Services: the situation this product is about

Digital services, product and partnerships teams

StepWhat the customer experiencesWhat the operator does
The momentThe moment that started it.A subscriber needs affordable everyday AI in a familiar language.Reads age and identity checks, balance and charging eligibility, language preference, existing entitlements.
The decisionThe decision to be made.Nothing reaches the customer yet.Selects the suitable AI package, language and governed inference route.
The safeguardsThe conditions that stop it.Still nothing. No action is sent until every check has passed.Identity, age, price, allowance, provider scope and consent pass.
The actionThe action that reaches the customer.Quote, confirm, charge, entitle and open the operator-branded assistant. Reaches them on App, Web, WhatsApp, USSD-assisted, in Kiswahili, English, Sheng.Recommends. The system that holds the right confirms, charges or provisions.
When it goes wrongRefusal, failure and recovery.The charge is declined at the billing system after the customer has confirmed.No entitlement is granted, the customer is told plainly what happened, and the assistant does not open until charging confirms.
The resultThe change it made.What changed for them is what is counted; nothing else is claimed.Subscription, tier upgrade and consumed retail credits.
The proofThe proof anyone can check.Can be answered for, later, from the record.Quote, consent, OCS charge, entitlement, provider route and usage receipt.
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Hypothesis

Operator billing reaches customers no card-based service can, and the operator keeps the customer relationship rather than renting it out.

Desired result: Incremental revenue or retention; lower contact waste; improved conversion with margin guardrails

Modelled not observed

No figure is modelled for this journey. The mechanism that could produce the result is stated instead.

Ingest → qualify → score → apply limits/consent → assign control → execute approved action → capture delivery and business outcome → monitor/retrain

Observed

Nothing yet. Measurement begins in a pilot’s validate stage, on your systems, against a comparison agreed first.

Randomised holdout where feasible; intent-to-treat primary view; pre-declared denominator; guardrails for complaints, margin and opt-out

Measured on: Eligible population; treatment rate; conversion; incremental revenue; ARPU; churn; contact rate; margin; opt-out; decision latency

Assumptions, costs and the record’s five answers
  1. 01
    Desired result

    The result wanted.

    Incremental revenue or retention; lower contact waste; improved conversion with margin guardrails

  2. 02
    Mechanism

    The mechanism that could produce it.

    Ingest → qualify → score → apply limits/consent → assign control → execute approved action → capture delivery and business outcome → monitor/retrain

  3. 03
    Evidence required

    The records kept to show it.

    Decision log; eligibility snapshot; price/order response; delivery receipt; control assignment; revenue/outcome ledger

  4. 04
    Costs and risks

    The cost, and the ways it can go wrong.

    Costs: Setup fee + annual product subscription; optional managed execution fee; optional verified-outcome fee with agreed baseline

    If it fails: Fail closed on eligibility/consent/price; queue retryable events; do not duplicate orders; route exception to campaign operations

  5. 05
    Measurement approach

    The measure that shows it helped.

    Randomised holdout where feasible; intent-to-treat primary view; pre-declared denominator; guardrails for complaints, margin and opt-out

    Measured on: Eligible population; treatment rate; conversion; incremental revenue; ARPU; churn; contact rate; margin; opt-out; decision latency

Nothing has been observed for this product. Every line above is the record's own design intent; measurement begins in a pilot's validate stage, on your systems, with the comparison agreed first.

The business side

The change
Subscription, tier upgrade and consumed retail credits.
Running cost
Setup fee + annual product subscription; optional managed execution fee; optional verified-outcome fee with agreed baseline
What evidence supports it
Quote, consent, OCS charge, entitlement, provider route and usage receipt.
Technical detail

Inputs, decision logic, systems touched, records kept.

Four questions an evaluation asks in a different order every time. Every field is the workbook’s own, unedited.

What would we need from your systems, and how much history?

Attributes required

  • customer_id
  • account_type
  • tenure_days
  • active_products
  • recharge_30d
  • usage_30d
  • revenue_30d
  • last_contact
  • consent_status
  • outcome_label

Also useful, not required

  • Network experience
  • digital clickstream
  • complaints
  • location cohort
  • household/account links
  • partner purchases

8-12 weeks of customer, usage, revenue, product, contact and outcome history; stable customer key; one executable channel

The 16 definitions underneath

16 in this product

  1. HeuriTel AI AssistantDecision definitionHT-0186

    Identify eligible records for ai assistant, choose from approved actions including no action, execute through the system of record, and measure the agreed business outcome.

    /d/HT-0186
  2. HeuriTel Local Language AIDecision definitionHT-0187

    Identify eligible records for local language ai, choose from approved actions including no action, execute through the system of record, and measure the agreed business outcome.

    /d/HT-0187
  3. HeuriTel Voice AIDecision definitionHT-0188

    Identify eligible records for voice ai, choose from approved actions including no action, execute through the system of record, and measure the agreed business outcome.

    /d/HT-0188
  4. HeuriTel AI TranslationDecision definitionHT-0189

    Identify eligible records for ai translation, choose from approved actions including no action, execute through the system of record, and measure the agreed business outcome.

    /d/HT-0189
  5. HeuriTel AI LearningDecision definitionHT-0190

    Identify eligible records for ai learning, choose from approved actions including no action, execute through the system of record, and measure the agreed business outcome.

    /d/HT-0190
  6. HeuriTel AI Work AssistantDecision definitionHT-0191

    Identify eligible records for ai work assistant, choose from approved actions including no action, execute through the system of record, and measure the agreed business outcome.

    /d/HT-0191
  7. HeuriTel AI for SMEsDecision definitionHT-0192

    Identify eligible records for ai for smes, choose from approved actions including no action, execute through the system of record, and measure the agreed business outcome.

    /d/HT-0192
  8. HeuriTel AI Travel AssistantDecision definitionHT-0193

    Identify eligible records for ai travel assistant, choose from approved actions including no action, execute through the system of record, and measure the agreed business outcome.

    /d/HT-0193
  9. HeuriTel AI Agriculture AssistantDecision definitionHT-0194

    Identify eligible records for ai agriculture assistant, choose from approved actions including no action, execute through the system of record, and measure the agreed business outcome.

    /d/HT-0194
  10. HeuriTel AI Health Information AssistantDecision definitionHT-0195

    Identify eligible records for ai health information assistant, choose from approved actions including no action, execute through the system of record, and measure the agreed business outcome.

    /d/HT-0195
  11. HeuriTel AI PacksDecision definitionHT-0196

    Use customer affordability, usage, renewal and margin data to improve ai packs while controlling cannibalisation and measuring incremental value.

    /d/HT-0196
  12. HeuriTel AI CreditsDecision definitionHT-0197

    Support ai credits with approved, purpose-limited data, documented policy, human/credit-engine authority, reason codes and outcome monitoring.

    /d/HT-0197
  13. HeuriTel AI SubscriptionDecision definitionHT-0198

    Select, bundle, sell and retain the right ai subscription proposition using eligibility, partner cost, entitlement and incremental margin controls.

    /d/HT-0198
  14. HeuriTel AI Family PlanDecision definitionHT-0199

    Identify eligible records for ai family plan, choose from approved actions including no action, execute through the system of record, and measure the agreed business outcome.

    /d/HT-0199
  15. HeuriTel AI PremiumDecision definitionHT-0200

    Identify eligible records for ai premium, choose from approved actions including no action, execute through the system of record, and measure the agreed business outcome.

    /d/HT-0200
  16. HeuriTel AI Call AssistantDecision definitionHT-0201

    Identify eligible records for ai call assistant, choose from approved actions including no action, execute through the system of record, and measure the agreed business outcome.

    /d/HT-0201

Search definitions across every product

Implementing it

Four stages, and what has to be true before the next one starts.

12-16 weeks to pilot; 2-4 additional weeks per market after reusable interfaces exist. A team of 8 roles, named in the record rather than promised.

  1. 01

    Scope

    One use case, one value unit and a denominator finance has agreed to. Without these there is nothing a later result can be compared against.

    • Confirm value unit
    • select use case
    • baseline denominator
  2. 02

    Connect

    The attributes mapped from your systems, and the decision and outcome interfaces working in both directions.

    • map attributes
    • integrate decision and outcome APIs
  3. 03

    Validate

    Eligibility agreed, a dry run with nothing sent, then a controlled pilot with a holdout that is actually respected.

    • build eligibility
    • dry run
    • controlled pilot
  4. 04

    Operate

    The live loop: decide, check, execute through your systems, capture what came back, and measure against the control.

    • Ingest
    • qualify
    • score
    • apply limits/consent
    • assign control
    • execute approved action
    • capture delivery and business outcome
    • monitor/retrain

Who does it. 1 telecom product lead · 1 CVM specialist · 1 data engineer · 1 ML engineer · 1 integration developer · 0.5 QA · 0.5 DevSecOps · 1 deployment coordinator

Four states are tracked, and each is assessed against your systems.

Readiness is assessed per client: nothing is offered as pilot-ready until your data, your integration and your authority have been checked.

Readiness

Needs client data and integration review

The client’s data and integration position.
Runtime / build state

Target product definition

What exists as running software.
Surface state

Not audited

Whether this product shows the entry anywhere.
Client status

Not assessed

Where a named client has reached.

Next steps from here.

16 definitions sit under Subscriber AI Services. The two links that matter first are the journey this page describes, and the rest of the family it belongs to.

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