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Telecom AI agent · Collections

Collections & Payment-Arrangement AI Agent

Assemble the arrears position, offer an arrangement from your approved set, keep contact inside the rules configured for the account's state, and hold suspension, restoration and hardship for a named collections adviser.

Typical delivery
4–6 weeks
Deployment
Your stack
Adviser approval
Carrier-named
After launch
Agent Care

What this agent does

Chases the balance, not the connection

In

  1. 01

    Where the balance sits, read it from supported billing, CRM or payment sources.

  2. 02

    When the records disagree, normalise the ageing and the payments applied, and carry each figure with its source.

Reason

  1. 03

    Where an arrangement is due, assemble the arrears position and offer one from the carrier's approved set.

  2. 04

    When a contact is proposed, apply the frequency, time-of-day and channel rules configured for that account's state.

  3. 05

    Where a figure is put to a customer, bind it to the billing record it was read from.

Decide

  1. 06

    When a dispute, Lifeline, hardship or medical-necessity signal appears, mark the account and stop the arrears path on it.

  2. 07

    Where the account needs a decision the agent may not take, route it to the named collections adviser.

Out

  1. 08

    Retain the contacts attempted, the arrangement offered, the adviser's decision and the outcome against the account.

  2. 09

    Execute write actions only inside the approval boundaries agreed during implementation.

Product statement

The agent works arrears in the carrier's own name; a named collections adviser decides suspension, restoration and any hardship claim.

Example workflow

One account in arrears, end to end

  1. 1Account falls into arrearsBilling system, payment file, dunning queue or a care referral
  2. 2Position assembledAgeing, payments applied, disputed items, prior arrangements and account flags
  3. 3Arrangement proposedPlan from the approved set, and confidence
  4. 4Controls appliedState contact rules, dispute and Lifeline holds, the 911 path and the confidence threshold

No human action required

Stages 1 to 4 run unaided, and no line is suspended at any of them — the agent is arranging, and the adviser's lane opens at the confidence gate.

5DecisionBranches at the confidence threshold
High confidence

Goes to the collections adviser to agree.

Low confidence

Adds a hardship-team read first.

Adviser approval

The account is held with its arrears position, its flags and the confidence.

Approve · Amend · Send to hardship review

Agreed — arrangement set

  1. 6Billing systems updatedOnly where write access and approval policy allow it
  2. 7Outcome evaluatedKept arrangements, broken plans, contact-rule exceptions and complaints

Amendments

Each adviser amendment is counted in the evaluation.

What should not run autonomously

Human approval stays in control

Outside the boundary — human approval required

8 items

  • Suspending, restricting or restoring a service.
    • Agreeing a plan outside the carrier's approved set.
    • Contacting past the frequency configured for a state.
    • Deciding a hardship or medical-necessity claim.

  • Automation boundary

    Agent acts unaided

    • ✓Assemble the arrears position from the billing and payment record.
    • ✓Offer an arrangement drawn from the carrier's approved set.
    • ✓Apply the contact-frequency rules configured for that state.
    • ✓Mark disputes, hardship and Lifeline signals, and hold the account.

    Any write happens inside the boundaries agreed at implementation, never ahead of approval.

    • Using any name for the agent but the carrier's own.
    • Referring an account onward to a collection agency.
    • Enrolling a customer in recurring auto-debit.
  • Changes to contact, arrangement or suspension rules.

Example output

One account in arrears, annotated

Everything the agent proposes is attached to the account it was read from.

Collections output · single account

Illustrative example
Account
Consumer post-paid
Hardship flag
Instalment plan, first payment on the next bill date
On file
$248.60
Contact window
Billing system of record
Confidence
91%
Within rule
The carrier, by its own name

As received

Taken from the billing and payment record — nothing on this side is decided by the agent.

Account facts used

  • Payment and arrears
  • Channel consent
  • Dispute and hardship

Why this arrangement

It comes from the carrier's approved set — the adviser decides whether it is agreed.

What the score decides

Below the configured threshold the account picks up a hardship read before.

Action

ApproveAmendSend to hardship review

Value

Where AI adds value

The same four claims, placed at the point in the workflow where each one applies.

Where the value lands

Value 01 – 04

Every account in arrears

From the billing record

03Arrangement

Work from the record

Draw on the ageing, the payments applied and the contact rules configured for that state.

01Approved path

Arrange it, do not pressure it

Routine arrears positions and approved arrangements arrive already assembled.

02Human review

Send review to the hard accounts

Disputes, hardship and Lifeline flags are marked, so the adviser's time starts where the risk sits.

04

Build an evidence trail

The contact, the arrangement offered and the adviser who agreed it stay on the account.

Integrations

Typical integrations

Five system groups connect to the same agent. Which of them are in scope is decided in discovery.

  • Billing and charging

    • Amdocs
    • Netcracker
    • CSG
    • Ericsson
    • Optiva

  • Payments and treasury

    • ACI
    • Paymentus
    • Worldpay
    • Adyen
    • Stripe

  • CRM and care

    • Salesforce
    • Amdocs CES
    • ServiceNow
    • Zendesk

Agent

Collections & payment arrangement

  • Reads the account
  • Proposes a plan
  • Holds for approval

  • Contact and workflow

    • Genesys
    • NICE
    • Twilio
    • Dunning and case systems

  • Observability & evaluation

    • OpenTelemetry
    • Langfuse
    • Supported monitoring/evaluation sources

Integration availability depends on the client's existing systems and API access.

Agent controls

Six layers between the model and the account

The layers nest. What each one misses is named in the map below.

L6 · Outermost — last line of defence

Inward → L1 · closest to the model

L6Rollback / safe modePull contact back to statement-only when evaluation or production signals degrade.Roll back
L5Version monitoringTrack model, prompt, contact-rule and state-configuration changes.Track
L4TraceabilityRecord the arrears position, the contacts, the arrangement and the adviser's decision.Record
L3Adviser approvalHold the account for a named adviser; it governs the act, not whether the plan suits the customer.Gate
L2Policy guardrailsTest each proposed contact and hold against the state's contact rules and the 911 path; a failure stops it.Restrict
L1Confidence thresholdsRoute low-confidence accounts to a hardship read before the adviser sees them.Require review
Model coreArrangement proposed — plan, contact channel, flags and confidence
L1 – L2
Test whether a contact may go
L3
Puts the act in an adviser's hands
L4 – L5
Show what the arrangement was based on
L6
Cuts back to statement-only contact when signals degrade

How Nestack evaluates it

Evaluate the arrears workflow — not only the plan that was agreed.

Coverage runs the whole depth of the workflow, and every layer is cut by slice.

Surface — the contact the customer gets

  1. E1Final-output evaluationWas the arrears position right, and the plan inside the approved set?
  2. E2Step-level evaluationDid the agent use the right account, flags and state contact configuration?
  3. E3Tool evaluationDid it read and write the correct account and the correct field?
  4. E4Confidence calibrationDo low-confidence accounts actually attract more adviser amendments?
  5. E5Slice evaluationHow does performance change across specific arrears cohorts?
  6. E6Business outcomeHow many arrangements were amended, broken or reworked afterwards?

Floor — whether the household kept service

Failure modes

Where each failure originates in the agent

Seven ways a contact goes wrong, each at its stage.

Agent lifecycle

Direction of processing →

  1. 01 · Retrieval

    1 mode

    • PZ-03

      Stale arrears position

      Balance read before a payment or credit had posted.

    Stage gathers

    Billing, payments, disputes, flags and state rules

  2. 02 · Reasoning

    2 modes

    • PZ-04

      Ability to pay assumed

      An arrears figure is treated as an affordability assessment.

    • PZ-06

      Contact-rule violation

      Contact exceeds the frequency configured for that state.

    Stage proposes

    The arrangement, the contact channel and confidence

  3. 03 · Tool / write

    2 modes

    • PZ-02

      Flagged account worked on

      A dispute or hardship flag is missed and the arrears path runs on.

    • PZ-05

      Unconsented channel used

      A number is dialled with no consent record behind it.

    Stage writes

    Only where write access and approval policy allow it

  4. 04 · Output

    1 mode

    • PZ-01

      Named as a third party

      Agent introduces itself under a name that is not the carrier's.

    Stage returns

    The contact the customer receives and the plan agreed

  5. 05 · Change / Version

    1 mode

    • PZ-07

      Silent cadence drift

      A model or rule change widens what the agent will contact or offer.

    Stage tracks

    Model, prompt, contact rules and state config

  • Sev-1 · acts outside the boundary
  • Sev-2 · a wrong contact reaches the customer
  • Sev-3 · source degrades, account routes to review
See the complete Telecom failure-mode catalogue

Affected slices

A healthy total can sit on one bad cohort

Flagged customers are the population an aggregate under-counts — too few to move the total, and the source of most adviser amendments. Nestack reports the amendment rate by slice, not only in total.

Slice performance — reported separately, not only in aggregate

Illustrative example
SliceFailure rateLiftLift vs. thresholdStatus
Accounts with an open dispute5.5%3.8×Review
Lifeline and social-tariff lines3.5%2.4×Review
Repeat and broken arrangements2.5%1.7×Watch
Straightforward first arrears0.9%0.6×Normal

Bar: adviser-amendment-rate lift vs. first-arrears baseline · scale 0–4.0× · tick marks the 2.0× review threshold

2 of 4 slices over threshold

Evidence-linked improvement

A cycle ends in a test, not a note

A cycle is done when the miss has become a test the next release has to survive. That suite is what the next account in arrears is measured against.

Improvement cycle · five stages

Switchback — the path turns at Improve and returns at Learn

  1. 01

    Detect

    Adviser-amendment rate rises in an arrears slice.

  2. 02

    Diagnose

    The collections adviser who picked it up walks the contacts and the account back until one cause is left.

  3. 03

    Improve

    Version-stamp the change and attach the contacts that exposed it.

  4. 04

    Verify

    The affected cases run again, and a fail stops the release.

  5. 05

    Learn

    It becomes a standing test, and the contact rules change with it.

  6. Learn → Detect

    The return edge. The next cycle starts against a longer suite than this one did.

Typical build scope

Twelve workstreams across six weeks

The build scope read against the delivery timeline. Week structure follows the six-week plan — discovery, sources, arrangement workflow, evaluation, integration, then production validation and handover.

Workstream

Week 1Week 2Week 3Week 4Week 5Week 6

  1. 01Arrears workflow discovery and boundary definition.Week 1
  2. 02Billing, payment and CRM source assessment.Week 1, Week 2
  3. 03State contact-rule, hardship and suspension mapping.Week 1, Week 2
  4. 04Account ingestion and arrears ageing.Week 2
  5. 05Arrangement logic and record binding.Week 2, Week 3
  6. 06Confidence scoring and consent checks.Week 3
  7. 07Adviser approval workflow.Week 3, Week 4
  8. 08Billing- and payment-system integration.Week 5
  9. 09Contact-frequency cases.Week 4, Week 5
  10. 10Guardrails and hardship controls.Week 4
  11. 11Arrangement-trail instrumentation.Week 5, Week 6
  12. 12Deployment, documentation and Agent Care handover.Week 6

12 workstreams · 6 weeks · bar shows the weeks a workstream is active — several run in parallel

Final scope and sequence confirmed in discovery

Engagement tiers

What each tier includes

Rows are the capabilities named in each tier's scope. Higher tiers include everything below them.

Capability✓ in scope · — not at this tierPilotOne queue, one collecting stateProductionProduction billing systemsAdvancedAdditional states and brands
Introduced at Pilot
Arrangements from your approved set✓✓✓
Adviser approval✓✓✓
Arrangement-quality baseline✓✓✓
Introduced at Production
Reporting by arrears band—✓✓
Approval workflow in your systems—✓✓
Approved write-back—✓✓
Billing-system integration—✓✓
Introduced at Advanced
Additional states and service lines——✓
Multi-stage collections approvals——✓
High arrears volume——✓
Multi-state collection controls——✓
Build priceFrom $5,000From $8,000Custom quote
Final build price
Confirmed after discovery based on integrations, workflow complexity, transaction volume, approval controls and deployment requirements.
Separate from build
Build pricing is separate from recurring Agent Care, which covers managed monitoring, evaluations, incidents and verified improvements after launch.

What we need from you

What you bring, and what we build with it

Each input maps to a piece of build scope and a week in the delivery timeline.

  1. 01Your arrears ageing and dunning stages

    Account ingestion and arrears mapping

    Week 1

  2. 02Representative accounts in arrears

    Arrangement baseline, approved-set extraction and record binding

    Week 2

  3. 03Your approved arrangement set and contact rules

    State contact-rule, hardship and suspension mapping

    Week 1

  4. 04Access to relevant APIs, feeds or exports

    Billing, payment and CRM assessment, then integration setup

    Week 2

  5. 05Contacts you would not want made

    Frequency cases and failure-mode testing

    Week 4

  6. 06What must reach a person before service is cut

    Confidence scoring, flag routing, guardrails and approval controls

    Week 3

  7. 07Named collections advisers to review accounts

    Adviser approval workflow, then pilot and production validation

    Weeks 5–6

Nothing else is required

Deployment, documentation and Agent Care handover are ours.

Delivery timeline

Four phases across six weeks

Phases are drawn over the weeks they actually occupy, which is why week 5 doubles up rather than padding.

Phase

W1

W2

W3

W4

W5

W6

  1. DiscoveryW1
  2. BuildW2 – W3
  3. EvaluateW4 – W5
  4. Pilot & LaunchW5 – W6

Week focus

W1Arrears workflow discovery, rule mapping and the automation boundary

W2Billing and payment integration and the arrangement baseline

W3Arrangement workflow, confidence logic and approval controls

W4Evaluation suite, contact-frequency checks and failure-mode testing

W5Billing integration, pilot accounts and targeted corrections

W6One arrears cycle worked under the collections desk, then handover

Reading the band
Each bar covers only the weeks its work is named in. The week 5 overlap is real, not padding.
At the end of W6
The last checks clear on live accounts and monitoring moves to Agent Care.
Duration
Six-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.

Next step · Telecom AI agent

Build a collections agent around your arrears workflow.

Show us your arrears ageing and the states you collect in. A named collections adviser signs suspension, restoration and hardship — never the agent. We'll map the workflow and set the boundary there.

Typical delivery
4–6 weeks
Deployment
Your billing and CRM
Adviser approval
Carrier-named
After launch
Agent Care available

Nestack Agents · Collections & payment arrangement

AGT-TL-13 · Agent Care available after launch

Build a collections agent

Four questions so the call starts from your actual setup — then pick a time that suits you.

About you
Your accounts

No obligation. We’ll map the workflow, name the automation boundary and tell you if an agent is the wrong answer.