What is owed in a service credit dispute

For: Support escalation manager or customer success director handling a contractual dispute

Pattern: Cross-examinationRuns todayDesigned for 3 to 24 agents

The pain today

A customer claims a service credit. The answer depends on a contract, an amendment, incident reports and a long ticket thread that do not quite agree. A quick reading gets it wrong in one direction or the other.

The ask

I attached the customer's contract, the amendment, our incident reports for the period and the ticket thread. Does the customer qualify for a service credit, under which clause, and for which incidents? Show me where the documents disagree instead of picking one.

Plain words, as you would say it to a colleague. Edit it to fit your case before you send it.

What you attach or connect

  • Contract and service level schedule
  • Amendments and order forms
  • Incident reports for the period
  • Ticket thread and related emails

The unit of work

One worker task per one claimed incident against the agreement.

Why a swarm fits

The question is narrow but a wrong answer is costly. Two families reading independently expose where the wording is ambiguous; a third decides only what the text settles.

Not for

A goodwill gesture you have already decided to give: no analysis is needed.

The decision tree

5 typed decisions, each with an action for every answer

At fixed moments in a run, the engine puts one narrow question to a decision model. The decision model never writes text: it answers yes or no with a probability, picks from listed options, or gives a score, about a small slice of the material. The engine then does exactly what this tree says, which is what makes the run auditable. The thresholds are the template's design values, not measured results.

  1. Planner, while planning

    Scope checkA choice among options

    Before work starts on a unit

    Does this claimed incident fall inside the contract period and affect a service the service level schedule covers?

    Sees only: The claimed incident's date and service, the contract term and the covered-services list

    Why: A claim with no matching record is a question to answer, not an incident to argue.

    • Inside the period and a covered servicethenAccept
    • Outside the period or an excluded servicethenAsk a person
    • No incident report exists for the claimed datethenMark unresolved
  2. After workers, the judge checks

    Evidence checkYes or no, with a probability

    After a worker answers

    Does the incident report's recorded downtime meet the quoted clause's own definition of unavailability, including its exclusions for maintenance and how it is measured?

    Sees only: The quoted clause with its definitions and one incident report

    Why: Credits turn on the definition, and a quick reading gets it wrong in either direction.

    • Yes: 0.90 or higherthenAccept
    • Unsure: 0.50 up to 0.90thenEscalate to a strong model
    • No: below 0.50thenReject and retry
  3. Reconciler, while merging

    Conflict checkYes or no, with a probability

    While reconciling

    Does the amendment change the threshold, the credit amount or the claim deadline in the clause the answerers relied on?

    Sees only: The relied-on clause and the amendment's text

    Why: An answer built on superseded wording is the most likely expensive mistake here.

    • Yes: 0.50 or higherthenEscalate to a strong model
    • Unsure: 0.20 up to 0.50thenEscalate to a strong model
    • No: below 0.20thenAccept
  4. Run control, between rounds

    Retry or stopA choice among options

    After a rejection or low confidence

    Where the two answerers disagree on this incident, what is the disagreement about?

    Sees only: Both answerers' conclusions and quotes for one incident

    Why: Factual slips are retried; genuine ambiguity is kept open instead of being decided by a model.

    • A fact in the incident reportthenReject and retry
    • The meaning of the clause wordingthenMark unresolved
    • Which document prevailsthenAsk a person
  5. Accountable person, before anything is settled

    Person decidesYes or no, with a probability

    Before anything is reported as settled

    Does the position on this incident concede or refuse a credit, or rest on a point the text leaves open?

    Sees only: The reconciled position for one incident

    Why: What is offered to the customer is the escalation manager's decision, with legal where needed.

    Accountable: The escalation manager, with legal where needed, decides what is offered; the swarm states what the documents support.

    • Yes: 0.25 or higherthenAsk a person
    • Unsure: 0.10 up to 0.25thenAsk a person
    • No: below 0.10thenAccept

The fleet: who does what

Model tiers by role, not brands: you choose the models. Strong reasoning models plan and reconcile, small fast models do the wide work, and the judge is a decision model from a different family, so it does not share the workers' blind spots.

  1. Planner

    A strong reasoning model lists the claimed incidents and the clauses and definitions that govern each.

    Decisions here:1. Scope check

  2. Workers

    Two answerers from different families assess each incident independently, quoting clause and incident report.

    Designed for 3 to 24 agents, one worker task per one claimed incident against the agreement. Each worker receives only its own unit.

  3. Judge, from a different model family

    A decision model from a third family settles disagreements from the quotes, or leaves them open.

    Decisions here:2. Evidence check

  4. Reconciler

    A strong reasoning model writes the position per incident: agreed points, open points and the amendment's effect.

    Decisions here:3. Conflict check4. Retry or stop

  5. Accountable person

    The escalation manager, with legal where needed, decides what is offered; the swarm states what the documents support.

    Decisions here:5. Person decides

Checked before anything is accepted

  • Every conclusion quotes the clause and the incident record
  • Amendment wording is checked against the clause it changes
  • Where answerers disagree and the text does not settle it, the point stays open

What comes back

  • Position per incident with quoted clause and record
  • Conflicts between contract, amendment and incident reports
  • Questions for legal
  • Points the two answerers disagreed on

What to measure

  • Positions legal agrees with
  • Disagreement rate between the two answerers
  • Time to a defensible reply
  • Disputes reopened after the reply

Names of measures only. No result is claimed for this template.

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