Use cases· Last updated

Customer support audit trail with Jev

Triage already picked a queue. This pack decides what happens next: is the customer asking for a refund, does a drafted reply violate policy, should a macro fire? Jev judges; macros, agents, or humans act. Jev does not send the reply.

This unofficial page is the audit trail slice of the customer support actions pack. Intent: apply the Jev (TypeSafe System One) decision model to customer support actions audit trail. Primary search language: Customer support Jev audit trail. Confirm patterns on docs.typesafe.ai. This site does not sell, issue, or proxy TypeSafe keys. Use a credential you already have from the console or a documented gateway.

Independent angle (cover ≠ clone): Full support-action pack (contracts → thresholds → handoff → audit) beats a single support-triage-choice recipe. This pack is refunds, commitments, and policy replies — not a clone of rival recipe IA, and not a duplicate of the triage routing pack.

Customer support use-case context

An audit trail for customer support actions is a decision trace: replayable inputs, typed answers, floors, and the action the support action gate took. It is not a chat log and not a clone of a SIEM product page.

Hub: Support triage hub. Compare, when the other tool is the real job: ticket queues.

Audit Trail inputs

Persist the filtered payload (the contract), not whatever arrived at the edge:

{
  "ticket": { "id": "T-2201", "latest": "You promised a refund last week. Charge is still there." },
  "draft": { "body": "I issued a $400 goodwill credit." },
  "account": { "plan": "pro", "refunds_ytd_cents": 0 },
  "policy": { "refunds": "Auto-refund language only if amount extracted in code is under cap.", "promises": "Do not invent credits." }
}

Redact secrets before the object hits cold storage.

Decision signals and actions

Minimum fields:

Also store usage.input_tokens (vendor meter) and the full probabilities map — argmax-only logs cannot explain a close refund_ask.

Do not treat a Noul of 0.5 as a “medium” customer support actions score — it means yes and no are equally likely. Conjunctions stay in your code.

Guardrails and escalation

If you cannot explain sending a customer reply or issuing a credit flag from the trace, you are not ready to auto-act. TypeSafe’s confidence-gated examples use a lower bar for recoverable reads than for irreversible actions. Those numbers are illustrations. For customer support actions, treat send_customer_reply as the high bar (sending a customer reply or issuing a credit flag). Tune on labels — see offline evaluation.

Evaluation and rollout notes

Traces are the eval warehouse. Replay against send_macro / hold / escalate gold from senior agents, plus invented-promise gold after criteria or alias changes. Pin jev-1.13.0 (the versioned id) after you fit thresholds. jev-latest and the marketing line jev-1.13 can move. Log the response model. TypeSafe’s published list price for jev-1.13 is $0.042 per million input tokens (vendor claim — confirm on the models page); output tokens are free on that same page. Unused distractors still bill as input.

Official Python and JavaScript SDKs read TYPESAFE_API_KEY and retry documented 429/529. This site does not sell, issue, or proxy TypeSafe keys. Use a credential you already have from the console or a documented gateway.

Pack map

Slice Page
Graph and primitives decision workflow
What may enter state input contracts
What to gather first evidence collection
Atomic rules policy checks
Act / review / abstain confidence thresholds
Reviewer payload human handoff
What to persist you are here
How it breaks failure modes
Labeled replay evaluation
Shadow → canary production rollout

FAQ

Is the HTTP log enough? No. Persist the filtered state, full probabilities, floors, and downstream action as a decision trace.

May I log raw secrets? Redact in code. Jev will not be your DLP layer.

Where is the rest of the Customer support pack? Start with Customer support human handoff and Customer support evaluation. Cluster hub: Use cases.

Is this the same as the support-triage recipe rivals publish? No. Triage routes the ticket. This pack gates actions after routing. Cover the intent; do not clone their slug or outline.

Can Jev replace the agent? No. It classifies and scores. See the support triage hub.

What this page does not claim

Disclaimer

This is an independent unofficial site and is not affiliated with TypeSafe AI; official documentation is available at https://docs.typesafe.ai.

Primary documentation: https://docs.typesafe.ai. Hub: Use cases.

Sources

Public TypeSafe or adjacent documentation only. No private claims.