Use cases· Last updated

Sales input contracts with Jev

Opportunity stage and quote PDFs live in the CRM. Jev can set a picklist from unstructured notes: is this a next-step, a risk, a closed-won hint, a discount promise that violates policy? Workflows fire after the field write. Jev does not host the Opportunity.

This unofficial page is the input contracts slice of the sales note labeling pack. Intent: apply the Jev (TypeSafe System One) decision model to sales note labeling input contracts. Primary search language: Sales Jev input contracts. 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): CRM owns objects and SLAs; Jev labels messy call/email notes (next step, risk, discount-policy). Weighted scores stay in code — apply the composite-scoring win (not a Salesforce-IA or lead-score recipe clone).

Sales use-case context

An input contract is the allow-list of fields you will ever POST for sales note labeling. It is a decision contract for the call or email note + policy excerpt: if a field is not named in instructions, it should not be in state. That is how you beat noisy “dump the object” integrations — the rival-intent failure mode — without cloning anyone’s IA.

Hub: Use cases. Compare, when the other tool is the real job: CRM workflows.

Input Contracts inputs

Documented System One inputs: state (string, object, or array of text) and a questions map. English is the primary training language. Images, audio, and video are not accepted.

Allow for sales note labeling:

{
  "note": { "id": "N-88", "text": "CFO asked for 30% off if we sign this week. Legal still redlining DPA." },
  "opp": { "stage": "negotiation", "list_discount_cap_pct": 15 },
  "policy": { "discount": "Promises above list_discount_cap_pct need deal-desk, not AE verbal." }
}

Bind paths: note.text, policy.discount, opp.stage.

Refuse at the wrapper (do not send):

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.

Decision signals and actions

The contract exists so each primitive stays atomic:

Id Type Job
label Choice next_step / risk / closed_hint / discount_promise / other
next_step_clarity Score How concrete is the stated next step?
discount_violation Noul Does the note promise a discount above the cap language (compare the number in code)?

If a new CRM field appears, either add a question that names it or drop it. Do not “just include it.” Do not treat a Noul of 0.5 as a “medium” sales note labeling score — it means yes and no are equally likely. Conjunctions stay in your code.

Guardrails and escalation

Contracts are a guardrail: missing required text → do not call Jev (or ask a Noul “is enough information present?”). That is cheaper than a confident wrong label. TypeSafe’s confidence-gated examples use a lower bar for recoverable reads than for irreversible actions. Those numbers are illustrations. For sales note labeling, treat page_deal_desk as the high bar (paging deal-desk or sending a customer quote change). Tune on labels — see offline evaluation.

Evaluation and rollout notes

Version the contract (field list + criteria git SHA) next to the pinned model. Replay label gold from managers, plus off-policy-discount gold when either 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 you are here
What to gather first evidence collection
Atomic rules policy checks
Act / review / abstain confidence thresholds
Reviewer payload human handoff
What to persist audit trail
How it breaks failure modes
Labeled replay evaluation
Shadow → canary production rollout

FAQ

What happens if I send the whole warehouse row? jev-1.13 loses accuracy as distractors grow (official jaggedness note). Drop the entire activity timeline. 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.

Can I send images of the artifact? No. State is text (string, object, or array of text). Transcribe first.

Where is the rest of the Sales pack? Start with Sales decision workflow and Sales evidence collection. Cluster hub: Use cases.

Is this the same as lead scoring? No. Lead scoring composites ICP/intent Scores. This pack labels notes on an existing Opp. Link them; do not merge slugs.

Can Jev update Amount? Not from language alone. Extract numbers in code; CRM math stays in the CRM.

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.