Use cases· Last updated

Ads confidence thresholds with Jev

Launching spend is irreversible. Jev judges creative copy and claims against your brand/legal excerpts. Bidding, budgets, and auction math stay in the ad platform.

This unofficial page is the confidence thresholds slice of the ads creative and policy decisions pack. Intent: apply the Jev (TypeSafe System One) decision model to ads creative and policy decisions confidence thresholds. Primary search language: Ads Jev confidence thresholds. 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): Policy/compliance gates + spend irreversibility — not a clone of bidding-system IA or a rival ads recipe slug.

Ads use-case context

Thresholds turn ads creative and policy decisions answers into act / review / abstain. They are product policy, not a hyperparameter TypeSafe ships. Official 0.5 / 0.9 sketches are illustrations. This slice also carries the false-reject discussion: over-gating ads creative and policy decisions hides calibration.

Hub: Use cases. Compare, when the other tool is the real job: ad bidding systems.

Confidence Thresholds inputs

You need (1) pinned answers on a frozen contract and (2) labels for hold / allow gold from brand+legal, plus claim_type gold. State shape:

{
  "creative": { "id": "ad-441", "headline": "Lose 10kg this week", "body": "Guaranteed results." },
  "landing": { "claim": "Results vary; no guarantee." },
  "policy": { "health": "No absolute health outcome claims.", "superlatives": "No unsubstantiated #1 claims." }
}

Decision signals and actions

Axis Where it lives Ads use
choice / score / noul answer payload What to do with the ad creative + claim
confidence Choice & Score only Whether to trust the argmax
Distance from 0.5 Noul Whether policy_ok is decided
FLOORS = {
    "internal_preview": 0.55,      # illustrations — replace
    "allow_launch": 0.90,
}
NOUL_TAU = 0.80  # for policy_ok

def allow(ans, action):
    return ans.confidence >= FLOORS[action]

Do not treat a Noul of 0.5 as a “medium” ads creative and policy decisions score — it means yes and no are equally likely. Conjunctions stay in your code.

Guardrails and escalation

TypeSafe’s confidence-gated examples use a lower bar for recoverable reads than for irreversible actions. Those numbers are illustrations. For ads creative and policy decisions, treat allow_launch as the high bar (spending against a live campaign). Tune on labels — see offline evaluation.

Band around 0.5 on policy_ok always reviews. Do not copy 0.80 onto Choice confidence.

Evaluation and rollout notes

Fit loop: pin jev-1.13.0 → replay → plot error vs confidence → pick floors where auto-act error ≤ your SLA. 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 you are here
Reviewer payload human handoff
What to persist audit trail
How it breaks failure modes
Labeled replay evaluation
Shadow → canary production rollout

FAQ

Should allow_launch use 0.9 everywhere? No. Over-gating hides calibration and dumps the queue on humans. Fit per action.

Can I reuse a Noul τ as Choice confidence? No. Jaggedness: they are not interchangeable. See confidence.

Where is the rest of the Ads pack? Start with Ads decision workflow and Ads human handoff. Cluster hub: Use cases.

Will Jev pause campaigns when CPA spikes? No. That is the ad platform / your rules. Jev judges language and policy fit.

Can we send images of the creative? Not to System One. Transcribe or paste the copy. Images are not accepted.

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.