# Joint decisions benchmark · Kai — Hanzo AI

> Several typed fields decided together on one case, scored on all of them at once.

[Benchmarks](https://hanzo.ai/benchmarks) / [Kai](https://hanzo.ai/benchmarks?product=Kai#all) / Joint decisions

Kai · Capability

# Joint decisions

Several typed fields decided together on one case, scored on all of them at once.

## Latest

[30.6%Accuracy · Kai a6 · a211cc70Jev 83.7% · Loss · Sep 28, 2026 · Hanzo-measured](#history)

## History

One result so far. Its history fills in as later runs are posted.

Measured

Subject

Metric

Value

Baseline

Result

Status

Sep 28, 2026

Kai a6 · a211cc70

Accuracy

30.6%

Jev 83.7%

Loss

Live · Hanzo-measured

## Conditions

the same cases to both modelsJev: typesafe/jev-1.13, measured Sep 27, 2026

## Hardware

on dgx

## Source

[research run cap.joint-cases-a6.a211cc70-kai](https://api.hanzo.ai/v1/research/runs?org=hanzo&id=cap.joint-cases-a6.a211cc70-kai)

## Reproduce

`bench cap --harness . --who kai,jev --kai # in hanzoai/benchmarks/decision`

## More Kai benchmarks

[AG News](https://hanzo.ai/benchmarks/kai-ag-news) · [DAIR Emotion](https://hanzo.ai/benchmarks/kai-dair-emotion) · [Banking77](https://hanzo.ai/benchmarks/kai-banking77) · [Support triage](https://hanzo.ai/benchmarks/kai-support-triage) · [Email spam](https://hanzo.ai/benchmarks/kai-email-spam) · [Phishing](https://hanzo.ai/benchmarks/kai-phishing) · [Jailbreak](https://hanzo.ai/benchmarks/kai-jailbreak) · [Toxicity](https://hanzo.ai/benchmarks/kai-toxicity) · [RAG relevance](https://hanzo.ai/benchmarks/kai-rag-relevance) · [Model routing](https://hanzo.ai/benchmarks/kai-model-routing) · [Typed decisions](https://hanzo.ai/benchmarks/kai-typed-decisions) · [MASSIVE](https://hanzo.ai/benchmarks/kai-massive) · [AG News, validation split](https://hanzo.ai/benchmarks/kai-ag-news-validation-split) · [Support triage, validation split](https://hanzo.ai/benchmarks/kai-support-triage-validation-split) · [Typed decisions, validation split](https://hanzo.ai/benchmarks/kai-typed-decisions-validation-split) · [HarmBench (benign prompts)](https://hanzo.ai/benchmarks/kai-harmbench) · [Choosing among many options](https://hanzo.ai/benchmarks/kai-choice-size) · [Release gate against Jev](https://hanzo.ai/benchmarks/kai-release-gate) · [Latency of one decision](https://hanzo.ai/benchmarks/kai-latency)

[Every result for Joint decisions on the shelf](https://hanzo.ai/benchmarks?q=Joint%20decisions#all) · [How these are measured](https://hanzo.ai/benchmarks#methods)