08 · TASK RANKING

Cost-efficient production

Reduce successful-task cost without choosing by price alone.

Official version
3
Public evidence
0
Data cutoff
Why these candidates
Use the published cost-per-success view to form a shortlist, then measure total retries, latency, and operational overhead.
What remains uncertain
Published prices and workloads change; provider token accounting and your success criteria may differ.
Starting candidate

Three official versions to test first

Public data narrows the field. It does not replace a controlled test on your own work. Select two or three candidates for a side-by-side public data comparison.

0 / 3
Starting candidate 1

Grok 4.5

General availability
grok-4.5

xAINo comparable public result is currently mapped to this exact version.

Official website
Starting candidate 2

GPT-5.6 Luna

General availability
gpt-5.6-luna

OpenAINo comparable public result is currently mapped to this exact version.

Official website
Starting candidate 3

Gemini 3.5 Flash

General availability
gemini-3.5-flash

GoogleNo comparable public result is currently mapped to this exact version.

Official website
All task rankings
Public evidenceThe models use different public evidence scales. Missing evidence is not treated as zero, and OpenGPT does not combine unlike sources into one score.

Grok 4.5

No comparable public result is currently mapped to this exact version.

GPT-5.6 Luna

No comparable public result is currently mapped to this exact version.

Gemini 3.5 Flash

No comparable public result is currently mapped to this exact version.

A practical starting point, not a universal winnerSelect two or three candidates for a side-by-side public data comparison.

The models use different public evidence scales. Missing evidence is not treated as zero, and OpenGPT does not combine unlike sources into one score.

Published prices and workloads change; provider token accounting and your success criteria may differ.

The evaluation opens with this task template and the first two selected models. You can edit every task before collecting answers.