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Score AI drafts with two reviewers
AI evaluation & quality control · checked 2026-10-18
Use independent judgments, a fixed rubric and recorded adjudication to compare AI outputs. Review disagreements before interpreting an average score as a quality signal.
Independent review. IonBin has no partnership with any tool on this page and was not paid for this page. Our evaluation is our own, based on public documentation and our research. Product names are trademarks of their owners and are used for identification only. How disclosure works.
Goal
A versioned scoring table with reasons and adjudicated decisions.
No platform-specific connection: the steps run in the tools themselves (browser, upload or built-in), with documented capabilities and human review steps. This is not an end-to-end test.
No platform-specific connection: the steps run in the tools themselves (browser, upload or built-in), with documented capabilities and human review steps. This is not an end-to-end test.
No platform-specific connection: the steps run in the tools themselves (browser, upload or built-in), with documented capabilities and human review steps. This is not an end-to-end test.
ChatGPT
Confirmed
No platform-specific connection: the steps run in the tools themselves (browser, upload or built-in), with documented capabilities and human review steps. This is not an end-to-end test.
Gemini
Confirmed
No platform-specific connection: the steps run in the tools themselves (browser, upload or built-in), with documented capabilities and human review steps. This is not an end-to-end test.
Perplexity
Confirmed
No platform-specific connection: the steps run in the tools themselves (browser, upload or built-in), with documented capabilities and human review steps. This is not an end-to-end test.
Readiness considers the connection evidence and unresolved steps. Confirmed: documented access and the proposed steps meet the recorded requirements. MCP and API pairings require an explicit reviewed platform note; a named plugin or CLI alone does not confirm MCP. Inferred: an explicit page note describes a plausible pairing that still needs testing. To verify: a connection or step is unresolved. An API and code execution alone do not establish compatible network access, credentials or permissions. None of this is IonBin testing.
Define a useful pilot
Choose examples that represent the intended task, including an easy case, a difficult case and an answer that should be rejected. Define each score with observable criteria and examples. Separate factual correctness from style and completeness; a fluent answer should not earn correctness credit simply because it reads well.
Score independently
Give two reviewers the same rubric and source evidence without exposing the other person’s judgment. Separate task copies or exports with stable IDs are sufficient for a pilot; do not assume a particular Label Studio edition includes blind assignment or agreement reports. Record the score, rationale, uncertainty and rubric version. Keep model identity hidden where practical to reduce brand expectations.
Resolve and preserve
Join results by example ID and inspect disagreements. They can reflect ambiguous evidence, different expertise, missing instructions or legitimate differences of judgment. An adjudicator records the accepted decision and why. Preserve the original scores rather than overwriting them. Import only reviewed references into an evaluation dataset, keeping development examples separate from held-out assessment cases. Report sample size and failure categories alongside aggregate scores. This proposed review process is not an automated certification of model quality.
Import tasks · HumanSignal · official · accessed 2026-10-18
Create datasets · Braintrust · official · accessed 2026-10-18
Develop tests · Anthropic · official · accessed 2026-10-18
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