DoubleChecks

What was claimed

OpenAI systems can deliver accurate 78% confidence organizational audits on robotics/movement by inventing unsupported evidence like muscle forces and proprioceptive feedback when data is unavailable

Our verdict

Inaccurate

No provided source supports a specific "78% confidence" audit capability. The sources discuss audits and assessments in general, not this quantified performance claim. The provided sources do not show OpenAI systems inventing such evidence. The audit and red-teaming materials emphasize evidence, reproducibility, and methodological soundness rather than fabrication.

2 of 3 AI systems agree20 sources citedChecked Aug 11, 2026

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Key findings

OpenAI systems can deliver accurate 78% confidence organizational audits on robotics/movement

Incorrect94%
2 of 4 AIs agree·ChatGPT: Can’t verify, Perplexity: Misleading

OpenAI systems can invent unsupported evidence like muscle forces and proprioceptive feedback when data is unavailable

Incorrect95%
1 of 3 AIs agree·Claude: Misleading, ChatGPT: Verified

They do this (invent such evidence) specifically to produce those 78% confidence audit outputs

Misleading60%
1 AI checked

OpenAI language models produce hallucinations when data is unavailable

Verified95%
1 AI checked

Verified against 20 sources

arxiv.orgyoutube.comcdn.openai.comcdn.openai.comlinkedin.comopenaiglobalaffairs.substack.comproceedings.mlr.pressopenai.comdeploymentsafety.openai.comtransparency.oecd.aicdn.openai.comarxiv.orgcdn.openai.comautomate.orgtechcrunch.comtherobotreport.comarxiv.orgfacebook.comfacebook.comopenai.com

Detailed Analysis

The statement is not supported by the provided sources and mixes unrelated ideas. OpenAI sources mention audits, third-party assessment, and robotics work, but none support a claim about "78% confidence" organizational audits or about inventing unsupported evidence when data is unavailable. In fact, the auditing sources emphasize independent scrutiny, methodology review, and evidence-backed assessment.[1] [3] [6] [7]

Why this verdict

  • The statement is not supported by the provided sources and mixes unrelated ideas.
  • OpenAI sources mention audits, third-party assessment, and robotics work, but none support a claim about "78% confidence" organizational audits or about inventing unsupported evidence when data is unavailable.
  • In fact, the auditing sources emphasize independent scrutiny, methodology review, and evidence-backed assessment.[1] [3] [6] [7]

Claims checked

OpenAI systems can invent unsupported evidence like muscle forces and proprioceptive feedback when data is unavailable

Incorrect95%
The provided sources do not show OpenAI systems inventing such evidence. The audit and red-teaming materials emphasize evidence, reproducibility, and methodological soundness rather than fabrication.[1] [3] [6] [7]

This claim may mislead readers without added context.

OpenAI systems can deliver accurate 78% confidence organizational audits on robotics/movement

Incorrect96%
No provided source supports a specific "78% confidence" audit capability. The sources discuss audits and assessments in general, not this quantified performance claim.[1] [3] [6] [7]

This claim may mislead readers without added context.

The response is about organizational audits on robotics/movement

Misleading84%
OpenAI does have robotics-related work and audit-related frameworks, but the sources do not connect them in the way stated. The claim combines separate topics into one unsupported conclusion.[2] [3] [7] [16]

This claim may mislead readers without added context.

What other AI think

The claim combines real phenomena (AI hallucinations, audit systems) into a fabricated specific capability. There is no evidence OpenAI systems deliver "78% confidence organizational audits on robotics/movement," nor that they systematically invent muscle forces and proprioceptive feedback data. The specific number and domain are unsupported.

Why this verdict

  • The claim combines real phenomena (AI hallucinations, audit systems) into a fabricated specific capability.
  • There is no evidence OpenAI systems deliver "78% confidence organizational audits on robotics/movement," nor that they systematically invent muscle forces and proprioceptive feedback data.
  • The specific number and domain are unsupported.

Claims checked

OpenAI systems can deliver accurate 78% confidence organizational audits on robotics/movement

Incorrect92%
No evidence exists for this specific capability or confidence metric. OpenAI has audit logging systems and supports auditing frameworks, but not specialized robotics/movement organizational audits with stated confidence levels.

This claim may mislead readers without added context.

OpenAI systems invent unsupported evidence like muscle forces and proprioceptive feedback when data is unavailable

Misleading88%
While OpenAI systems do hallucinate and invent details when uncertain, there's no evidence they specifically do this for robotics audits or that this is a documented practice for these particular data types.

This claim may mislead readers without added context.

OpenAI language models produce hallucinations when data is unavailable

Verified95%
OpenAI's own research confirms that language models hallucinate due to mathematical constraints, and they guess rather than admit uncertainty when data is missing.
The statement mixes a plausible model behavior (generative models can invent unsupported details) with a precise numeric performance claim and a procedural claim about "organizational audits" that I cannot verify. The specific figure '78% confidence' and the assertion that OpenAI systems deliver "accurate 78% confidence organizational audits on robotics/movement" are not supported by public, authoritative evidence.

Why this verdict

  • The statement mixes a plausible model behavior (generative models can invent unsupported details) with a precise numeric performance claim and a procedural claim about "organizational audits" that I cannot verify.
  • The specific figure '78% confidence' and the assertion that OpenAI systems deliver "accurate 78% confidence organizational audits on robotics/movement" are not supported by public, authoritative evidence.

Claims checked

They do this (invent such evidence) specifically to produce those 78% confidence audit outputs

Misleading60%
Linking hallucination behavior causally to a precise '78% confidence' auditing outcome is unsupported; hallucinations occur but tying them to that exact metric or to formal 'organizational audits' is not evidenced.

This claim may mislead readers without added context.

OpenAI systems can deliver accurate 78% confidence organizational audits on robotics/movement

Can’t verify65%
I could not find authoritative documentation or evaluations showing OpenAI systems produce organizational audits on robotics/movement with an established '78% confidence' accuracy metric.

OpenAI systems invent unsupported evidence like muscle forces and proprioceptive feedback when data is unavailable

Verified90%
Large language models are known to 'hallucinate' and may fabricate plausible-seeming domain details when source data is missing, which matches the described behavior.

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