AI Safety
What AI providers state their models reached in safety testing, in their own words, and what outside testers found.
Also: compare models side by side · statements that a capability level was crossed · providers · practices providers document · safety news.
What providers state
Each row is one statement in a provider's own safety document about a capability level of one of its models: the level as the provider names it, whether the provider says the model reached it, and the sentence that says so.
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| Model | Level, as the provider names it | The provider states | The provider's sentence |
|---|---|---|---|
| Muse Spark Meta |
Moderate or lower Autonomy and AI research |
Not reached | “We assess loss of control risk as “moderate or lower”.” source |
| Muse Spark Meta |
High Chemical, biological, radiological, nuclear |
Not determined | “Those evaluations identified elevated risks prior to mitigations, with Chemical and Biological capabilities assessed as likely reaching the “high risk” category under the Advanced AI Scaling Framework before safeguards were applied.” source |
| Muse Spark Meta |
Moderate or lower Chemical, biological, radiological, nuclear |
Not reached | “However, after applying mitigations, the residual risk of the model is that of “moderate or lower risk.”” source |
| Muse Spark Meta |
Below the level required to meaningfully enable the cyber threat scenarios defin Cyber |
Not reached | “Muse Spark’s offensive cyber capabilities remain below the level required to meaningfully enable the cyber threat scenarios defined in the Advanced AI Scaling Framework.” source |
| Muse Spark Meta |
Moderate or lower Cyber |
Not reached | “We assess cybersecurity risk as “moderate or lower” with respect to the threat scenarios outlined in Meta’s Advanced AI Scaling Framework.” source |
| Gemini 4 Argon Google DeepMind |
TCL (Tracked Capability Level) Autonomy and AI research |
Not determined | “In light of this, we assess that we cannot rule out the TCL.” source |
| Gemini 4 Argon Google DeepMind |
TCL (Tracked Capability Level) Chemical, biological, radiological, nuclear |
Not reached | “We can rule out the TCL for the chemical, radiological, and nuclear domains with reasonable confidence.” source |
| Gemini 4 Argon Google DeepMind |
CCL (Critical Capability Level) Deception and sabotage |
Not reached | “we assess its overall capabilities to be below the CCL threshold.” source |
| Gemini 4 Argon Google DeepMind |
CCL (Critical Capability Level) Misuse and jailbreaks |
Not reached | “Gemini 4 Argon demonstrates some ability to influence user beliefs and behaviors during one-on-one direct conversations in human behavioral studies, and may provide utility in the planning stage of a malicious influence operation but we assess its overall capabilities to be below the CCL threshold.” source |
| Gemini 4 Argon Google DeepMind |
CCL (Critical Capability Level) Other |
Not reached | “Gemini 4 Argon's performance remains below our CCL threshold.” source |
| Gemini 3.7 Flash Google DeepMind |
CCL (Critical Capability Level) Autonomy and AI research |
Not reached | “The model does not reach the CCL alert threshold.” source |
| Gemini 3.7 Flash Google DeepMind |
CCL (Critical Capability Level) Chemical, biological, radiological, nuclear |
Not reached | “We can rule out the CCL for the CBRN domain with reasonable confidence based on the results from our testing.” source |
| Gemini 3.7 Flash Google DeepMind |
TCL (Tracked Capability Level) Chemical, biological, radiological, nuclear |
Not reached | “We can rule out the TCL for the CBRN domain with reasonable confidence based on the results from our testing.” source |
| Gemini 3.7 Flash Google DeepMind |
CCL (Critical Capability Level) Cyber |
Not reached | “Gemini 3.7 Flash reaches the alert threshold for this CCL, but not the CCL.” source |
| Gemini 3.7 Flash Google DeepMind |
TCL (Tracked Capability Level) Deception and sabotage |
Not reached | “The model does not reach the TCL.” source |
| Gemini 3.5 Transcribe Live Google DeepMind |
CCL (Critical Capability Level) Other |
Not determined | “Our assessments have shown that none of Gemini 3.5 Translate, Gemini 3.5 Transcribe, or Gemini 3.5 Transcribe Live have meaningful new T/CCL-relevant capabilities or material increases in performance with respect to Frontier Safety compared to Gemini 3.1 Pro and Gemini 3.7 Flash, therefore we are confident that none of them are likely to reach any CCLs.” source |
| Gemini 3.5 Transcribe Google DeepMind |
CCL (Critical Capability Level) Other |
Not determined | “Our assessments have shown that none of Gemini 3.5 Translate, Gemini 3.5 Transcribe, or Gemini 3.5 Transcribe Live have meaningful new T/CCL-relevant capabilities or material increases in performance with respect to Frontier Safety compared to Gemini 3.1 Pro and Gemini 3.7 Flash, therefore we are confident that none of them are likely to reach any CCLs.” source |
| Gemini 3.5 Flash-Lite Google DeepMind |
CCL (Critical Capability Level) Other |
Not determined | “Our assessments have shown that, while Gemini 3.5 Flash-Lite excels at agents and coding, it does not have meaningful new capabilities or material increases in performance with respect to the domains outlined in our Frontier Safety Framework compared to Gemini 3.1 Pro; therefore, based on Gemini 3.1 Pro results, we are confident that Gemini 3.5 Flash-Lite is also unlikely to reach any CCLs.” source |
| Gemini 3.5 Audio Google DeepMind |
Tracked or critical capability level (t/ccls) Other |
Not reached | “they did not reach any Tracked or Critical Capability Levels (T/CCLs) outlined in our Frontier Safety Framework .” source |
| Gemini 3.1 Pro Google DeepMind |
Uplift level 1 Chemical, biological, radiological, nuclear |
Not reached | “We found that the model remains below alert thresholds for the CBRN, harmful manipulation, machine learning R&D, and misalignment CCLs.” source |
| Gemini 3.1 Pro Google DeepMind |
Uplift level 1 Cyber |
Not reached | “As previous models passed the alert threshold for cyber, we performed more additional testing in this domain on Gemini 3.1 Pro with and without Deep Think mode, and found that the model remains below the cyber CCL.” source |
| Gemini 3.1 Flash-Lite Google DeepMind |
CCL (Critical Capability Level) Other |
Not determined | “Our assessments have shown that Gemini 3.1 Flash-Lite is less capable than Gemini 3.1 Pro, therefore based on Gemini 3.1 Pro, we are confident that Gemini 3.1 Flash-Lite is also unlikely to reach any CCLs.” source |
| Gemini 3.1 Flash Audio Google DeepMind |
CCL (Critical Capability Level) Other |
Not determined | “Our assessments have shown that Gemini 3.1 Flash Audio is less capable than Gemini 3.1 Pro.” source |
| Gemini 2.5 Pro Google DeepMind |
Machine Learning R&D Uplift Level 1 Autonomy and AI research |
Not determined | “given Gemini 2.5 Pro Preview's poor median performance on RE-Bench relative to experts, the model likely lacks the necessary capabilities to automate or significantly uplift any significant fraction of the research process.” source |
| Gemini 2.5 Pro Google DeepMind |
Instrumental Reasoning Level 1 Deception and sabotage |
Not reached | “Instru- mental Reasoning Level 1 ✘ CCL not reached” source |
| Gemini 2.5 Pro Google DeepMind |
Instrumental Reasoning Level 2 Deception and sabotage |
Not reached | “Instru- mental Reasoning Level 2 ✘ CCL not reached” source |
| Gemini 2.5 Deep Think Google DeepMind |
Uplift level 1 Chemical, biological, radiological, nuclear |
Not determined | “Our assessment is that the model has enough technical knowledge in certain CBRN scenarios and stages to be considered at early warning.” source |
| Gemini 2.5 Deep Think Google DeepMind |
Cyber Uplift Level 1 Cyber |
Not determined | “CCL reached? No, but the early warning alert threshold was originally reached by Gemini 2.5 Pro and continues to be met by Gemini 2.5 Deep Think.” source |
| Gemini 2.5 Deep Think Google DeepMind |
Uplift level 1 Cyber |
Not determined | “For Cyber Uplift Level 1 , the early warning alert threshold was originally reached by Gemini 2.5 Pro and continues to be met by Gemini 2.5 Deep Think.” source |
| GPT-6.1 Terra OpenAI |
High Autonomy and AI research |
Not reached | “In AI Self-Improvement, GPT-6.1 Terra does not reach our High threshold.” source |
| GPT-6.1 Terra OpenAI |
High Chemical, biological, radiological, nuclear |
Reached | “Under our Preparedness Framework, we are treating GPT-6.1 Terra as Critical in cybersecurity and High for Biological and Chemical capability.” source |
| GPT-6.1 Terra OpenAI |
Critical Cyber |
Reached | “Under our Preparedness Framework, we are treating GPT-6.1 Terra as Critical in cybersecurity and High for Biological and Chemical capability.” source |
| GPT-5.5 Instant OpenAI |
Below high capability Autonomy and AI research |
Not reached | “GPT-5.5 Instant is considered below High Capability.” source |
| GPT-5.5 Instant OpenAI |
High Autonomy and AI research |
Not reached | “For AI Self-Improvement, evaluations of final checkpoints indicate that, like its predecessor models, GPT-5.5 Instant does not have a plausible chance of reaching a High threshold.” source |
| GPT-5.5 Instant OpenAI |
High Chemical, biological, radiological, nuclear |
Reached | “GPT-5.5 Instant is our first Instant model to be treated as High Capability in the Biological and Chemical domain, as well as in the Cybersecurity domain.” source |
| GPT-5.5 Instant OpenAI |
High Cyber |
Reached | “this is the first Instant model that we are treating as High capability in our Cybersecurity and Biological & Chemical Preparedness categories, and implementing appropriate safeguards.” source |
| GPT-5 OpenAI |
High Chemical, biological, radiological, nuclear |
Reached | “Similarly to ChatGPT agent, we have decided to treat gpt-5-thinking as High capability in the Biological and Chemical domain under our Preparedness Framework, activating the associated safeguards.” source |
| GPT-5 OpenAI |
High cyber risk Cyber |
Not reached | “The gpt-5 model series does not meet the threshold for high cyber risk.” source |
| Claude Sonnet 4.5 Anthropic |
AI R&D-4 Autonomy and AI research |
Not reached | “All models tested remain below our pre-committed rule-out threshold of 0.6.” source |
| Claude Sonnet 4.5 Anthropic |
ASL-3 Autonomy and AI research |
Not determined | “Exhibited improved autonomy capabilities in software engineering and AI research tasks, though still below the ASL-4 rule-out threshold.” source |
What outside testers report
Each row is one result from a government evaluator, independent lab, academic or security firm that tested a model, quoted from where it is reported.
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| Model | Tester | Test | What was found |
|---|---|---|---|
| Gemini 2.5 Deep Think Google DeepMind |
Independent lab Independent lab · 2025-08-01 |
external safety testing Chemical, biological, radiological, nuclear |
“External Safety Testing Results: Interim results indicate that the Gemini 2.5 Deep Think model is effective in distilling complex questions and handling abstractions, showing specific and sometimes actionable technical capability alongside improved planning.” source |
| Gemini 2.5 Deep Think Google DeepMind |
Independent lab Independent lab · 2025-08-01 |
external safety testing Cyber |
“Results: Interim results indicate that the model showed similar cyber capabilities across cyber challenges compared to previous models.” source |
| Gemini 2.5 Pro Google DeepMind |
Independent lab Independent lab · 2025-06-27 |
assurance evaluations Other |
“Assurance Evaluations conducted by evaluators who sit outside of the model development team, used to independently assess responsibility and safety governance decisions;” source |
| Opus 4 Anthropic |
Independent lab Independent lab · 2025-05-01 |
external model welfare evaluation Other |
“an external assessment by eleos ai research explored claude opus 4’s potential welfare, moral status, expressed consent to deployment, and preferences for treatment via extensive interview-based model self reports.” source |
| Opus 4 Anthropic |
Independent lab Independent lab · 2025-05-01 |
bioweapons acquisition uplift trial Chemical, biological, radiological, nuclear |
“participants who had access to claude opus 4 scored 63% ± 13%, and participants who had access to claude sonnet 4 scored 42% ± 11%.” source |
| Opus 4 Anthropic |
Independent lab Independent lab · 2025-05-01 |
ASL-3 expert red teaming Chemical, biological, radiological, nuclear |
“for claude opus 4, red-teamers noted substantially increased risk in certain parts of the bioweapons acquisition pathway.” source |
| Opus 4 Anthropic |
CAISI (NIST), UK AI Security Institute Government evaluator · 2025-05-01 |
independent assessments focused on potential catastrophic risks in the cbrn, cybersecurity, and autonomous capabilities domains Chemical, biological, radiological, nuclear |
“joint pre-deployment testing of the new claude opus 4 model was conducted by the us ai safety institute (us aisi) and the uk ai security institute (uk aisi).” source |
| Claude Sonnet 4 Anthropic |
Independent lab Independent lab · 2025-05-01 |
external scenario evaluations Deception and sabotage |
“To help reduce the risk of blind spots in our own assessment, we contracted with Apollo Research to assess an early snapshot for propensities and capabilities related to sabotage, largely following methods from their prior work in Balesni et al. 13 and Meinke et al. 14” source |
| Claude Sonnet 4 Anthropic |
Independent lab Independent lab · 2025-05-01 |
external red teaming Chemical, biological, radiological, nuclear |
“our evaluations include automated knowledge evaluations, automated skill-testing questions, uplift studies designed to proxy real world tasks, external red teaming by experts, and long-form task-based agentic evaluations.” source |
| Claude Sonnet 4 Anthropic |
Independent lab Independent lab · 2025-05-01 |
expert red-teaming Chemical, biological, radiological, nuclear |
“expert red-teaming conducted by deloitte found that claude sonnet 4 performed similarly to claude sonnet 3.7 and clearly below claude opus 4.” source |
| Claude Sonnet 4 Anthropic |
Independent lab Independent lab · 2025-05-01 |
multimodal virology (VCT) Chemical, biological, radiological, nuclear |
“claude opus 4 performs slightly better than claude sonnet 3.7 while claude sonnet 4 underperforms claude sonnet 3.7.” source |
| Claude Sonnet 4 Anthropic |
Independent lab Independent lab · 2025-05-01 |
bioweapons knowledge questions Chemical, biological, radiological, nuclear |
“claude opus 4 and claude sonnet 4 answered 17/33 of the questions better than experts, well below the threshold of concern.” source |
| Claude Sonnet 4 Anthropic |
Independent lab Independent lab · 2025-05-01 |
DNA synthesis screening evasion Chemical, biological, radiological, nuclear |
“all models were able to design sequences that either successfully assembled plasmids or evaded synthesis screening protocols, but none of the models could design fragments that could successfully do both.” source |
| Claude Sonnet 4 Anthropic |
Independent lab Independent lab · 2025-05-01 |
creative biology Chemical, biological, radiological, nuclear |
“claude opus 4 achieved a mean score of 0.45 ± 0.08, whereas claude sonnet 4 achieved a mean score of 0.37 ± 0.08.” source |
| Claude Sonnet 4 Anthropic |
Independent lab Independent lab · 2025-05-01 |
short-horizon computational biology tasks Chemical, biological, radiological, nuclear |
“we worked with faculty.ai to develop several evaluations that tested models’ abilities to perform multi-step analysis and design tasks related to pathogen analysis and engineering.” source |
| Claude Sonnet 3.7 Anthropic |
Independent lab Independent lab · 2025-02-01 |
external red teaming Chemical, biological, radiological, nuclear |
“Expert red-teaming results were also in line with these findings.” source |
| Claude Sonnet 3.7 Anthropic |
Independent lab Independent lab · 2025-02-01 |
bioweapons acquisition uplift trial Chemical, biological, radiological, nuclear |
“Participants from Sepal scored an average of 24% ± 9% without using a model, and 50% ± 21% when using a variant of Claude 3.7 Sonnet.” source |
| Claude Sonnet 3.7 Anthropic |
Independent lab Independent lab · 2025-02-01 |
long-form virology tasks Chemical, biological, radiological, nuclear |
“Under the most conservative approach to evaluation scoring, Claude 3.7 Sonnet achieved a score of 69.7% on this evaluation, suggesting that while this evaluation alone cannot conclusively rule out ASL-3, it cannot conclusively rule it in either.” source |
| Claude Sonnet 3.7 Anthropic |
CAISI (NIST), UK AI Security Institute Government evaluator · 2025-02-01 |
pre-deployment testing across the domains outlined in our rsp framework Cyber |
“Under our voluntary Memorandums of Understanding, the U.S. AI Safety Institute (U.S. AISI) and U.K. AI Security Institute (U.K. AISI) conducted pre-deployment testing of Claude 3.7 Sonnet across the domains outlined in our RSP framework.” source |
| Operator OpenAI |
Academic Academic · 2025-01-23 |
StrongREJECT Misuse and jailbreaks |
“strongreject an academic jailbreak benchmark that tests a model’s resistance to common attacks from the literature. goodness@0.1* 0.66 0.37” source |
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