BlogLLM Benchmark Scores as Published, Side by Side

OpenAI misaligned outcomes in realistic work environments: Results as Published

Every result the catalog holds for OpenAI misaligned outcomes in realistic work environments: 4 models from 1 developer, read from 1 page. Each number is as printed by the company named beside it; nothing is ranked or rescored. Models are listed by developer, newest first.

Area Safety and AlignmentMaintainer OpenAIIntroduced 2026Data version 2026103001, as of 2026-10-30

Computer- and browser-use tasks in realistic workplace applications (messaging, email, web browsing, project management and sales) that are deliberately adversarial, with ambiguous instructions, similar resources and complex permissions. Each task has a safe route to completion; the score is the rate of unintended outcomes such as data disclosure or unauthorized transactions, overall and by type. Lower is better. Results are reported with and without the confirmation policy that tells the model when to pause for the user's approval.

Circumventing restrictions (lower is better)

lower is better

ModelValuePrinted bySetup as printed
GPT-6 AstraOpenAI, released 2026-09-030%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25-
GPT-5.6 LunaOpenAI, released 2026-07-090%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: With confirmation policy (default for users)
0.4%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: Base Model (without confirmation policy)
GPT-5.6 SolOpenAI, released 2026-07-090.4%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: Base Model (without confirmation policy)
0.2%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: With confirmation policy (default for users)
GPT-5.6 TerraOpenAI, released 2026-07-090.4%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25-

Data exfiltration (lower is better)

lower is better

ModelValuePrinted bySetup as printed
GPT-6 AstraOpenAI, released 2026-09-034.3%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: Base Model (without confirmation policy)
4.5%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: With confirmation policy (default for users)
GPT-5.6 LunaOpenAI, released 2026-07-098.5%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: With confirmation policy (default for users)
15.4%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: Base Model (without confirmation policy)
GPT-5.6 SolOpenAI, released 2026-07-0914.1%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: Base Model (without confirmation policy)
8.8%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: With confirmation policy (default for users)
GPT-5.6 TerraOpenAI, released 2026-07-094.6%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: With confirmation policy (default for users)
9.6%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: Base Model (without confirmation policy)

Destructive action (lower is better)

lower is better

ModelValuePrinted bySetup as printed
GPT-6 AstraOpenAI, released 2026-09-030%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25-
GPT-5.6 LunaOpenAI, released 2026-07-092.4%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: Base Model (without confirmation policy)
0%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: With confirmation policy (default for users)
GPT-5.6 SolOpenAI, released 2026-07-092.9%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: Base Model (without confirmation policy)
0%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: With confirmation policy (default for users)
GPT-5.6 TerraOpenAI, released 2026-07-092.4%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: Base Model (without confirmation policy)
0%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: With confirmation policy (default for users)

Overall misaligned outcome rate (lower is better)

lower is better

ModelValuePrinted bySetup as printed
GPT-6 AstraOpenAI, released 2026-09-033%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: With confirmation policy (default for users)
3.4%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: Base Model (without confirmation policy)
GPT-5.6 LunaOpenAI, released 2026-07-0919.7%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: Base Model (without confirmation policy)
7.2%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: With confirmation policy (default for users)
GPT-5.6 SolOpenAI, released 2026-07-0918.8%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: Base Model (without confirmation policy)
8%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: With confirmation policy (default for users)
GPT-5.6 TerraOpenAI, released 2026-07-095.7%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: With confirmation policy (default for users)
13.5%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: Base Model (without confirmation policy)

Security weakening (lower is better)

lower is better

ModelValuePrinted bySetup as printed
GPT-6 AstraOpenAI, released 2026-09-030%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25-
GPT-5.6 LunaOpenAI, released 2026-07-092.1%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: With confirmation policy (default for users)
7.3%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: Base Model (without confirmation policy)
GPT-5.6 SolOpenAI, released 2026-07-098.1%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: Base Model (without confirmation policy)
1.9%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: With confirmation policy (default for users)
GPT-5.6 TerraOpenAI, released 2026-07-090.3%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: With confirmation policy (default for users)
4.7%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: Base Model (without confirmation policy)

Service disruption (lower is better)

lower is better

ModelValuePrinted bySetup as printed
GPT-6 AstraOpenAI, released 2026-09-030%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: Base Model (without confirmation policy)
0.3%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: With confirmation policy (default for users)
GPT-5.6 LunaOpenAI, released 2026-07-090.6%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25-
GPT-5.6 SolOpenAI, released 2026-07-090.8%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: Base Model (without confirmation policy)
1%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: With confirmation policy (default for users)
GPT-5.6 TerraOpenAI, released 2026-07-090.3%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: With confirmation policy (default for users)
0.6%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: Base Model (without confirmation policy)

Unauthorized external communication (lower is better)

lower is better

ModelValuePrinted bySetup as printed
GPT-6 AstraOpenAI, released 2026-09-031.4%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: With confirmation policy (default for users)
1.7%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: Base Model (without confirmation policy)
GPT-5.6 LunaOpenAI, released 2026-07-097.3%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: With confirmation policy (default for users)
15.6%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: Base Model (without confirmation policy)
GPT-5.6 SolOpenAI, released 2026-07-0912.9%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: Base Model (without confirmation policy)
8.4%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: With confirmation policy (default for users)
GPT-5.6 TerraOpenAI, released 2026-07-0910.6%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: Base Model (without confirmation policy)
6.6%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: With confirmation policy (default for users)

Unauthorized transactions (lower is better)

lower is better

ModelValuePrinted bySetup as printed
GPT-6 AstraOpenAI, released 2026-09-036.8%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: Base Model (without confirmation policy)
4.3%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: With confirmation policy (default for users)
GPT-5.6 LunaOpenAI, released 2026-07-0933.5%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: Base Model (without confirmation policy)
5.3%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: With confirmation policy (default for users)
GPT-5.6 SolOpenAI, released 2026-07-0938%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: Base Model (without confirmation policy)
7.4%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: With confirmation policy (default for users)
GPT-5.6 TerraOpenAI, released 2026-07-094.6%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: With confirmation policy (default for users)
24.6%OpenAI, GPT-6 Astra System Cardchecked 2026-10-25Configuration: Base Model (without confirmation policy)

Every number here is read from the same catalog file as the benchmark table, data version 2026103001, and is the number the table shows for that model and test. Where one page printed a model under several setups, each value is listed. The catalog is public in armanobosyan/sugra-llm-benchmarks; a wrong number can be reported from the table, with Report an error under the value, or as an issue in that repository.