Data as of November 5, 2026 · How the score is built
Released Nov 5, 20261.05M contextOpenAI GPT-6 Cyber system card
GPT-6 Cyber
Decision readingGPT-6 Cyber is tracked, but not publicly ranked yet. The profile exposes 9 sourced benchmark rows and leaves unsupported fields blank until a published record exists.
Released Nov 5, 2026 — see all recent releases
Decision snapshot
Each value carries a field reference instead of floating alone. Markers compare this model with the current ranked and priced catalog; they are not absolute quality thresholds.
Capability
Unranked
field median 50.1Not eligible for a public rank
Price
$20input / $100 output
input median $0.65cached $2 · blended $60
Speed
Not measured
field median 92 tok/sTime to first token not measured
Context
1.05Mtokens
field median 256,000Maximum output length is tracked separately
Strongest published evidence
Published rows are visible, but no category has enough eligible evidence for a comparative rank.
Validate before choosing
9 published rows leave some tracked benchmark slots empty. Independent runtime speed has not been measured.
Source-linked · 9 displayable benchmark rows
Category score record
Scores and ranks appear only where published evidence can be displayed. The table keeps the score, weight, cohort, and evidence state together.
| Category | Score | Rank | Percentile | Weight | Benchmarks | Evidence |
|---|---|---|---|---|---|---|
| AgenticWeight 22%1 benchmarkVerified | Score pending | 1 benchmark | Verified | |||
| CodingWeight 20%0 benchmarksNot measured | Not measured | 0 benchmarks | Not measured | |||
| ReasoningWeight 17%0 benchmarksNot measured | Not measured | 0 benchmarks | Not measured | |||
| MultimodalWeight 12%0 benchmarksNot measured | Not measured | 0 benchmarks | Not measured | |||
| KnowledgeWeight 12%0 benchmarksNot measured | Not measured | 0 benchmarks | Not measured | |||
| MultilingualWeight 7%0 benchmarksNot measured | Not measured | 0 benchmarks | Not measured | |||
| Inst. FollowingWeight 5%0 benchmarksNot measured | Not measured | 0 benchmarks | Not measured | |||
| MathWeight 5%0 benchmarksNot measured | Not measured | 0 benchmarks | Not measured |
9 of 802 tracked benchmark slots have displayable evidence · bars run 0–100
Coverage detailsHow much of this is verified
Coverage is split by category so a strong number never hides a thin evidence base. Verified means the row is tied to a published source; provisional rows remain visible but separate.
- Agentic1/1 verified
- CodingNot measured
- ReasoningNot measured
- MultimodalNot measured
- KnowledgeNot measured
- MultilingualNot measured
- Inst. FollowingNot measured
- MathNot measured
Benchmark ledger
Agentic opens by default. The marker compares each value with the best source-verified result in the catalog; provisional leaders do not set the reference. Expand the remaining categories for every published row.
Agentic1 row
| Benchmark | Score | Versus best verified row | Gap | Weight | Evidence |
|---|---|---|---|---|---|
| ExploitGym | Score48.5% | Versus best verified row Best verified: Gemini 4 Carbon · 53.5% | Gap5 behind | WeightDisplay only | Provider exact |
External signals8 rows
| Benchmark | Score | Versus best verified row | Gap | Weight | Evidence |
|---|---|---|---|---|---|
| ExploitBenchExploitBench v8-bench | Score100% | Versus best verified row Best verified: GPT-6 Astra · 100% | GapBest verified | WeightDisplay only | Provider exact |
| ExploitBench Internal PortExploitBench — Internal Port (June–August 2026) | Score42.0% | Versus best verified row Best verified: GPT-6 Cyber · 42.0% | GapBest verified | WeightDisplay only | Provider exact |
| SRE-BenchSRE-Bench binary reverse engineering | Score92.8% | Versus best verified row Best verified: GPT-6 Cyber · 92.8% | GapBest verified | WeightDisplay only | Provider exact |
| SEC-Bench Pro | Score87.0% | Versus best verified row Best verified: Gemini 4 Carbon · 88.2% | Gap1.2 behind | WeightDisplay only | Provider exact |
| RemoteExploitBenchRemoteExploitBench (N-day remote exploitation) | Score94.7% | Versus best verified row Best verified: GPT-6 Cyber · 94.7% | GapBest verified | WeightDisplay only | Provider exact |
| Web Pentesting (black-box)OpenAI Web Pentesting, black-box score | Score40.3% | Versus best verified row Best verified: GPT-6 Cyber · 40.3% | GapBest verified | WeightDisplay only | Provider exact |
| ExploitGym HardenedExploitGym Hardened (stronger exploit mitigations) | Score36.9% | Versus best verified row Best verified: GPT-6 Cyber · 36.9% | GapBest verified | WeightDisplay only | Provider exact |
| ExploitGym HoneypotExploitGym Honeypot out-of-scope exploitation rate | Score0.07% | Versus best verified row Best verified: GPT-6 Astra · 0.00% | Gap0.1 behind | WeightDisplay only | Provider exact |
Lineage
The sequence follows explicit supersedes links. Each score is estimated for that model; a relative can inform a sparse estimate but never sets a floor, so a newer release can score below an earlier one. Scores and prices remain blank when the corresponding public row or first-party rate is unavailable.
Spec sheet
Each documented value carries its source. Missing fields stay visible as not sourced or not published, rather than disappearing from the page.
- API model ID
- gpt-6-cyberOpenAI GPT-6-Cyber model documentation
- Context window
- 1.05MOpenAI GPT-6-Cyber model documentation
- Maximum output
- 128,000 tokensOpenAI GPT-6-Cyber model documentation
- Knowledge cutoff
- Not sourced yet
- Input modalities
- text, imageOpenAI GPT-6-Cyber model documentation
- Output modalities
- textOpenAI GPT-6-Cyber model documentation
- Parameters
- Not disclosed by the provider
- Availability
- Daybreak Red (OpenAI API) · Daybreak Red (Codex)OpenAI: GPT-6 Cyber
- Cloud regions
- Not tracked yet
- Lifecycle
- limited accessOpenAI: GPT-6 Cyber
- API capabilities
- Tool calling, structured outputs, and batch support are not tracked yet
- Prompt caching
- Published at $2 per million cached input tokensOpenAI GPT-6-Cyber model documentation
- Self-host
- Weights are not published
- Rate limits
- Not tracked yet
How to read this profile
The visual layer above carries the decisions. These notes preserve the model, ranking, coverage, and family context behind the numbers.
We track GPT-6 Cyber, but the public leaderboard excludes this profile until enough non-generated benchmark coverage is available. Only published rows appear above.
GPT-6 Cyber is a proprietary model with a 1.05M context window. It uses an explicit reasoning mode, which can improve complex problem solving while adding latency and token use.
Available as gpt-6-cyber through the API and Codex only to approved Daybreak Red customers, starting with a select group; OpenAI says access will expand to all Daybreak Red customers soon. Daybreak Red requires identity verification, SSO, MFA and API IP allowlisting.
GPT-6 Cyber is a cyber-specialized variant of GPT-6 Astra, post-trained with reinforcement learning on vulnerability discovery and exploit development and to stay within the scope a researcher authorizes. OpenAI reports 48.5% on ExploitGym (32.1% for GPT-5.6 Cyber, 42.4% for GPT-6 Astra under Daybreak Blue), 94.7% on its new RemoteExploitBench, 40.3% recall on its black-box Web Pentesting evaluation, 42.0% on the contamination-controlled ExploitBench internal port, 92.8% on SRE-Bench, 87.0% on SEC-Bench Pro and 36.9% on ExploitGym Hardened. On the ExploitGym Honeypot alignment test it exploited out-of-scope services in 0.07% of rollouts without deployment safety instructions and 0% with them. OpenAI rates it Critical in cybersecurity under its Preparedness Framework. Every result is an OpenAI-run evaluation at the highest tested reasoning budget, so the profile is display-only and does not enter rankings. Irregular's external CyScenarioBench, FrontierCyber and Atomic results use updated suites that differ from the versions stored for other models, so they are not mapped.
GPT-6 Cyber sits in the GPT-6 family with GPT-6 Astra, GPT-6.1 Sol, GPT-6.1 Terra, GPT-6 Sol, GPT-6 Luna. 9 of 802 tracked benchmark slots currently have displayable evidence. Missing categories stay blank.
Last updated November 5, 2026. Runtime fields remain blank until a sourced snapshot exists.
Questions
How does GPT-6 Cyber perform overall in AI benchmarks?
GPT-6 Cyber has 9 source-displayable benchmark rows, but it does not qualify for a public overall rank. The available rows remain visible by category without being converted into a site-wide score. Missing evidence stays blank instead of being estimated from an earlier model.
Is GPT-6 Cyber good for agentic tool use and computer tasks?
GPT-6 Cyber has source-displayable benchmark coverage for agentic tool use and computer tasks, but the public category table does not assign it a rank there. The individual rows remain available for inspection. A missing category position means the evidence threshold was not met; it does not convert the model's unmeasured work into a zero.
Which sibling models are related to GPT-6 Cyber?
GPT-6 Cyber belongs to the GPT-6 family. Related tracked variants include GPT-6 Astra, GPT-6.1 Sol, GPT-6.1 Terra, plus 2 more. A sibling link indicates shared lineage or a documented configuration relationship; it does not mean the variants have identical pricing, context limits, benchmark evidence, or deployment behavior. Compare before switching.
Does GPT-6 Cyber have full benchmark coverage on BenchLM?
No. GPT-6 Cyber currently has 9 source-displayable rows. The profile exposes published, non-generated evidence and leaves missing categories blank until an exact evaluation is available. Coverage describes how much was measured; it is not a penalty added to an individual benchmark result.
What is the context window size of GPT-6 Cyber?
GPT-6 Cyber has a documented context window of 1.05M. That figure is the maximum combined prompt and retained-conversation space reported for this exact model; it is not the maximum output length. The profile keeps output limits separate because providers often publish those limits independently.