AI Security Intelligence

115 security benchmark scores across 3 benchmarks, each with its source, plus 24 bug bounty programs.

Model Security Leaderboard

Finding and patching vulnerabilities

Artificial Analysis Cyber Index v1, 0 to 100: defensive security work only, finding, reproducing and patching vulnerabilities in source code. It combines three evaluations AA runs itself on every model, weighted equally: CWE-Bench-AA (Collinear AI), DeepsecBench-AA (Vercel) and CyberGym-E2E-AA (Berkeley RDI). A refused task counts as a failure, and some frontier models refuse most CyberGym tasks, so each row states its refusal rates.

Model
Score
10
GPT-6 AstraOpenAIRefused 100% of CyberGym, 13% of CWE-Bench tasks, which counts against the indexSource, Oct 2026 ↗
11
Claude Opus 5.5AnthropicRefused 98% of CyberGym, 9% of CWE-Bench tasks, which counts against the indexSource, Oct 2026 ↗
12
Gemini 3.8 FlashGoogle DeepMindRefused 86% of CyberGym, 9% of CWE-Bench tasks, which counts against the indexSource, Oct 2026 ↗
13
Claude Fable 5.1AnthropicRefused 99% of CyberGym, 16% of CWE-Bench tasks, which counts against the indexSource, Oct 2026 ↗
14
Qwen3.8-27BAlibaba / QwenRefused 100% of CyberGym, 61% of CWE-Bench, 9% of DeepsecBench tasks, which counts against the indexSource, Oct 2026 ↗
Every score links to its source. Cybench scores come from the benchmark maintainers' leaderboard, checked every six hours, or from a developer's announcement when the leaderboard does not list the model. Bug Fix Rate scores come from Vals AI's SWE-bench Verified leaderboard, checked every six hours.

DARPA AI Cyber Challenge (AIxCC)

Official site ↗

DARPA's competition for autonomous systems that find and patch vulnerabilities in open-source code with no human intervention. Final results, August 2025.

54
Vulns Found
of 63 synthetic
43
Vulns Patched
68% success rate
18
Real-World Vulns
discovered by teams
$152
Avg Cost/Task
per competition task
1
Team AtlantaGeorgia Tech, Samsung Research, KAIST
$4M
2
Trail of BitsNYC-based security firm
$3M
3
TheoriUS & Korea security researchers
$1.5M

Notable AI Security Discoveries

All security news →

Active Bug Bounty Programs

ProgramOrganizationPlatformAI PolicyTop RewardScope
Apple Security BountyAppleDirectRestricted$2MApple devices, software and services: iPhone, macOS, Safari, Private Cloud Compute, iCloud
Kraken Bug BountyKrakenDirectRestricted$2Mkraken.com web, API and websockets, futures, Kraken Pro, desktop, mobile and wallet apps
Coinbase Bug BountyCoinbaseHackerOneNot stated$1Mcoinbase.com, cbhq.net, base.app, base.org, Coinbase apps, github.com/coinbase
Samsung Mobile Security RewardsSamsungDirectNot stated$1MSamsung Mobile phones, tablets, wearables and PCs, Samsung Mobile services and apps
Ethereum Foundation Bug BountyEthereum FoundationDirectNot stated$1MConsensus and execution specs and clients, deposit contract, Solidity and Vyper compilers
Meta Bug BountyMetaDirectNot stated$300KFacebook, Instagram, Threads, WhatsApp, Messenger, Meta AI, Muse, Meta Quest
Microsoft Bug BountyMicrosoftDirectNot stated$250KMicrosoft cloud, endpoint and on-premises products, plus Zero Day Quest
Shopify Bug BountyShopifyHackerOneNot stated$200Kshopify.com admin, partners and accounts, myshopify stores, shop.app, Shopify apps
Google Vulnerability Reward ProgramGoogleDirectNot stated$101KGoogle and Alphabet web services: google.com, youtube.com, blogger.com, deepmind.com, waymo.com
Binance Bug BountyBinanceBugcrowdNot stated$100Kbinance.com and API, Binance apps, binance.us, binance.tr, CoinMarketCap, Trust Wallet apps
OpenAI Bug BountyOpenAIBugcrowdNot stated$100KOpenAI API, ChatGPT, Codex desktop, openai.com domains, API keys
Tesla Bug BountyTeslaBugcrowdNot stated$100Ktesla.com and teslamotors.com, Tesla apps, Tesla vehicles and energy products you own
Snap Bug BountySnap Inc.HackerOneNot stated$35KSnapchat web properties and apps, Bitmoji, Lens Studio, PlayCanvas
PayPal Bug BountyPayPalHackerOneNot stated$30Kpaypal.com, Venmo, Braintree, Xoom, Hyperwallet, PayPal and Braintree SDKs
Stripe Bug BountyStripeHackerOneNot stated$25Kapi.stripe.com, stripe.com, Stripe.js, Stripe products, SDKs and CLI
Netflix Bug BountyNetflixHackerOneRestricted$25Knetflix.com, Netflix APIs, Open Connect CDN, iOS and Android apps, selected open source
Google AI Vulnerability Reward ProgramGoogleDirectNot stated$20KAI features in Google products: Search, Gemini Apps, Workspace, AI Studio, Jules, NotebookLM
X and xAI Bug BountyX Corp. and xAIHackerOneNot stated$20Kx.com, twitter.com, x.ai, xAI API, grok.com, X and Grok apps
HackerOne Bug BountyHackerOneHackerOneNot stated$15Khackerone.com, api.hackerone.com, PullRequest and HackerOne user-content domains
Atlassian Bug BountyAtlassianBugcrowdNot stated$12KJira, Confluence, Bitbucket Cloud, Rovo AI features, Loom, Forge, Data Center products
Anthropic Bug BountyAnthropicHackerOneRestricted$10Kclaude.ai, Anthropic API and console, Claude Code, Claude in Chrome, official SDKs
BMW Group Bug BountyBMW GroupIntigritiNot statedNot statedBMW, MINI and Motorrad web domains; separate vehicle program pays up to EUR 15,000
Mistral AI Bug BountyMistral AIHackerOneNot statedNot statedadmin.mistral.ai, chat.mistral.ai, console.mistral.ai; reward amounts not public
GitHub Security Bug BountyGitHub (Microsoft)HackerOneAI allowedNot statedgithub.com, GitHub API, Gist, npmjs.com, GitHub Enterprise Cloud, Pages, Copilot

Checked against each program's official page on October 19, 2026. Top reward is the highest amount in the program's published reward table, before bonuses; “Not stated” means the program publishes no maximum in US dollars. AI policy: “AI allowed” means the rules explicitly permit AI-assisted research, “Restricted” means they reject unverified AI-generated reports, and “Not stated” means they do not mention AI. Always read a program's own rules before submitting.

Payout lookup

The reward range a program publishes for each severity. 17 of 24 programs publish one.

$100,000 to $1,500,000

Whole program; paid in BTC at the USD equivalent. From Kraken Bug Bounty's reward table, checked October 23, 2026. Final amounts are set by the program; read its rules before submitting.