Trail of Bits
What ChatGPT, Claude, Gemini & Grok actually say · July 2026
The verdict
Trail of Bits appears in 1 AI-ranked category — best position #1 for smart contract audit firm.
Positioning brief — for the Trail of Bits team
Why the models put Trail of Bits at #1 for smart contract audit firm
- Unmatched research depth GPT · Claude · Gemini“Unmatched research depth in low-level protocol security, cryptography, and open-source tooling”
- Formal methods and fuzzing GPT · Claude · Gemini“exceptional cryptography, formal methods, fuzzing, protocol-design review”
- Public open-source tooling GPT · Claude · Gemini“backed by public tooling (Slither, Echidna, Medusa) that the whole industry depends on”
- Deep technical rigor GPT · Claude · Gemini“sets the benchmark for high-assurance protocol defense”
What would move the rank — the models’ fix lines, unified
- Extremely high pricing GPT · Claude · Gemini“Extremely high pricing and long booking lead times”
- Overkill for small teams GPT · Claude“overkill for a small team shipping a fork of well-audited code”
Restructured from verbatim model output · nothing invented · every quote machine-verified
Best overall for high-stakes, technically novel systems: exceptional cryptography, formal methods, fuzzing, protocol-design review, and open-source tooling such as Slither, Echidna, and Medusa; assumes the client values depth over speed or price.
Claude Deepest bench of low-level security engineers of any firm in the space; audits span Solidity, Rust/Solana, Move, and node/client code, backed by public tooling (Slither, Echidna, Medusa) that the whole industry depends on — a strong signal the expertise is real rather than marketed; consistently rigorous public reports with findings other firms miss.
Gemini Unmatched research depth in low-level protocol security, cryptography, and open-source tooling (Slither, Echidna); sets the benchmark for high-assurance protocol defense. Near-tie with OpenZeppelin for top rank based on deep technical rigor.
Where Trail of Bits falls short, per the models
- GPT Premium, selective engagements are excessive for small, conventional contracts or budget-constrained teams.
- Claude Expensive with long lead times, and overkill for a small team shipping a fork of well-audited code; not the cheapest path to a "we got audited" badge.
- Gemini Extremely high pricing and long booking lead times make it prohibitive for early-stage project budgets.
Top alternatives per the models: OpenZeppelin · Spearbit · Sherlock · Zellic
Head-to-head — how the models call it
Watch Trail of Bits
Boards re-poll weekly and the models change their minds. One short email only when Trail of Bits's standing moves — a rank change, a rival overtaking, or new reasoning from the models. Nothing otherwise.
Embed your ranking badge
Trail of Bits ranks #1 for best smart contract audit firm by AI-model consensus. Put the badge in your README, docs or site — it updates automatically as the models re-rank.
[](https://modelsagree.com/best/best-smart-contract-audit-firm?utm_source=badge&utm_medium=embed&utm_campaign=badge-trail-of-bits)<a href="https://modelsagree.com/best/best-smart-contract-audit-firm?utm_source=badge&utm_medium=embed&utm_campaign=badge-trail-of-bits"><img src="https://modelsagree.com/badge/trail-of-bits.svg" alt="Trail of Bits — ranked #1 for Best smart contract audit firm by AI models on ModelsAgree" height="28"></a>Rankings are computed from what the models answer, re-polled weekly · raw reasoning shown verbatim · methodology