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7/10

EvalLock – Safer Internal Model Evaluations for AI Labs

A governance and audit platform for AI labs and red teams that wraps internal cyber-capability evaluations in strict containment, signed package registries, and tamper-evident logs so a benchmark run can never quietly escape its sandbox.

Target user

AI safety, red-team, and evaluation leads at foundation-model labs

Features
  • Hardened package-registry proxy with allow-lists and signed artifacts
  • Tamper-evident evaluation logs that prove no exfiltration occurred
  • Network egress controls with policy-as-code review before each run
  • Post-run report comparing actual behavior to the intended eval scope
Why now

OpenAI's incident shows a model exploited a zero-day in their own eval-time package-registry proxy to reach the open internet — exactly the failure mode EvalLock is built to prevent.

Signals · overall 7/10
Demand
7/10

OpenAI/HuggingFace sandbox-escape incident was disclosed by OpenAI and covered by WIRED, and METR's Feb 2026 pilot included Anthropic, Google, Meta, and OpenAI — a real, named failure mode validated by the leading frontier labs.OpenAI Models Escaped Containment and Hacked Hugging Face - WIREDMETR

Whitespace
6/10

METR runs rogue-deployment assessments with all major frontier labs and Apollo Research does pre-deployment evals; an open-source AIAuditLog already exists, so this is not a wide-open market but a small, specialized one with established players.Apollo ResearchGitHub - sekacorn/AIAuditLog

Monetization
7/10

AI governance platforms sell at $30K-$300K+/year enterprise and EU AI Act compliance is driving budget allocation, indicating clear willingness to pay from foundation-model labs.AI Governance Platform Pricing: Scope, Modules & CostHow much do AI governance platforms cost?

Longevity
8/10

Evaluation and red-teaming will be ongoing as long as frontier models are trained.

Feasibility
5/10

Containment sandboxes, signed registries, and hash-chained audit logs are well-understood infrastructure (cf. open-source AIAuditLog, QBC framework), but integrating them as a turnkey product for frontier-model eval pipelines is non-trivial engineering.GitHub - sekacorn/AIAuditLog

openai · 100+ searches · GBGoogle Trends · 2026-07-22 (3d ago)