Verification register Security & Identity
Current reading
The readiness gap, in one scan
AI-assisted assembly · derived results
- Claimed
- 68
- Reported
- 64
- Verified
- 56
- Gap
- +12
Public ambition and stated capability
Observed practitioner reporting
Independently supported evidence
Claimed minus verified
Evidence strength Strong
Decision
What the current evidence supports
Human editorial judgment · 2026-06-28
Wait for stronger evidence
- Why
- Now the best-funded interpretability vendor ($1.25B valuation) with strong enterprise/scientific traction, but partner-gated access and open-model-centric coverage make it premature for direct adoption in our stack.
- Next
- Monitor Ember's expansion to broader/closed-model coverage and any self-serve tier; pilot the open-sourced SAEs on a Llama model in a sandbox before considering partner engagement.
Constraints
Blockers
No named blocker is present in the current public projection.
Evidence summary
Derived counts
AI-assisted assembly
- Total
- 7
- Tier 1
- 0
- Tier 2
- 6
- Tier 3
- 1
- Supports
- 4
- Contradicts
- 1
- Context
- 2
- Latest observed
- 2026-02-15
Counts and dates only. Raw signals, private excerpts, trust records, and internal corpus material are not published here.
Publication record
Revisions
Initial public reading
This is the initial public reading. No earlier readiness change is recorded.