Our Mission

Make AI outputs legible under diligence — traceable claims, reproducible valuations, and analyst-grade structure for hedge funds, PE firms, asset managers, and advisory teams.

Semper Signum exists to build the orchestration and evaluation layer that makes AI-generated research auditable, traceable, and defensible under institutional scrutiny.

24
Analytical sections per report
Hours
Not weeks
100%
Traceable output
0
Outputs shipped past failed evaluators → how

Three Standards We Will Not Compromise

Verification over generation
Every stage verifies the previous one. Contradictions with source filings trigger rollback before anything reaches the client.
Traceability is non-negotiable
Every model call is logged with prompt version and parameters. Every source is cited. Every output has provenance.
Governance is the product
Data lineage, model versioning, rollback procedures, and human-in-the-loop gates. The audit trail compliance needs to sign off.

How Every Report Is Built

Five stages. Each one gated by an evaluator. Nothing ships that hasn't passed.

Source SEC filings, market data, transcripts Extract Pinned model ID + hashed prompt Evaluate Score vs. threshold Rollback if < 0.70 Rollback Verify Contradiction check vs. source filings Publish Signed artifact + audit log IMMUTABLE AUDIT TRAIL

Read the full governance reference →

Unpinned LLMs vs. Verified Pipeline

Consumer / Unpinned LLMs
Semper Signum
No source attribution
Every claim cites filing + page
Model version unknown
Pinned model ID + hashed prompt
No rollback on errors
Auto-rollback below 0.70 threshold
No audit trail
Immutable log per report
Output = best guess
Output = verified artifact

See the Output for Yourself

Request a free report on a name you know well. Every claim traceable, every model call logged, every source cited.

Request a Free Report
research@SemperSignum.com · New York City