Behavioral Fingerprinting For Production AI.
Helix instruments your existing AI pipeline and produces cryptographically verifiable behavioral archives. No model changes. No silent failures. Know when your system changed. Prove it.
pip installHow Helix Works
Helix connects to your existing observability stack and outputs a tamper-evident archive with behavioral fingerprints your auditors can verify, without access to Helix infrastructure, without a vendor call.
Helix normalizes span trees from any AI telemetry source. No schema changes on the emitting system.
Each span tree is reduced to an immutable template: structural shape, separated from volatile runtime values.
Every run is sealed into a signed bundle with operator ID, timestamp, and retention floor locked at write time.
Any archived bundle can be reopened and verified offline. The fingerprint is re-derived and compared to the stored hash.
Pre-Production Validation
These numbers come from validation runs against three real-world trace formats. Not synthetic benchmarks, not curated samples. Helix was tested on production data before any enterprise deployment.
pip install to first signed .eplbundle on a new machine with existing traces.EU AI Act · Article 12
High-risk AI systems must maintain automatically generated, verifiable logs for a minimum of six months. Non-compliance is a regulatory event, not a technical inconvenience.
| Article 12 Requirement | Helix |
|---|---|
Automatic logging of AI system events §12(1)(a) · no manual intervention permitted |
Implemented |
Minimum 6-month log retention retention_floor_date locked at write time |
Implemented |
Verifiable integrity of logs SHA-256 canonical hash, tamper-evident .eplbundle |
Implemented |
Operator identification in records operator_id embedded per archive at write time |
Implemented |
Behavioral consistency monitoring Jaccard drift detection · 0.95 compliance threshold |
Implemented |
Offline verification without vendor Bundle replay with zero Helix infrastructure dependency |
Implemented |
Editions
Run a real ingest and archive test against your own traces. Confirm Helix reads your format, generates a verifiable bundle, and returns a clear workload-fit verdict in under five minutes.
pilot_now / narrow_pilot / not_fit_yetProduction-grade deployment with SLA, cloud storage integrations, real-time trace routing, and compliance reporting.
The open-source trial takes an afternoon. Enterprise onboarding takes a week. The compliance deadline is not negotiable.