About Bhala
Your AI, audited.
Bias removed. Hallucinations caught. Every decision signed and exportable to any regulator. Bhala is a single API for compliance officers, CTOs, and risk teams who need AI they can actually govern.
Standard AI is opaque by design
Every major LLM ships its embeddings as dense vectors you can search but never edit. You can detect that a model is biased. You cannot address it directly, reverse it, or prove the fix to your board.
Regulators are not waiting. The EU AI Act, SR 11-7, and ECOA require auditability that today’s AI tools do not produce. The gap is architectural, not operational.
Bhala closes it. Named, reversible operations on the embedding space — each one returning a cryptographically signed receipt that your compliance officer can read and your regulator can verify.
What we believe
Detection is not enough
Knowing a model is biased is table stakes. Removing the bias — mathematically, reversibly, with a receipt — is what regulated industries actually need.
Governance must be auditable end-to-end
Every AI decision that affects a customer, patient, or citizen should carry a signed record of what the model saw, what action was applied, and how to reverse it.
Sovereignty is non-negotiable
Governments and central banks cannot send sensitive data to a shared cloud. Bhala Sovereign deploys the same product — same audit format, same guarantees — in your VPC or air-gapped environment.
Embeddings you can program, audit, and govern
Standard embedding spaces are dense and undifferentiated — the gender axis isn’t isolated, the sentiment direction isn’t addressable. You cannot edit what you cannot locate.
Bhala’s embedding space is built for inference-time control. Named actions live as fixed vectors. They compose, they reverse, they apply across 40+ languages without retraining.
Every call returns a signed receipt showing what moved and by how much. Compliance officers can read it, engineers can replay it, downstream classifiers can verify it.
Audit — cryptographic receipts on every call
Structured, exportable fairness reports across your training data and deployed models. Each finding is signed and reproducible — ready for a compliance review, board presentation, or regulator inquiry.
Remove — bias gone, mathematically
Apply named actions (remove gender bias, neutralize stigmatizing language) as reversible vector operations. 100% flip rate across BBQ, StereoSet, CrowS-Pairs, and WinoBias — 15,966 sentence pairs, 28 protected dimensions.
Detect — hallucinations before production
Embedding-level consistency checks flag when a model response is geometrically inconsistent with its grounding. An early warning system, not a post-mortem.
Bhala Cloud or Sovereign — same product, your choice
Bhala Cloud is the hosted API. Live in minutes via REST, no infrastructure changes required. Most pilots go to production in under two weeks.
Bhala Sovereign is the same product deployed in your VPC, on-premise, or air-gapped. For governments, central banks, and institutions with strict data residency requirements.
Same model weights. Same audit receipt format. Same 40+ language coverage. Your compliance team cannot tell the difference — because there is none.
Hosted REST API. SOC 2 in progress. Live in minutes. No infrastructure work.
Deployed in your cloud account. Data stays in your perimeter. Same audit format.
On-premise or air-gapped. For central banks, ministries, and regulated institutions. No data ever leaves your environment.
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Ready to audit your AI?
Most pilots are live in under two weeks via REST API. No infrastructure changes required.