Sakshi sits beside the agents you already run. It tokenizes identifiers before they are ever stored, records every decision on a hash chain anyone can recompute, bounds what an agent may do on its own, and turns that evidence into regulator-mapped packs, all inside your environment.
The path of a decision
Whether the agent reaches Sakshi through the SDK, the gateway, or MCP, the same pipeline runs: no raw identifier is stored, and nothing skips the record.
Autonomy is bounded before the action fires; the kill switch outranks everything.
The spine
Every decision is hashed into a chain where each record seals the one before it. Recomputing the chain re-derives every hash, so tampering with a single field is not just detectable, the chain says exactly where it happened. There is nothing to take on faith.
PII is tokenized before it is ever written, so the record is defensible and the raw identifier is never in it.
The layer
Not another model or dashboard: the accountable record beneath the agents you run. Each module writes to, and reads from, the same chain.
A live inventory of every agent and model: owner, autonomy tier, provenance, and a cryptographically verifiable identity. Nothing runs unregistered.
Every decision hashed into the chain with the model identity, inputs (tokenized), and outcome, independently recomputable by anyone.
Each action routes to auto, human review, or block by stakes and confidence, with oversight telemetry, formal envelope linting, and a drilled kill switch.
Regulator instruments encoded as data and scored against live evidence, plus declared-first fairness screens gated on statistical significance so they do not cry wolf.
How agents connect
Wrap your calls with the SDK in a few lines, put an un-instrumentable agent behind the zero-code gateway, or add the MCP server to any MCP host. Every path lands on the same chain, and Sakshi never sees a raw identifier.
Where it runs
Sakshi installs in your VPC or on-prem and stays there. We never see your evidence and could not hand it over if compelled. Data residency is India by default, and the deployment model is the security model.
Spin up a synthetic-data sandbox, register an agent, and recompute the chain yourself.
