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Every AI action, attributed.

Each interaction tied to the person behind it, while the real values stay inside the firm.

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Tokenised identity web: every AI interaction resolved back to one person

Built by a team with nearly a decade of cumulative security and compliance experience.

Mandiant
UC Berkeley
Google
AlixPartners
May Mobility
Oxford

The Attribution Chain

Every interaction resolves to a human identity in the firm’s own vault. Work done through Proxara Connect resolves the same way: the person who signed in, the systems reached, one row on the same chain.

One signed row on the firm’s chain, provable later.

Proxara
Overview
Intelligence
Threat Coverage
Compliance
MCP Tools
Activity
Compliance
Identity Vault
1,284 active tokens, each sealed under its own AES-256-GCM key. 12 retired: those keys are gone.
Sarah Chen
Search results · 2
[Person_1]Client2 Jun
Sarah Chen
Logged · 3f9c12ab
Linked[ID_1]
[ID_1]Identifier2 Jun
EventsRetire
Revealed, and on the chain

One private thread for every client.

Inside the firm, every alias of a client resolves to one stable thread, across conversations, applications, and agents. An outside AI sees a fresh neutral tag each time, so one conversation does not join up with the next.

The originals stay on the device.

The reveal

An original appears only on the machine that holds the mapping, and the reveal itself goes on the record.

Anywhere else

The same conversation opened on any other device shows tags.

Retirement

Retire a client and the thread closes. Tags stay sealed, and the search keeps its history.

Infrastructure, not oversight.

Encrypted at rest.

Each identity is individually encrypted and keyed, so the store holds no usable plaintext on its own.

Granular crypto-shredding for right-to-deletion.

CCPA/CPRA · GDPR Art. 17

Per-identity keys, so erasing one key erases one person’s data without touching anyone else or hunting copies across logs and backups.

Isolation by account

Every identity belongs to one firm’s account and carries its own key, so nothing is shared between firms.

Oversight that can be demonstrated.

Supervision rules ask a firm to show how automated decisions are overseen. Without an attribution trail there is nothing to show. With one, every AI action resolves to the person accountable for it.

How much AI a firm is already running.

AI activity unseen by security and IT

90%
UnseenAttributed

Identities per human

45:1

Reach core systems

71%
AICRMERPHRDBAPP

AI activity unseen by security and IT

90%
UnseenAttributed

Identities per human

45:1

Reach core systems

71%
AICRMERPHRDBAPP

Mostly unseen

Around 90% of enterprise AI activity is invisible to security and IT. Not because it is hidden, but because nothing was ever built to resolve it to a person.Second Talent

AI activity unseen by security and IT

90%
UnseenAttributed

Mostly unseen

Around 90% of enterprise AI activity is invisible to security and IT. Not because it is hidden, but because nothing was ever built to resolve it to a person.Second Talent

Everything resolves to one person.

Context awarenessHow the firm’s own context reaches the model while the names stay behind.Agent governanceAn agent acts on its own. The person accountable is still on the record.Compliance-grade auditAttribution written into a signed chain, not reconstructed afterwards.SecurityWhere the vault sits, who can reach it, and what Proxara never sees.

Our Solutions Built on Enforcement

Client identities, replaced before the model reads them
Names, accounts, and organizations become consistent stand-ins before the work reaches an AI tool, and the reply comes back with the real records in place.
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Every AI on a managed laptop
A separate deployment, with its own coverage: what people type and paste into AI on the laptop, not just the systems the firm connected.
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Put AI to work across the firm’s systems.

Tell us what your firm is up against with AI governance, and our team will reply in a few hours.

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