Innerfy
Safer AI for everyone

AI without raw data in the loop.

Innerfy is an AI infrastructure company that makes proprietary data usable by AI — without exposing it.

Sensitive data

Innerfy

Safe AI

Raw data enters once. Only the safe version reaches AI.

Problem

The most valuable data can't touch today's AI.

Organizations can't fully commercialize their proprietary data, because AI workflows require access to sensitive information at every step — development through deployment.

0%

of enterprises already use AI.

0%

have strong visibility into how AI interacts with their data.

Source: Cyera, State of AI Data Security Report

How it works

Four steps. Zero exposure.

Innerfy turns sensitive data into a form AI can use — without AI ever touching the original.

  • 01Native records

    Ingest

    Raw data arrives as native records — tables, documents, images. They carry far more than any task needs.

  • 02Representation-independent

    Elementize

    A mathematical mapping turns each record into an element — a property of the data itself, not of its format.

  • 03Sufficient, yet decoupled

    Guarantee

    Elements keep everything your declared tasks need. The original record cannot be rebuilt from them.

  • 04Measured & auditable

    Operate

    Models and agents compute on elements only — and every guarantee is a measurable, certifiable quantity.

The result is an Elementized Data Envelope — a mathematical representation models can use, without direct exposure to the original.

The guarantee

Raw data never leaves your site.

Not embeddings. Not encryption. A new representation layer.

Proof

It works. We can show you.

Accuracy gap

0%

Average gap vs. training directly on raw data, at equal epochs. That is the entire cost of zero exposure.

Traction

LOI

Signed — agent-design platform for a leading Shanghai-based pharmaceutical company.

Intellectual property

Drafted

Provisional patent on the elementization method — drafted and ready to file.

Working platform

Live

A working platform you can click through today.

Open the demo portal

Market

Finance first. Every regulated industry next.

The most sensitive data. The strictest compliance. The largest contracts. Finance is where the bar is highest — and where clearing it matters most.

The same architecture carries every regulated industry after it:

HealthcarePharmaGovernmentEnterprise

$0B

AI in financial services today.

0%

Annual growth of agentic AI in finance — the fastest lane of enterprise AI.

Business model

License to elementize. Subscribe to run.

Revenue compounds with every agent our customers build.

Safer AI for everyone

Starting where data matters most.