AI that reads the proof

Your systems store the evidenceNeocortex uncovers the proof

Legacy ERPs capture 100% of your transaction data and inspect 0% of the documents that verify it. Neocortex is the deterministic AI verification layer - starting with life sciences.

We uncover the proof your systems store but never open.

See Neocortex in action Book a live demo

From a team that has spent two decades on compliance and analytics for global enterprises.

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What gets read from every transaction

Your systemsnumbers only

Amount Vendor Date Receipt Contract Invoice

Neocortexeverything

Amount Vendor Date Receipt Contract Invoice

Same transaction - Neocortex reads the documents your systems can't.

The blindspot

The number gets analyzed.
The document never does.

Your ERP saw a $284 business meal and cleared it. The receipt tells another story - a single-malt bottle, gift-wrapped at a duty-free shop, a reportable gift to an HCP. The proof is captured, then trapped.

receipt.pdf - stored, never opened

Macallan 18 single malt, 750ml

Gift wrapping

Duty & tax

TOTAL$284

Your systems

Amount$284 ✓

Alcohol?not captured

Gift to HCP?not captured

Within policy?not captured

The missing layer

An AI layer on top of the stack you already run.

Your ERP captures every number but was never built to read the document that proves it. Neocortex sits on top of the tools, vendors and teams you already rely on - adding that missing layer, with no rip-and-replace.

Neocortex - AI verification layerReads unstructured evidence · applies human-like judgment

↓ ↓ ↓

Your ERP

Your vendors

Your team

An added layer - on top of what's already in place.

We read unstructured evidence

Most real risk evidence never reaches today's systems - it sits in images, PDFs and contracts a database can't query. We read it.

We apply human-like judgment

The review weighs context the way an experienced reviewer would, so the output is usable - not a wall of false positives. This is the harder half, and the bigger differentiator.

Spend verification in life sciences is our first application. The same engine reads contracts, grants and invoices - the unstructured evidence every regulated industry stores but can't query.

Proof · at scale

One month of spend, read in full.

Legacy tools sample a few percent and move on. Neocortex reads every transaction and the document behind it, then sorts the pile so your team only looks where it matters.

Watch Neocortex read a full month of spend in a flash.

1,000,000 transactions ingested

Auto-cleared – Read, consistent, nothing to flag.

Low risk · noted – Minor mismatches logged for the trail.

Deterministic flags – Reviewed in full.
See all 5,700 by type ↓

The 5,700 flags, by what Neocortex caught

Every finding traces to the specific line item on the source document that triggered it.

Same receipt expensed twice×900

Attendee-count inflation×1,400

Alcohol over the limit×1,100

Prohibited items×800

Split meals to dodge a cap×900

Fake or AI-generated receipt×600

Every flag carries the exact line item that triggered it and the reason it fired - ready to act on, or to defend in an audit.

Watch Neocortex read one in full →

How it works - every transaction, not a sample

Reads everything

The full record, plus the receipts and documents your systems store but never check.

Applies human judgment

Anything that flags gets a full, context-aware review - not a sample.

Hands back a trail

Each finding carries the reason it fired, ready to act on or defend in an audit.

Explore the interactive demos →

Why now

Reading everything used to be impossible to afford. Now it can be the baseline.

No team can manually open tens of thousands of documents a month, so sampling became the norm - just economics. The cost: about 95% of regulated spend carries liability no one ever verified. AI removes the constraint - full coverage now costs roughly what a 5% sample used to.

Sunshine Act / Open Payments Anti-Kickback Statute Fair market value

Manual sampling5%

1 receipt in 20 is checked. 95% of regulated spend carries liability no one verified.

Deterministic AI100%

Every document read and cross-checked against the rules - at parity cost.

When full coverage costs about the same as a sample, reading everything becomes the standard regulators expect - not statistical sampling.

Who built this

Two decades analyzing enterprise data -
Now, reading the documents it left behind.

Neocortex is built by a team that has spent twenty years on analytics and compliance for some of the largest enterprises in the world - spanning enterprise software, compliance and life sciences.

20+ yearsEnterprise analytics & compliance work

Global enterprisesFortune-scale clients across industries

Life sciencesPharma, biotech & medical-device focus

AI-nativeReading unstructured evidence at scale

Healthcare & life sciences