Sample testing. Or exhaustive monitoring.

Legacy systems only check what's typed into the form - never the document behind it.

Reading every one by hand was too costly, so sampling became the norm - never best practice, just economics. AI removes the constraint.

A sample
Only what's in the sample

Take a sample of the stack, and only the violations inside it raise a flag. Everything else is never read.

Every transaction
Everything that flags, verified

Rules check every transaction; everything that flags gets verified, not just a sample - and we read the receipt behind it, in images and documents that never reach today's systems.

Same receipt expensed twiceAttendee-count inflationHard or excessive alcoholProhibited itemsSplit mealsReceipt vs. system mismatchFake or AI-generated receiptsUnnamed attendees
A few of the checks the same read-and-verify engine runs - and more.
Proof · on a real receipt

This escaped detection. Watch what we uncover.

Same receipt, two readings. The rules engine sees a compliant HCP meal. Press scan and watch Neocortex read the actual line items.

View all interactive demos →
What your audit seesLow risk · passed
Expense receipt #51904
VendorSkyport Retail Group
CategoryBusiness Meal (HCP)
Stated purposeMeal + branded gift
Attendees2
Amount$284.00
Per-head cap$150.00

Two attendees, $142 a head, plus a token branded gift. Right category, under the cap. The rules engine waves it through.

same
receipt
What Neocortex sees
Receipt image · not yet read
A gift to an HCP, coded as a business meal - a reportable transfer of value.
Receipt line items, read in full
Macallan 18 single malt, 750mlFLAG$268.00
Gift wrappingFLAG$8.00
Duty & tax$8.00
Sold at: Terminal 4 Duty Free, Gate B22FLAG-
Neocortex risk score0

The gap: the structured fields were plausible - an HCP meal, two heads, under the cap. The receipt shows there was no meal at all: a single bottle of premium spirits, gift-wrapped, from an airport duty-free shop. Neocortex reads the line items and calls it what it is.

What we add

Having AI read the documents is only half the job.

We unlock unstructured data

Much of the real risk evidence never reaches today's systems - it sits in images and documents. We read it.

We add human-like judgment

The AI weighs context the way an experienced reviewer would - so the output is usable, not a wall of false positives.

+ Neocortex AI layer
Your tools
Your vendors
Your team
An added layer - on top of what's already in place

We complement the platforms and advisors already in place, not displace them.

This is why leading compliance advisory firms are partnering with us.

Two decades of analytics & compliance for global enterprises
GileadKaiser PermanenteDeloitteOracleSalesforceCiscoGoogleEricsson
Nothing to build Nothing sensitive leaves your client's environment
Why now

Full coverage used to be
impossible to afford.
Now it isn't.

Understanding documents is only worth it if you can review every one - and until recently, that simply wasn't practical.

Before

Sampling only. Reading every receipt by hand was too slow and too costly.

Now

AI reads 100% of receipts and documents at a practical cost.

When 100% coverage costs the same as a 5% sample, your clients will adopt it. The only question left is who introduces it to them first.

The risk to your firm

Your client owns the compliance liability. Your firm owns the relationship - so it's your reputation and your account on the line, and your client relies on you to uncover the risks.

You didn't bring it first

The client finds full coverage on their own and asks why their advisor never raised it.

A lost account

A competitor brings AI-driven coverage first and wins a client you've held for years.

Reputational damage

Years of trust dented by one pattern no one caught.

Partnership

How we work together.

Neocortex powers you from behind. You keep the client relationship - we never sell around you.

You - client-facingNeocortex - behind you
How an engagement runs
1

You introduce us, or lead the engagement yourself.

You lead
2

We provide demos and technical support.

Neocortex
3

Deployment is handled together.

Joint
4

The ongoing customer relationship stays with you.

You own it
5

We keep improving the platform underneath.

Neocortex

An AI layer inside your offering - not a replacement for it. No direct selling around you, no competing services, no taking over your engagement.

If your clients answer to HCP spend and Sunshine Act rules, Neocortex slots into what you already deliver.

Advisory & consulting
Compliance consulting firmsPharma advisory firms
Audit & monitoring
Audit and monitoring providersExpense and transparency vendors
Data & integration
Analytics and data servicesSystem integratorsBPO and managed-service providers

Nothing to build. We're a ready platform - choose the model that fits your practice.

Refer us

Send clients our way and we take it from there.

Sell with us

Offer it alongside what you already provide.

Embed us

Build it into the monitoring you already deliver.

However you bring us in, the client you bring stays yours.

Whether you're an audit firm, a consulting practice or a technology provider, there are several ways to bring this to the clients you already advise - a new revenue line with nothing to build, and the client stays yours.

Win a new revenue line

Offer AI-powered compliance monitoring to clients right away - nothing to build.

Launch with no technical lift

We provide the platform, onboarding and support; your team stays on clients.

Strengthen the services you sell

Add Neocortex to the monitoring, auditing, consulting or compliance work you already run.

Win more audits with full coverage

Move clients from sampling to defensible, AI-assisted 100% coverage.

Zero-friction prospecting

Start the conversation before you ever mention Neocortex.

We map it from public data.

Using public CMS and spend data, we plot where a life-sciences company sits against its peers on HCP risk - the outliers, the heavy prescribers, the gaps.

You walk them through it.

No selling - just their own numbers next to their competitors'. They see a problem they didn't know they had, and a reason to give you the meeting.

Who built this

Built by AI and analytics experts who know where this risk actually hides.

Neocortex is a data science, AI & analytics firm. We build expert AI solutions around the compliance rules you answer to - and the systems your spend data already sits in.

US life-sciences
compliance focus
20+
Fortune 500 clients
Oracle · SAP · Concur
systems it reads
Every flag
reviewed in full, not sampled
Two decades of analytics & compliance work for global enterprises
GileadKaiser PermanenteDeloitteOracleSalesforceCiscoGoogleEricsson
See it live

See what a sampling audit misses - live.

Book a short session on a sample of ours. Take it to a client and it runs de-identified, in their environment - the receipt never leaves.