Imagine your team just closed an acquisition. Congratulations — and welcome to the inbox: 800 vendor contracts, in every format imaginable. Some are duplicates. Some are old versions. A few will silently auto-renew next month. Someone has to read every one, extract the same handful of facts — vendor, expiration date, renewal terms, annual cost — and load them into the master catalog before something quietly re-charges or a critical maintenance contract lapses.

In medtech, that “someone” problem carries extra weight. Missed clauses aren’t just costly — they can mean a production line down, a regulatory gap, or a vendor still on the books long after the service ended. The stakes are too high for a manual process and too complex for a careless one.

That’s the situation a global medtech client brought to us. Here’s how we solved it.

Our solution is built on one principle: let software handle what’s mechanical, and free your team for what requires judgment. The result isn’t a black box — it’s a transparent, auditable pipeline where every step can be reviewed and traced.

• Capture. Documents are picked up automatically the moment they arrive, whether it’s one file or a bulk upload after a deal closes.
• Read. Document-understanding services convert pages, scans, and table-heavy files into clean structured text — including fields that older OCR tools routinely mangle.
• Understand. AI agents extract the fields that matter, normalize them into a consistent vocabulary, detect duplicates, and classify contracts as active, superseded, or draft. Every extracted value comes back with a confidence score and a short justification.
• Validate. Reviewers see a clean report — field, value, confidence, reasoning — with low-confidence items flagged. They confirm what’s right, fix what isn’t, and only then does data flow into the official catalog.

A quick example. A vendor agreement and its signed amendment arrive together — one as a scanned PDF, one as a Word file. The pipeline recognizes they’re related, tags the amendment as active and the original as superseded, and surfaces vendor, effective date, term length, auto-renewal window, notice period, and annual cost in a single report. Two fields come back flagged: a handwritten renewal date and an ambiguous service-level clause. The reviewer resolves both in under a minute — instead of re-reading 38 pages to find them.

Following you will find a high-level architecture of the solution proposed:

Vendor contracts in medtech carry pricing, personal data, signatures, and competitive terms. Any automation touching that material has to earn its place. We design with five principles that apply at every stage:

• Least privilege, by default. Each component can only access what its specific job requires — nothing is broadly authorized “just in case.”
• Encryption end to end. Documents are encrypted in transit and at rest. Keys are managed centrally and rotated on schedule.
• A small, controlled surface. One entry point to the outside world, locked down with authentication, throttling, and size limits. Everything else runs in a private environment.
• AI guardrails on sensitive data. Personal, health, and payment information is masked before it reaches any model. Models are constrained to structured outputs and forbidden from inventing answers — they must point to evidence in the document, or admit they don’t know.
• Full audit trail. Every document gets a unique tracking ID, and every step is logged. If a regulator or your own team asks “where did this number come from?”, you can show the complete chain — file, version, AI reasoning, and the human who approved it.

• Speed. Acquired entities reach a searchable, usable contract catalog in a fraction of the time — so finance, procurement, and operations can act on real data instead of estimates.
• Cost avoidance. Auto-renewals, redundant subscriptions, and forgotten vendors surface early enough to act on. For organizations with hundreds of vendors, the savings are typically measured in six or seven figures a year.
• Risk reduction. Critical maintenance and renewal windows stop slipping through the cracks. Nothing important hides in a folder nobody opened.
• Better use of expert time. Senior people stop being highly paid copy-paste machines and go back to the negotiations, exceptions, and strategy work that actually moves the business.

At Akurey, we've spent years helping organizations — including those in highly regulated industries like medtech — build solutions that solve real operational problems and deliver measurable ROI. Not AI proofs of concept that gather dust, but pipelines that ship, scale, and pay for themselves.

We work side by side with US-based clients, embedding senior engineers directly into your teams. If there's a process in your organization that's too slow, too manual, or too risky to leave as-is, we'd love to compare notes and help you find the right place to start.