We built Winpathio because contract review is broken — and everyone in legal knows it.

Junior associates read boilerplate for 3 hours a day. Partners review the same document to catch what was missed. That's not a resource problem; it's a tooling problem.

In 2021, Benjamin spent a year embedded with the legal operations team at a mid-size healthcare technology company. Their in-house counsel was reviewing 60 to 80 vendor agreements a month — NDAs, SaaS subscription terms, consulting contracts — and almost all of the time went to mechanical reading: identifying what each clause said, noting where it deviated from the standard form, writing a summary for the GC to review. The GC then re-read to catch what was missed. It was two people doing the same job in sequence because neither had a reliable structured starting point.

Winpathio is not a product that replaces lawyers. It replaces the mechanical reading step so lawyers can focus on the judgment calls — the ones clients actually need counsel for. Every associate on your team gets the same structured starting point, every time: obligations extracted, clauses labeled, deviations from your playbook ranked by severity. The partner or GC reviews flags, not boilerplate.

We're based in Atlanta. Bootstrapped. Our backgrounds are in legal NLP and enterprise software. We built the clause extraction model before we built a product around it, and we work with legal teams reviewing 50+ contracts a month who need consistency across their associate bench — the kind of team where one missed limitation of liability cap is an actual problem, not a theoretical one.

The team

Benjamin Clarke, CEO and Co-Founder of Winpathio

Benjamin Clarke

CEO & Co-Founder

Built NLP extraction tooling at a legal research platform from 2018 to 2021, then spent two years embedded with in-house legal operations teams studying where contract review actually breaks down. Founded Winpathio in 2023 to fix the mechanical reading problem, not add another AI wrapper on top of it.

Priya Nair, Head of Product at Winpathio

Priya Nair

Head of Product

Practiced as an associate in commercial transactions for four years before moving to product. Spent those four years annotating contracts, redlining counterparty forms, and watching review summaries get rewritten by partners. She built the output format for Winpathio's risk report — what it surfaces, how it's ordered, what gets flagged vs. noted.

Lawyers keep the judgment.

We automate the reading. We never tell a lawyer what to decide — we tell them what to look at. The risk score is an input to their judgment, not a replacement for it.

Privacy is structural, not a checkbox.

We designed the system so contract data never touches our training pipeline. That's not a marketing claim; it's how the architecture works. Your counterparty's positions stay yours.

Specific beats general.

We're not building a general-purpose AI platform. We're building the best contract review tool for legal teams who review 50+ contracts a month. That specificity is how we get good at this.

Talk to the people who built this.

We review every request personally. If Winpathio isn't a fit for your team's contract volume or practice type, we'll tell you that too.

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