



I help teams trust what their AI tells them.
What brings you here?
I come in as a senior expert who still builds. I've hired and grown a data science organization, and I write the code alongside the team. I'm open to senior roles, remote or hybrid.
Built a data science organization from the ground up and oversaw more than 100 projects.
Talk about a roleMost teams can't say how often their model, LLM or otherwise, agrees with their best people. I set up the measures, a reviewed sample set, and the checks that compare model scores with expert reads, so you can see where it holds and where it drifts.
Built AI that scores customer calls on two dozen quality measures and ties every score to the evidence behind it.
Talk about evaluationBefore you back a company's AI, it helps to know how it's measured. I can look at how a team evaluates its models and tell you whether the numbers mean what the deck says. I take on advisory and fractional work with founders and venture investors.
Spent two years bringing legal, security and AI teams together to ship an AI platform for federal operations.
Talk about diligenceMore dashboards rarely settle a decision. I start from the question leadership has to answer, build a working prototype against real data, and let leaders test their assumptions before they commit money.
Built prototypes that helped executives weigh building in-house against buying, and check whether a simpler tool would do.
Talk about a decision
Field notes
- built a data science org from scratch
- shipped AI for federal operations
- built AI that grades calls against expert reviewers
- M.S. Data Analytics, MBA
A note
Hi, I'm James Fouts. I came up through network engineering, spent years in process improvement, then built a data science team from the ground up. These days most of my time goes into AI that scores conversations and checks itself against experienced reviewers. Today I'm a Distinguished Engineer in data science at Verizon.
The part I care about is the gap between what a model says and what's true. I work on it with teams, founders and investors, from AI evaluation and calibration to the AI tooling and data analytics around them. I'm open to senior roles and to advisory or fractional work.
If that gap is costing you, or you're hiring someone to close it, write to me. I'll send the full story and we can go from there.
easiest way to reach me

Also on the bench
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- jamesfouts.siteThe personal side.coming soon