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00 / About

A veteran-owned small business in Lone Tree, Colorado.

James Analytics LLC is owned and operated by a service-disabled veteran. We build computer-vision, data, and financial-tracking systems for agencies and small contractors, and we ship our own FP&A software. SBA VetCert (SDVOSB) certification is in progress; we are registered in SAM.gov.

01 / Origin

James Analytics was founded by Trevor James — a finance professional turned data scientist and military veteran who spent years watching organizations struggle with the same problem: they had the data, but not the tools to actually use it.

After five years in the investment world and earning four FINRA licenses, Trevor understood what good financial analysis looks like. The problem was that the tools to do it well were either built for enterprise teams with six-figure budgets or cobbled together in spreadsheets that broke every quarter. Small and mid-size businesses — the ones growing the fastest and making the hardest decisions — were left without a real option.

The same gap shows up in agencies and small contractors: video nobody has time to watch, reports that disagree with each other, and cost records that cannot survive an audit. That is the work we take on.

James Analytics exists to fix that.

02 / Background

The Background

Trevor holds a degree in Finance and is completing his Master of Science in Data Science at Regis University in 2026, where he recently earned a graduate certificate in Data Science. His research in computer vision — building real-time prediction models from broadcast video using object detection, template matching OCR, and machine learning — earned the Faculty Choice Award, making him an award-winning, published data scientist before finishing the program.

He’s also a military veteran, bringing the discipline and bias toward execution that shows up in everything James Analytics builds.

This combination — deep financial expertise, advanced data science, and a builder’s mentality — is what makes James Analytics different. The platform isn’t built by engineers guessing at what finance teams need. It’s built by someone who’s done the work.

Finance Degree
B.S. in Finance
Data Science
M.S. in progress, 2026
FINRA Licensed
4 securities licenses
Military Veteran
Service-disabled veteran owner

03 / Products

What We Build

For agencies and contractors: computer-vision and video analytics (counting, gauge and panel reading, telemetry from recorded video), data pipelines and data-quality audits, dashboards, and financial tracking systems where every dollar traces to a document.

For growing businesses: James FP&A, our own platform. Automated P&L, balance sheet and cash flow, budgeting and forecasting, and Ask James AI, connected to QuickBooks, Xero and Puzzle.

04 / Vision

Financial clarity shouldn’t be a luxury.

Every organization deserves to trust its numbers — whether they come from a ledger, a sensor, or a camera — and to know not just what happened, but what is likely next.

We’re building toward a future where AI doesn’t just report on your business — it helps you run it. Where the gap between “I think we’re doing well” and “I know exactly where we stand” disappears entirely.

James Analytics is how we get there.