Hello,

My name is Barry Harris. My passion is Lean AI —we are an analytics, process-improvement, and engineering consultancy based in Arkansas. We have developed an RF Data Analysis System that extracts in-depth, decision-relevant insights and classifications from existing raw RF datasets—without requiring new hardware or changes to field deployments. The output is a concise RF Data Analysis Report (RFDAR) that agencies and organizations can use for validation, planning support, spectrum awareness, interference investigation, and operational review. This analysis complements existing monitoring and reporting tools rather than replacing them.

We work hard to find useful information in your raw RF IQ recordings, spectrogram/waterfall exports, power vs. time logs, frequency occupancy data, and time-series CSV/JSON/structured files—including datasets that may be noisy, incomplete, or collected under non-ideal conditions. Whether you are an end user, an RF systems vendor, U.S. government, U.S. military, public safety, utilities, transportation, or commercial operator—we believe we can pull additional important information from your existing datasets, including signal characterization, emitter behavior patterns, band occupancy, interference/jamming indicators (when evidence supports it), anomaly detection, and classification with confidence levels and clearly stated limits.

Here is a link to an example report for your review: RF Data Analysis Sample Reports I ran two different types.

If you believe this level of detailed information would be helpful, I’d be happy to answer any questions you may have. You can also process one of your RF data files at no charge or obligation. We prefer time-stamped logs, IQ data, or structured spectrum exports when available, but we will work with any file type that can be read. You can upload it by entering a ticket and your file here: Contact and Ticket Entry

Respectfully,

Barry L. Harris
Lean AI Consultants
Website: https://www.leanaiconsultants.com