ValiTrac AI puts engineering answers behind a review gate

Field notes

ValiTrac describes a six-stage path from logger exports and metadata to quality checks, deterministic statistics, evidence retrieval, review, and a structured report. Its example output combines a cited Pt100 calibration answer with a calculation of expanded uncertainty, while the browser tools include guard-band decisions under ILAC-G8 and MKT checks against ICH Q1A(R2). The site says these calculators run without sign-up and send nothing to a server; temperature mapping is identified as beta.