Download the data: scores, evidence and case metrics

Files generated from the site's data on 2026-11-03. Licence CC BY 4.0.
FileContents
scores.csvCSV3 KBCC BY 4.0Totals and dimension scores per vendor
scores.jsonJSON14 KBCC BY 4.0The full output of compute-scores, with scenarios and medians
evidence.csvCSV588 KBCC BY 4.0Every evidence record collected, with its verification date, verifier and a rejected flag; pages use only verified, non-rejected records
evidence.jsonJSON1132 KBCC BY 4.0The same records as evidence.csv, as an exact copy of the site's evidence file
vendors.jsonJSON430 KBCC BY 4.0Every vendor record, including excluded candidates and their reasons
case-studies.jsonJSON397 KBCC BY 4.0Every analysed case study record
case-metrics.csvCSV49 KBCC BY 4.0Every case metric with claimed by and verifiable
methodology.jsonJSON3 KBCC BY 4.0The frozen methodology with its sha256
leader.jsonJSON1 KBCC BY 4.0The vendor at position 1, written by the scoring script

Recompute the ranking

Each total equals the sum of dimension score / 10 x weight, using the weights in methodology.json. Sorting by total, then D1, D2 and D4 for ties, gives the published order. The leader file, leader.json, names the vendor at position 1 on the main ranking.

Citation format

Retail QA Vendor Index. Retail QA Vendor Index, methodology v1.0, computed 2026-11-03. https://retailqavendors.com/data/

Published by the editor of retailqavendors.com. Last reviewed .