Reports
Cover illustration for SMB AI Savings 2026..
Reports

SMB AI Savings 2026.

Dollar outcomes from real engagements, normalized by vertical and crew size. The honest version of every agency case study, including the ones that did not work.

Coming online in 2026Notes filed April 2026

Most agency case studies report only the wins, which is how the market ends up with a 95 percent failure rate it cannot explain. This report logs dollar outcomes across the full portfolio, including engagements that returned below the projected savings band and the 1-in-5 we walked away from before quoting. Numbers are normalized by vertical, crew size, and primary use case so an operator can read their own size and stack against the median. Ships in June 2026 with early access to operators on the field-notes list.

While you wait

Coming online in 2026. The roadmap below is committed, the writing is queued.

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