2 weeks to 3 days
“Technical design time on large epics dropped from approximately 2 weeks to 3 days”
As published on bito.ai, April 2026. Captured by usedby on Oct 4, 2026.
What happened
PubMatic indexed its code repositories, commit history, Jira tickets and Confluence docs into a knowledge graph. Engineers use it from Jira and Slack to produce technical plans, size epics and check downstream impact before implementation.
Summary written by usedby from the source page, in English. The figures are those of Bito and PubMatic, not ours.
- 44%“44% net lift in merge volume over 8 weeks”
- 450“supported by an engineering organization of approximately 450 engineers”
Technical design time on large epics dropped from approximately 2 weeks to 3 days: Engineers went from ambiguous epic to reviewable technical plan in days, eliminating most of the cross-team meetings that had anchored design timelines.
Things like catching our i18n patterns on its own, that is what is really different. AI Architect is reading the same signals a senior engineer would, our tickets, our docs, our review comments, and planning the way someone who knows us would plan.
What the story claims, and what we checked
We compared the story with its live page on Oct 4, 2026.
- The figure: 2 weeks to 3 daysCheckedPrinted word for word on the page, near the name of PubMatic.
- The passage quoted aboveCheckedCopied word for word from the page, near the name of PubMatic.
- The publication dateCheckedRead from the page’s own metadata, never guessed.
- PubMatic uses BitoCheckedConfirmed line. Latest check across sources: Oct 4, 2026.
- The result itselfNot checkedWe quote it; we did not measure it.




