AI Search in Team Collaboration — SaaS tools & trends 2026

2 products Sparkpulse tracks are shipping around AI search in Team Collaboration. The highest-velocity AI search products right now are Immich and Happeo (ranked by Sparkpulse's velocity score). The theme runs across 6 sectors, so the momentum you see here is drawn from products competing in different corners of the market. Their velocity scores span 5.0 to 6.3 out of 10, a spread that shows how unevenly shipping cadence is distributed across the field. Below: every tracked product carrying this theme, updated from release data. Everything on this page is regenerated from verified release data, so the ranking reflects the latest changelogs rather than a static list.

Scoped to Team Collaboration. View AI search across all sectors →