Theme · updated weekly

Vector Search — SaaS tools & trends 2026

6 products Sparkpulse tracks are shipping around vector search. The highest-velocity vector search products right now are Pinecone, OceanBase and Manticore Search (ranked by Sparkpulse's velocity score). The theme runs across 3 sectors, so the momentum you see here is drawn from products competing in different corners of the market. Their velocity scores span 0.0 to 7.5 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.

Products shipping around vector search

#04GroongaA veteran full-text engine quietly growing embedding functions alongside its string toolkit.5.0alternatives →
#05MarqoMarqo split its inference layer into services and is now tuning hybrid-search relevance knob by knob.0.0alternatives →

Frequently asked questions about vector search

Which SaaS tools ship vector search in 2026?

Pinecone, OceanBase, Manticore Search, Groonga, Marqo, and 1 more — the vector search products Sparkpulse tracks, ranked by shipping velocity from verified changelogs.

Which vector search product has the highest shipping velocity?

Pinecone, with the top velocity score (7.5/10) — Sparkpulse's velocity score is derived from verified release data.

How many products are shipping around vector search?

Sparkpulse currently tracks 6 products carrying the vector search theme, updated continuously from verified release data.