Theme · updated weekly

Rag — SaaS tools & trends 2026

3 products Sparkpulse tracks are shipping around rag. The highest-velocity rag products right now are OceanBase, ragnar and LlamaIndex (ranked by Sparkpulse's velocity score). The theme runs across 2 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 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.

Products shipping around rag

#01OceanBaseOceanBase is rebuilding itself as a RAG backend without giving up the HTAP story6.3alternatives →

#02ragnarragnar turned its RAG store into an MCP server, so coding agents can search it directly.0.0alternatives →

#03LlamaIndexA monorepo whose release notes are mostly dependency bumps across dozens of package directories0.0alternatives →

Frequently asked questions about rag

Which SaaS tools ship rag in 2026?

OceanBase, ragnar, LlamaIndex — the rag products Sparkpulse tracks, ranked by shipping velocity from verified changelogs.

Which rag product has the highest shipping velocity?

OceanBase, with the top velocity score (6.3/10) — Sparkpulse's velocity score is derived from verified release data.

How many products are shipping around rag?

Sparkpulse currently tracks 3 products carrying the rag theme, updated continuously from verified release data.