Theme · updated weekly

Rag — SaaS tools & trends 2026

3 products Sparkpulse tracks are shipping around rag. The highest-velocity rag products right now are RAGFlow, OceanBase and Langflow (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 5.0 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 rag

#01RAGFlowRAGFlow's dev builds settle permission ownership while the rest is migrations and test plumbing.7.5alternatives →

#02OceanBaseOceanBase is rebuilding itself as a RAG backend without giving up the HTAP story6.3alternatives →

#03LangflowLangflow ships A2A protocol, Human-in-the-Loop, multi-vector retrieval, and OpenTelemetry in two releases5.0alternatives →

Frequently asked questions about rag

Which SaaS tools ship rag in 2026?

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

Which rag product has the highest shipping velocity?

RAGFlow, with the top velocity score (7.5/10) — 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.