Zetra vs Chatbase: features, pricing and which is better in 2026

Chatbase popularized the 'upload your docs, get a chatbot' workflow and is the most recognizable name in the space. It's an excellent choice if you want the fastest possible no-code setup and don't need visibility into how retrieval works under the hood.

CriteriaZetraChatbase
Starting priceFree tier, $39/mo Pro$40/mo
Free optionYes — 1 agent, 100,000 credits/mo freeLimited free trial, no permanent free tier
SpeedFast — OpenAI embeddings + pgvector ANN searchFast — hosted retrieval + GPT models
AccuracyHigh — grounded answers with per-chunk similarity scores shown to youGood with well-structured docs; citation detail varies by plan
Ease of useEasy — upload docs, get a working agent in minutesVery easy no-code setup
Key features
  • Real pgvector semantic retrieval
  • Per-answer source citations + similarity scores
  • Full retrieval trace inspector
  • Tenant + agent isolated by design
  • No-code agent builder
  • Website widget
  • Lead capture
  • Basic analytics
  • Zapier integrations

Chatbase pros

  • Fast time-to-launch
  • Polished no-code UI
  • Large integration marketplace

Chatbase cons

  • Retrieval internals are a black box
  • Advanced actions/tooling gated to higher tiers
  • No self-hosted / open pipeline option

Verdict

Chatbase wins on polish and speed-to-launch for non-technical teams. Zetra wins if you care about inspecting exactly what your agent retrieved and why — every answer ships with the source chunk, similarity score, and a full retrieval trace, and tenant/agent isolation is enforced at the database query level rather than an internal implementation detail you have to trust.

Frequently asked questions

Is Zetra a good Chatbase alternative?

Yes, particularly for teams that want transparent retrieval (visible similarity scores and source citations on every answer) and strict per-agent data isolation they can verify rather than take on faith.

Chatbase vs Zetra — which is better?

Chatbase is a mature, no-code product with a bigger integration marketplace today. Zetra is better when retrieval transparency, auditability, and open architecture matter more than an existing app-store of integrations.

Can I migrate my knowledge base from Chatbase to Zetra?

Yes — export your source documents (PDF/DOCX/TXT) from Chatbase and re-upload them to a Zetra agent; they'll be re-chunked and re-embedded automatically.

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