Flowise vs Chatbase
A detailed comparison to help you choose between Flowise and Chatbase.
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Verdict: Chatbase wins
Chatbase scores 4.1/5, edging out Flowise at 4.0/5. Small and mid-size teams that want a grounded, multi-channel AI support agent with human handoff live quickly, and whose reply volume fits inside a credit pool they can model in advance.
Flowise Visual LLM app builder with drag and drop | Chatbase Create custom AI chatbots from your data | |
|---|---|---|
| Rating | 4.0 (1 review) | 4.1 (1 review) |
| Pricing Model | freemium | freemium |
| Starting Price | Free tier available | Free tier available |
| Best For | Developers and technical teams who want visual control over LLM pipelines and are happy to self-host or manage their own production runtime. | Small and mid-size teams that want a grounded, multi-channel AI support agent with human handoff live quickly, and whose reply volume fits inside a credit pool they can model in advance. |
| Free Tier | ||
| API Access | ||
| Team Features | ||
| Open Source | ||
| Tags | open sourceno code | api accessfree tierno code |
| Visit Flowise → | Visit Chatbase → |
Flowise
Pros
- + Node canvas gives LangChain-level control over retrieval, agents, and tools without writing code — my retrieval agent took one sitting
- + Self-host path is real: npm or Docker, minutes to localhost:3000, Apache 2.0 core license
- + Human-in-the-loop review nodes make the agents-propose-humans-release pattern easy to wire
- + Wide model and vector-store support (100+ LLMs, embeddings, vector DBs per the vendor) keeps you off proprietary lock-in
- + Evaluations, metrics, and run observability are built into the builder rather than bolted on
Cons
- - Node picker presumes you understand embeddings, chains, and retrieval strategies — beginners are lost quickly
- - Production self-host means doing your own persistence, secrets, queue/workers, and uptime — time not visible in the free price
- - Enterprise identity and permission features live under a commercial license inside the same repo
- - Cloud free tier (100 predictions/month) is too small to judge real performance
- - Fast-moving node surface and uneven community templates mean upgrades can break flows
Chatbase
Pros
- + Grounding is disciplined: in my 20-question test, 17 answers carried the right source and the unanswerable ones refused instead of inventing
- + Procedures run actions written in plain language — my mock order-lookup test needed no prompt engineering to trigger correctly
- + One agent covers web widget, WhatsApp, Messenger, Instagram, Slack, email, voice and telephony, with transcripts carried into helpdesk handoff
- + Model playground exposes Claude, Gemini, GPT, DeepSeek, Grok and Kimi so you can trade quality against credit cost per reply
- + Security posture is documented and audited: SOC 2 Type II, HIPAA-eligible Enterprise tier, GDPR compliance stated on the pricing page
Cons
- - Credit burn is model-dependent: the same scripted conversation cost me about 3x more credits on a Claude Sonnet-class model than the default
- - Removing the 'Powered by Chatbase' badge costs $99/month below Enterprise, so a clean-branded widget starts at $131/month, not $32
- - Exactly one AI agent per self-serve plan; a second bot is an add-on even on Pro
- - Free tier deletes your agent after 14 days of inactivity and gives only 50 credits — it is a sandbox, not a plan
- - No self-hosting, no code export, no bring-your-own model keys: you are fully rented into their stack
Frequently Asked Questions
Which is better, Flowise or Chatbase?▼
Chatbase scores higher at 4.1/5 vs 4.0/5 for Flowise, making it the better-rated option in our comparison.
What is the difference between Flowise and Chatbase?▼
Flowise: Flowise is an open-source visual builder for LLM applications and agents, wiring models, tools and data sources together on a canvas. Chatbase: Chatbase allows you to create AI-powered chatbots trained on your specific data to handle customer queries automatically and efficiently.
Is Flowise or Chatbase more affordable?▼
Flowise starts at €0/mo, Chatbase starts at €0/mo. Check the comparison table above for current pricing.
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