Voiceflow vs Chatbase
A detailed comparison to help you choose between Voiceflow and Chatbase.
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Verdict: Chatbase wins
Chatbase scores 4.1/5, edging out Voiceflow at 3.9/5. 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.
Voiceflow Build AI agents and chatbots without code | Chatbase Create custom AI chatbots from your data | |
|---|---|---|
| Rating | 3.9 (1 review) | 4.1 (1 review) |
| Pricing Model | freemium | freemium |
| Starting Price | Free tier available | Free tier available |
| Best For | CX and product teams shipping production support agents in chat and voice who need visual design, multi-environment deployment and any-LLM orchestration — and who are comfortable with credit-based, partly quote-driven pricing. | 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 | free tierno codeteam features | api accessfree tierno code |
| Visit Voiceflow → | Visit Chatbase → |
Voiceflow
Pros
- + Canvas debugging is excellent — turn-by-turn block and variable visibility cut my iteration loop materially versus webhook testing
- + Production-shaped platform: development → staging → production environments, observability and resolution analytics built in
- + Model-agnostic LLM steps with Business-tier fallback models — no lock-in to one provider
- + Covers both chat and voice telephony in one pipeline, with one phone number per workspace included
- + Agency features (multi-client workspaces, white-labelling, client handoff) are first-class, not add-ons
Cons
- - Public price list removed — the site is quote/calculation-driven and pricing only appears inside the dashboard after signup
- - Free plan is a one-time credit grant that does not renew (per official billing docs) — a trial, not a tier
- - Four-variable bills: plan fee, editor seats, phone numbers and concurrent-call caps, all on top of credit usage
- - Voice burns credits roughly ten times faster than chat per third-party cost breakdowns — pilots get expensive quietly
- - Overkill for simple bots, and reported Pro/Business prices ($60/$150 per editor) are unconfirmed by the vendor today
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, Voiceflow or Chatbase?▼
Chatbase scores higher at 4.1/5 vs 3.9/5 for Voiceflow, making it the better-rated option in our comparison.
What is the difference between Voiceflow and Chatbase?▼
Voiceflow: Voiceflow is a platform for building, launching and managing chat and voice AI agents for customer support and customer experience teams, without heavy coding. Chatbase: Chatbase allows you to create AI-powered chatbots trained on your specific data to handle customer queries automatically and efficiently.
Is Voiceflow or Chatbase more affordable?▼
Voiceflow starts at €0/mo, Chatbase starts at €0/mo. Check the comparison table above for current pricing.
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