AI SUPPORTSOFTWAREBrowse 30 tools 
Side-by-side comparison
Compare audience fit, channels, integrations, knowledge sources, public pricing information, and operational considerations.
Both products appear in ai support agents and agent builders. That overlap gives you a starting point; it does not mean the products cover the same channels, workflows, or deployment model.
No-code AI customer-experience agents trained on company content and deployable to support channels.
Startups, agencies and support teams seeking a fast website chatbot with analytics and team controls.
Explore its buying criteria: AI support agents · Knowledge-base chatbots · Agent builders.
Full Chatbase profile and vendor sources · Checked 2026-09-02
Collaborative platform for designing, testing and deploying chat and voice AI agents for customer experience.
CX, product and design teams that need collaborative agent design, testing and channel deployment.
Explore its buying criteria: AI support agents · Voice and contact-center AI · Agent builders.
Full Voiceflow profile and vendor sources · Checked 2026-09-02
The table below preserves each vendor’s scope and qualifiers. An unlisted feature is unverified here; it is not a claim that the feature is unavailable.
Before you decide
Chatbase: Subscription with monthly message-credit and member allowances. Standard adds voice, telephony, helpdesk and API access. Auto-recharge is $40 per 1,000 message credits; extra agents cost $25/month and branding removal $99/month. Model choice affects credit use. Voiceflow: Usage-based billing for agency and partner workspaces; business pricing depends on deployment scope and self-serve or managed implementation. Ask for current plan, usage, collaborator and telephony charges before budgeting. Ask both vendors to quote the same expected workload, required channels, and implementation scope. Include required subscriptions and usage charges before comparing the total; the listed starting prices alone may cover different work.
The recorded sources for Chatbase include URLs; sitemaps; PDFs; documents; tickets. For Voiceflow, they include websites; documents; knowledge bases; APIs; structured data. Ask each vendor to demonstrate ingestion or live access for the exact system you use, with permissions and refresh behavior. A source missing from this directory is not proof that a vendor cannot support it.
Use the same sample of real support requests, approved knowledge, and escalation rules in both pilots. Can it cite or restrict answers to approved knowledge? What happens when the agent is uncertain? Which actions can it complete beyond answering? Record answer quality, completed tasks, human handoffs, and total cost in the buyer worksheet. Check these specific cautions before launch: Chatbase: Credits, custom-domain, branding and advanced features can be add-ons; model total cost at volume. Voiceflow: Credits and external telephony/model charges apply; confirm included editors and production limits.
Record your requirements and pilot results in the buyer worksheet →
On a small screen, swipe the table to compare both products.
| Criterion | Chatbase | Voiceflow |
|---|---|---|
| Best fit | Startups, agencies and support teams seeking a fast website chatbot with analytics and team controls. | CX, product and design teams that need collaborative agent design, testing and channel deployment. |
| Key capabilities | multi-agent setup, source suggestions, analytics, ticket sources, API/embed, human handoff | visual conversation design, knowledge base, voice and chat, simulations, analytics, team collaboration |
| Company sizes | small, mid-market, agency | small, mid-market, enterprise, agency |
| Channels | website widget, API, Slack, WhatsApp/other channels vary | web chat, voice, phone, API, custom interfaces |
| Integrations | Slack, Zendesk/ticket sources, webhooks, APIs | Twilio, Vonage, Salesforce, Zendesk, APIs/webhooks |
| Knowledge sources | URLs, sitemaps, PDFs, documents, tickets | websites, documents, knowledge bases, APIs, structured data |
| Pricing model | Subscription with monthly message-credit and member allowances. Standard adds voice, telephony, helpdesk and API access. Auto-recharge is $40 per 1,000 message credits; extra agents cost $25/month and branding removal $99/month. Model choice affects credit use. | Usage-based billing for agency and partner workspaces; business pricing depends on deployment scope and self-serve or managed implementation. Ask for current plan, usage, collaborator and telephony charges before budgeting. |
| Pricing summary | Free plan; Hobby $40/month (700 message credits), Standard $150/month (4,000), Pro $500/month (15,000), billed monthly in USD. Enterprise is custom-priced. | No current public monthly rate. Agency and partner users can start a free trial; business deployments require a pricing discussion. A managed enterprise deployment is likely to require a higher budget than a self-serve chatbot; confirm with a quote. |
| Free plan or trial | Free plan with 50 message credits/month and 1 member; free agents are deleted after 14 days of inactivity. Paid plans offer a 7-day trial. | Free trial for agencies and partners, with no credit card required; business demos available. |
| Differentiator | Self-serve agent creation with support-oriented source ingestion and analytics. | Strong collaborative design/testing workflow for both chat and voice agents. |
| Considerations | Credits, custom-domain, branding and advanced features can be add-ons; model total cost at volume. | Credits and external telephony/model charges apply; confirm included editors and production limits. |
Startups, agencies and support teams seeking a fast website chatbot with analytics and team controls.
Self-serve agent creation with support-oriented source ingestion and analytics.
CX, product and design teams that need collaborative agent design, testing and channel deployment.
Strong collaborative design/testing workflow for both chat and voice agents.
Verify current pricing, limits, security, and required integrations directly with each vendor before purchasing.