Marvin compared Botpress, Voiceflow, and Lindy across setup effort, developer control, customization depth, and workflow automation to show which AI agent platform fits different teams.


I kept seeing the same two names come up whenever a support team wanted a bot to handle repetitive customer questions: Botpress and Voiceflow. Botpress is a developer-first platform with a built-in database and code-level control. Voiceflow is a visual canvas built for product and CX teams who ship bots without engineering help.
I went in skeptical and built the same bot on both: a simple order-status lookup that pulls a customer’s order details and answers delivery questions. I tested each platform across the builder, the AI, channels, integrations, and security.
Voiceflow is the better pick for most support and CX teams because non-technical builders can design, test, and launch chat and voice bots on their own. Botpress is the better pick for developer teams that want code-level control, built-in data storage, and AI usage bundled into the plan price.
To compare other bot platforms, this list of Botpress alternatives and this guide to Voiceflow alternatives cover where each tool fits and where it falls short.

Botpress is a platform for building AI support bots that answer customers and complete tasks. It is now described as an AI-native customer support platform. A team can build a bot in a visual editor, describe it in natural language through Botpress Viber, or add custom code when a task needs more control.
The bot answers from company content and can take actions such as issuing refunds or updating accounts. Botpress also sells Botpress Desk, a help desk that runs on its own or connects to Zendesk and Intercom. Botpress is designed for support teams and developers who want close control over how a bot reasons and acts.

Tables gave Botpress an edge over Voiceflow in my testing. A bot saved an order number in one session, and it read that record back when the same user returned. Most chat builders treat each conversation as new, so this memory made the bot feel closer to a support system.
The handoff was also stronger than I expected. When the bot escalated a ticket, the human agent saw the full history and the troubleshooting steps that had already been attempted. The agent could pick up from there, and the customer was never asked to explain the issue again.
The learning curve is steep for anyone outside engineering. Agent Studio is visual, but useful bots still depend on API calls, custom code, and careful rules for the Autonomous Engine. A small team without a developer should expect slow progress after the first simple bot.
Voice support is a clear gap for most buyers, as it is available only on the Enterprise plan. Self-hosting also carries less weight than older reviews suggest, because v12 has not been updated since April 2025.
Botpress automatically adds a pack of 100 conversations once a plan reaches 95% of its quota, at $65 on Plus or $50 on Team. This cannot be switched off, so budget-conscious teams should track usage closely. Unused conversations in a pack expire at month-end. AI usage credit grants work differently: unused AI spend carries over for up to 12 months.
Botpress prices every plan per workspace, with no per-seat charge. The Free plan includes 100 conversations, 3 seats, and 3 bots each month. Plus is $189/month with 250 conversations and unlimited AI agents. Team is $939/month with 1,500 conversations and unlimited seats. Enterprise pricing is custom and adds dedicated support, an uptime SLA, and the voice channel.

Voiceflow is a cloud platform for building chat and voice bots for customer support. Teams design each bot on a shared visual canvas, mixing AI-led conversations with fixed, step-by-step flows. The bot answers questions from a knowledge base and integrates with tools like Zendesk, Salesforce, and Shopify. One build can run on a website, in an app, or on a phone line.
Voiceflow is designed for product, design, and CX teams that build bots together.

Environments were the clearest difference from Botpress. I made changes in a development version, ran tests, and pushed them to production only after they passed. The A/B split let me send part of the traffic to a new version and compare results before a full rollout.
Voice support was also easier to reach. The workspace came with a phone number, and the same bot that answered website chats took calls without a separate telephony setup. On Botpress, the voice channel is available on the Enterprise plan.
Pricing is hard to plan around. The public pricing page lists no prices, so plan costs are only shown after sign-up or during a sales demo. Usage is billed in credits for AI replies and phone calls, and each plan caps the number of concurrent calls unless a team buys an add-on.
Teams with strict data rules have fewer options. Voiceflow has no open-source or self-hosted version, and private cloud hosting is limited to Enterprise. SMS is still in beta, so text support is less mature than chat and voice.
Voiceflow does not list prices on its pricing page. The page shows two options. Agencies and partners get a free trial with no credit card and pay based on usage. Businesses book a demo to get a price. Voiceflow's billing docs name four plans: Free for testing, Pro for single builders, Business for growing teams, and Enterprise with SSO and private cloud hosting.
Botpress and Voiceflow both build AI support bots, but they lean in different directions. Botpress gives developers more control over logic, data, and AI costs. Voiceflow is stronger on voice and team design work.
Both tools have a visual editor, so the real split is who finishes the bot. A product manager can build a Voiceflow bot that handles refunds, lookups, and edge cases. The same bot on Botpress usually needs a developer to finish the logic with JavaScript and API calls. With a developer on the team, Botpress offers more control. Without one, that extra control goes unused.
Winner: Voiceflow for product and CX teams without much engineering help. Botpress for developers who want full control over how the bot behaves.
Both tools let teams choose major LLMs or bring their own model, so the split is cost and uptime. Botpress bundles AI usage into each paid plan up to a set amount, which makes the monthly bill easier to forecast. Voiceflow draws every AI reply and call from a credit balance, so costs grow with traffic. In return, its Business plan adds fallback models that keep the bot answering if one provider goes down.
Winner: Botpress for teams that want AI usage bundled into the plan price. Voiceflow for teams that cannot afford downtime from a single model provider.
The split here is voice. On Voiceflow, a team can test a phone bot on day one with the number included in each workspace. On Botpress, phone support requires an Enterprise contract and a sales call. For teams that only need chat channels, both tools deploy from a single build.
Winner: Voiceflow. Any team that needs a phone bot can start right away, while Botpress keeps voice behind Enterprise pricing.
The split depends on where tickets and orders already live. A team that wants to keep Zendesk or Intercom can place Botpress Desk on top through OAuth, with nothing to migrate. An online store gets more from Voiceflow, because its native Shopify tool lets the bot look up orders and delivery status on its own. Both tools accept custom API connections for anything else.
Winner: Voiceflow for e-commerce teams and wider native coverage. Botpress for support teams that want to keep their current helpdesk.
The split is between certifications and hosting control. Both list SOC 2 Type II, GDPR, and HIPAA-eligible with a signed BAA. Voiceflow adds ISO 27001, and Botpress adds CCPA and DORA. On Enterprise, Botpress lets teams set custom data retention and residency policies.
Self-hosting exists only through Botpress's older open-source v12, which has not been updated since April 2025 and lacks the Autonomous Engine, Tables, and Botpress Desk.
Winner: Close to a tie on certifications. Voiceflow if you need ISO 27001 or private cloud hosting. Botpress only if self-hosting is a hard requirement and the v12 trade-offs are acceptable.
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Botpress lists every plan price on its website, while Voiceflow doesn't publish prices, so teams only see them after signing up or booking a demo.
If a five-person support team used Botpress for a website chatbot that handles 2,000 conversations a month, it would cost roughly $1,239/month. The Plus plan allows only 3 seats, so the team would need the Team plan at $939/month. The extra 500 conversations add six packs at $50 each.
If the same team used Voiceflow, the bill would combine the plan fee, extra editor seats, and credits for 2,000 conversations. Voiceflow does not publish these numbers, so you’ll need to sign up or book a demo to get an exact figure.
Botpress reviews focus on flexibility and channel integrations, and the most common complaints are about the learning curve and documentation. Voiceflow reviews focus on how easy the builder is to use, and the complaints center on credits, pricing, and missing integrations.

Botpress has 4.5/5 from 514 reviews on G2, which is more than four times Voiceflow's review count. That volume makes the score more stable, since it reflects a wider range of use cases and team sizes. Most users compliment Botpress for its ease of use, flexible flows, and simple integrations with WhatsApp and Slack. Several reviewers say they built a working bot in a day or two without writing code.
The most common complaint is a steep learning curve once a bot moves past the basics. Reviewers also point to thin documentation, weak tools for managing live conversations, and AI usage costs that are hard to predict.

Voiceflow has 4.5/5 from 115 reviews on G2. Users praise its no-code builder, easy integrations, and responsive support team. Many reviewers are agencies that use Voiceflow to build bots for several clients.
Complaints center on usage limits tied to AI credits and pricing that feels high as the team grows. Some reviewers want more native integrations, especially for social channels, and a few say the voice quality trails tools built only for phone calls. A small number of European users also note the lack of EU hosting.
Botpress is the better choice when developers build and own the bot, and Voiceflow is the better choice when product and CX teams need to launch one without heavy engineering help. Botpress gives engineers code-level control, a built-in database, and AI costs bundled into the plan price. Voiceflow pairs a shared visual canvas with strong voice support.
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Lindy is better than Botpress or Voiceflow when your team needs AI for its own daily work. For a bot that talks to customers, Botpress and Voiceflow are two of the strongest options. Both focus on the conversation between a customer and your bot. Neither one handles the internal work around it, such as inbox triage, meeting notes, follow-ups, or CRM updates.

Lindy is an AI teammate that works for your team across Slack, iMessage, Gmail, and your meetings. Lindy connects to over 1,000 tools, including Gmail, Slack, HubSpot, Salesforce, Google Calendar, and Zoom. @mention Lindy in Slack with what you need, and it handles the task across your tools.
Here is what that looks like in practice:
Lindy has a free plan, and paid plans start at $49.99/month per user.
Voiceflow is better than Botpress for teams without developers. Bots are designed on a no-code canvas, and a phone number is included with every workspace, allowing voice bots to be launched without an Enterprise contract. For internal team work like inbox triage, meeting notes, and CRM updates, Lindy, an AI teammate, is the better pick.
Botpress, Fin, and Kore.ai are Voiceflow's main competitors. Botpress is chosen by developer teams that want code-level control. Fin is used by support teams already running Intercom. Kore.ai is picked by large enterprises with complex contact centers.
Yes. Botpress has a Free plan, which includes 100 conversations, 3 seats, and 3 AI agents. No top-ups or overages are allowed on this plan. Paid plans start at $189/month for Plus, which includes 250 conversations and $25 of AI usage. Most production support bots are moved to a paid plan.
Yes. Voiceflow offers a Free plan with a one-time credit for testing. The credits do not renew, so the plan is not meant for live bots. Agencies and partners also get a free trial with no credit card. Prices for the paid Pro, Business, and Enterprise plans are shown only after sign-up or a demo.
Voiceflow is easier to use than Botpress for non-technical teams. Bots are built on a no-code canvas, and changes are tested in separate development and staging versions before launch. Botpress also has a visual editor, but most useful Botpress bots are finished with custom code and API calls, so a developer is usually needed.
Yes. Botpress v12 is open source and can be self-hosted, but it has not been updated since April 2025. The current product, Botpress Cloud, is a hosted platform, and its newer AI features are missing from v12. Most teams use Botpress Cloud instead, which includes the Autonomous Engine, Tables, and Botpress Desk.
Yes. Voiceflow handles inbound phone calls with the number included in each workspace. More numbers can be added for a fee. Outbound calls run through Twilio, Vonage, or Telnyx. The same bot can answer website chats and phone calls from a single build. Each plan caps the number of calls that can run at once, and you can add higher limits as an add-on.
