# Botpress vs langflow

| Attribute | Botpress | langflow |
|---|---|---|
| **vioscaleAI score** | 62.5 (53% (medium)) | 61.8 (79% (high)) |
| activity.commits_last_30d | - | 100 |
| adoption.dependent_repos | - | 11 |
| adoption.github_stars | - | 155,648 |
| content.faq | `[{"answer":"A development platform that enables teams to create chatbots using language models and visual tools, deployable across multiple communication channels with built-in team collaboration. It is indexed under Chatbots Support.","source":"https://botpress.com/pricing","question":"What is Botpress?","confidence":0.6},{"answer":"Botpress offers a free tier, so you can start without paying. Paid plans start at $150 per month. Prices are published openly on the vendor's own pricing page. Pricing changes often, so verify at source before relying on it.","source":"https://botpress.com/pricing","question":"Is Botpress free?","confidence":0.6},{"answer":"We have confirmed browser-based access to Botpress. That is the extent of what we could verify from public sources, so it may well offer desktop or mobile clients we have not indexed.","source":"https://botpress.com/pricing","question":"What platforms does Botpress support?","confidence":0.6},{"answer":"Yes. Botpress can be deployed cloud / SaaS and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://botpress.com/pricing","question":"Can Botpress be self-hosted?","confidence":0.6},{"answer":"We have confirmed 7 integrations for Botpress, including WhatsApp, Facebook Messenger, Telegram, Slack, Webflow, Zendesk and Web Chat. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://botpress.com/pricing","question":"What does Botpress integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, HIPAA and GDPR for Botpress. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Botpress not holding them. Always confirm compliance directly before you rely on it.","source":"https://botpress.com/pricing","question":"What security certifications does Botpress have?","confidence":0.6}]` | `[{"answer":"Langflow is an open-source Python framework designed for building AI agents and retrieval-augmented generation (RAG) applications. It provides a visual editor for designing workflows and integrates with major language models and vector databases. The framework includes built-in support for Model Context Protocol (MCP) servers, enabling rapid development and iteration of AI systems.","source":"http://www.langflow.org","question":"What is Langflow?","confidence":0.95},{"answer":"Langflow uses a freemium pricing model. The open-source version is free for self-hosted deployments, and there is also a free tier available on their managed cloud platform. No payment is required to begin development or deployment of your AI applications.","source":"http://www.langflow.org","question":"How much does Langflow cost?","confidence":0.95},{"answer":"Langflow supports multiple deployment approaches: you can host it yourself on your own infrastructure, use their managed cloud platform, or implement a hybrid setup combining both options. This flexibility allows you to choose the deployment model that best fits your organizational requirements.","source":"http://www.langflow.org","question":"How can I deploy Langflow?","confidence":1},{"answer":"Langflow integrates with major AI providers including Anthropic, OpenAI, Azure, and Google Cloud. It also connects with development tools like GitHub and Hugging Face, and supports services such as Slack, MongoDB, Mistral, Groq, and LangChain. The platform includes multiple pre-built integrations to extend functionality.","source":"http://www.langflow.org","question":"Which AI providers and services does Langflow integrate with?","confidence":0.98},{"answer":"Langflow offers both a web-based interface and command-line interface (CLI). The web interface includes a visual editor for designing and testing workflows without requiring code.","source":"http://www.langflow.org","question":"What interfaces does Langflow provide?","confidence":1},{"answer":"Langflow is built for developers and teams who need to quickly build, test, and deploy AI-powered agents and workflows. It serves both individual developers exploring AI capabilities and organizations requiring production-grade deployment options.","source":"http://www.langflow.org","question":"Who is Langflow designed for?","confidence":0.85},{"answer":"Yes, Langflow is open-source and can be self-hosted on your own infrastructure at no cost. This gives you complete control over deployment, data, and infrastructure while avoiding dependence on a third-party platform.","source":"http://www.langflow.org","question":"Can I run Langflow without the cloud platform?","confidence":0.95},{"answer":"Langflow offers both self-hosted and managed cloud deployment options, with the cloud platform providing enterprise-grade infrastructure. The combination of open-source flexibility and managed options makes it adaptable for organizations of various sizes.","source":"http://www.langflow.org","question":"Is Langflow suitable for enterprise deployment?","confidence":0.9}]` |
| deployment.options | `{"cloud":true,"self_hosted":true}` | `{"cloud":true,"self_hosted":true}` |
| description.long | A customer support platform that uses AI agents to automatically handle complex customer issues including refunds, account updates, and multi-step workflows, with built-in escalation to human agents when needed. | An open-source platform that simplifies building and deploying AI agents and workflow automation with a visual drag-and-drop interface. Supports multiple LLMs, vector databases, and integrations with built-in cloud deployment options. |
| features.capabilities | `{"iso_27001":false,"soc2_type_ii":true,"pricing_model":"tiered_subscription","architecture_model":"managed_cloud_saas","generative_ai_llm_answers":true,"rigid_decision_tree_flow_builder":true,"knowledge_base_scraping_ingestion":true,"transactional_api_actions_in_chat":true,"multilingual_real_time_translation":false,"omnichannel_whatsapp_sms_deployment":true,"mit_or_apache_permissive_oss_license":true,"embeddable_iframe_or_chat_widget_export":true,"seamless_human_agent_escalation_handoff":true,"slack_or_microsoft_teams_bot_deployment":true,"visual_drag_and_drop_node_canvas_builder":true,"zendesk_salesforce_help_desk_integration":true,"multi_model_selection_openai_anthropic_local":false,"custom_api_tool_calling_and_webhook_execution":true,"notion_google_drive_confluence_sync_connectors":false,"hallucination_guardrails_and_grounding_controls":false,"rag_knowledge_base_document_upload_and_chunking":true,"team_sharing_and_role_based_access_control_rbac":true,"agent_memory_and_persistent_conversation_threads":true}` | `{"pricing_model":"free_open_source","architecture_model":"open_source_self_hosted","mit_or_apache_permissive_oss_license":true,"visual_drag_and_drop_node_canvas_builder":true,"multi_model_selection_openai_anthropic_local":true,"custom_api_tool_calling_and_webhook_execution":true,"notion_google_drive_confluence_sync_connectors":true,"rag_knowledge_base_document_upload_and_chunking":true,"team_sharing_and_role_based_access_control_rbac":true,"agent_memory_and_persistent_conversation_threads":true}` |
| integrations.count | 6 | 14 |
| integrations.list | `[{"name":"WhatsApp"},{"name":"Facebook Messenger"},{"name":"Telegram"},{"name":"Slack"},{"name":"Webflow"},{"name":"Zendesk"},{"name":"Web Chat","native":true}]` | `[{"name":"LangSmith"},{"name":"LangFuse"},{"name":"Airbyte"},{"name":"Anthropic"},{"name":"Azure"},{"name":"Cassandra"},{"name":"Confluence"},{"name":"Couchbase"},{"name":"Google Cloud"},{"name":"Google Drive"},{"name":"Notion"},{"name":"OpenAI"},{"name":"Serp API"},{"name":"Slack"}]` |
| language.primary | - | Python |
| license.spdx | - | MIT |
| market.availability | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"web":true}` | `{"cli":true,"mac":true,"web":true,"linux":true,"windows":true}` |
| pricing | `{"type":"subscription","plans":[{"free":true,"name":"Free","summary":"Free","features":["100 conversations/mo","3 AI agents","Help Center","Community support"],"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"contactSales":false,"includedLimits":{"ai_agents":"3","conversations":"100/mo"}},{"free":false,"name":"Plus","summary":"$150/mo billed annually","features":["250 conversations/mo included","Packs of 100 conversations for $65","Unlimited AI agents","Remove Botpress branding","Help Center with custom domain","Technical support via live chat"],"minSeats":3,"commitment":"annual","components":[{"kind":"fixed","amount":150,"period":"month","currency":"USD"}],"contactSales":false,"includedLimits":{"conversations":"250/mo"}},{"free":false,"name":"Team","summary":"$750/mo","features":["1,500 conversations/mo included","Unlimited seats","Teams, routing & RBAC","Team analytics","Real-time collaboration","Custom storage","Uptime SLA","Direct support access"],"components":[{"kind":"fixed","amount":750,"period":"month","currency":"USD"}],"contactSales":true,"includedLimits":{"conversations":"1,500/mo"}}],"addOns":[{"name":"Storage add-on","components":[{"kind":"fixed","amount":40,"period":"month","currency":"USD"}]}],"summary":"From free to $750+/mo. Conversation-based pricing with auto-recharge on overage.","currency":"USD","freeTier":true,"sourceUrl":"https://botpress.com/pricing","retrievedAt":"2026-10-07T15:23:56.637Z","startingPrice":{"amount":150,"period":"month","currency":"USD"},"billingPeriods":["month","year"]}` | `{"type":"hybrid","plans":[{"free":true,"name":"Open Source","description":"Self-hosted deployment"},{"free":true,"name":"Cloud","description":"Free enterprise-grade cloud platform for deployment"}],"summary":"Free open-source + free cloud tier","freeTier":true,"sourceUrl":"http://www.langflow.org","retrievedAt":"2026-07-31T10:23:06.793Z"}` |
| pricing.free_tier | yes | yes |
| pricing.model | freemium | open_source |
| pricing.price_level | high | free |
| pricing.starting_price | `{"amount":150,"currency":"USD"}` | - |
| pricing.transparent | yes | yes |
| release.cadence_days | - | 6 |
| release.history | - | `[{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.12.6","date":"2026-10-13T16:29:12Z","type":"stable","version":"v1.12.6"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.12.5","date":"2026-10-06T20:09:17Z","type":"stable","version":"v1.12.5"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.12.4","date":"2026-09-29T20:14:34Z","type":"stable","version":"v1.12.4"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.12.3","date":"2026-09-22T21:22:32Z","type":"stable","version":"v1.12.3"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.12.2","date":"2026-09-16T00:53:27Z","type":"stable","version":"v1.12.2"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.12.1","date":"2026-09-08T23:25:58Z","type":"stable","version":"v1.12.1"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.12.0","date":"2026-09-01T21:16:20Z","type":"stable","version":"v1.12.0"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.11.6","date":"2026-09-01T02:21:38Z","type":"stable","version":"v1.11.6"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.11.5","date":"2026-08-25T15:35:11Z","type":"stable","version":"v1.11.5"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.11.4","date":"2026-08-19T00:01:21Z","type":"stable","version":"v1.11.4"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.11.3","date":"2026-08-11T23:14:46Z","type":"stable","version":"v1.11.3"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.11.2","date":"2026-08-04T17:30:50Z","type":"stable","version":"v1.11.2"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.11.1","date":"2026-07-28T21:44:22Z","type":"stable","version":"v1.11.1"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.10.3","date":"2026-07-23T16:08:25Z","type":"stable","version":"v1.10.3"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.11.0","date":"2026-07-23T01:58:39Z","type":"stable","version":"v1.11.0"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.10.2","date":"2026-07-07T20:40:40Z","type":"stable","version":"v1.10.2"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.10.1","date":"2026-06-23T23:49:37Z","type":"stable","version":"v1.10.1"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.10.0","date":"2026-06-09T18:47:59Z","type":"stable","version":"v1.10.0"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.9.6","date":"2026-06-02T16:34:50Z","type":"stable","version":"v1.9.6"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.9.5","date":"2026-05-29T14:25:27Z","type":"stable","version":"v1.9.5"}]` |
| security.certifications | `[{"name":"SOC 2 Type II","level":"Type II","status":"active","auditor":"KPMG"}]` | - |
| security.gdpr | yes | - |
| security.hipaa | yes | - |
| security.soc2 | yes | - |
| security.vulnerabilities | - | `{"count":47,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=langflow&per_page=100","last_12m":40,"max_severity":"CRITICAL"}` |

## Capabilities (No Code Agent Builders)

| Capability | Botpress | langflow |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Architecture model | Managed cloud saas | Open source self hosted |
| Rag knowledge base document upload and chunking | ✓ | ✓ |
| Notion google drive confluence sync connectors | ✗ | ✓ |
| Visual drag and drop node canvas builder | ✓ | ✓ |
| Multi model selection openai anthropic local | ✗ | ✓ |
| Custom API tool calling and webhook execution | ✓ | ✓ |
| Team sharing and role based access control RBAC | ✓ | ✓ |
| Embeddable iframe or chat widget export | ✓ | - |
| Agent memory and persistent conversation threads | ✓ | ✓ |
| Slack or microsoft teams bot deployment | ✓ | - |
| SOC2 type ii | ✓ | - |
| Mit or apache permissive oss license | ✓ | ✓ |
| Pricing model | tiered_subscription | Free open source |

*Source: vioscaleAI. Generated 2026-10-16T19:15:09.162Z. "-" = undocumented, not absent.*