ChatNode vs Langflow vs Defapi vs Botpress

Which one fits you in 2026? Traffic, pricing, input → output, tasks and community side by side.

Your tool
ChatNode
vs
Competitor 1
Langflow
Competitor 2
DDefapi
Competitor 3
Botpress
Compare
4 tools · best value per row highlighted
Your tool ChatNode
chatnode.ai
ChatNode builds AI customer service agents that handle support queries and execute actions through API calls
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Competitor Langflow
langflow.org
Drag and drop AI
Make main Remove
Competitor DDefapi
defapi.org
You know how managing multiple AI provider integrations usually means maintaining separate codebases for each vendor
Make main Remove
Competitor Botpress
botpress.com
Build AI chatbots for business
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
7.9Kvisits/mo
215.3Kvisits/mo
2.4Kvisits/mo
359.8Kvisits/mo
MoM change
▼ 56.0%
▼ 0.7%
▼ 42.6%
▼ 5.1%
6-month growth
-13.9%
-4.9%
-86.2%
-17.4%
Global rank web
#1,061,283
#217,191
#4,650,820
#153,242
Avg. last 3 months
12.2K
225.2K
4.8K
371.2K
Bounce rate lower is better
39%
44%
36%
51%
Pages / visit
4.9
2.2
1.4
1.8
Visit duration
2m 20s
1m 04s
7s
33s
Traffic sources
● Direct 97% · ● Mail 3%
● Direct 76% · ● Referral 24%
—
● Direct 86% · ● Referral 14%
ChatNodeLangflowDefapiBotpress
0156.6K313.2K469.8K626.4KChatNode · 11.7KChatNode · 6.7KChatNode · 10KChatNode · 9.2KChatNode · 4.6KChatNode · 10.4KChatNode · 10.6KChatNode · 18KChatNode · 7.9KLangflow · 295.3KLangflow · 247KLangflow · 269.8KLangflow · 226.5KLangflow · 239.5KLangflow · 229.4KLangflow · 243.6KLangflow · 216.8KLangflow · 215.3KDefapi · 11.1KDefapi · 13KDefapi · 12.4KDefapi · 17.7KDefapi · 9.4KDefapi · 6.2KDefapi · 7.6KDefapi · 4.2KDefapi · 2.4KBotpress · 540.9KBotpress · 598.6KBotpress · 626.4KBotpress · 435.4KBotpress · 399.7KBotpress · 355.6KBotpress · 374.4KBotpress · 379.3KBotpress · 359.8K1K10K100K1MChatNode · 11.7KChatNode · 6.7KChatNode · 10KChatNode · 9.2KChatNode · 4.6KChatNode · 10.4KChatNode · 10.6KChatNode · 18KChatNode · 7.9KLangflow · 295.3KLangflow · 247KLangflow · 269.8KLangflow · 226.5KLangflow · 239.5KLangflow · 229.4KLangflow · 243.6KLangflow · 216.8KLangflow · 215.3KDefapi · 11.1KDefapi · 13KDefapi · 12.4KDefapi · 17.7KDefapi · 9.4KDefapi · 6.2KDefapi · 7.6KDefapi · 4.2KDefapi · 2.4KBotpress · 540.9KBotpress · 598.6KBotpress · 626.4KBotpress · 435.4KBotpress · 399.7KBotpress · 355.6KBotpress · 374.4KBotpress · 379.3KBotpress · 359.8KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Free Trial
Free
Paid
Freemium
Starting price
$35per month
Free
—
Free tier
Free tier
–
–
Free trial
–
–
API access
–
Plans
Lite $35/moStandard $89/moScale $377/moEnterprise Custom
—
Gemini 3.1 Pro Preview $1/$6/per requestClaude Sonnet 4.6 $1.5/$7.5/per requestClaude Opus 4.6 $2.5/$12.5/per requestSora 2 Stable $0.175+/per request+2 more
Botpress Pricing $25/mo
Capabilities input → output
Input
DocumentsTextWeb pages
Text
AudioImagesText
DocumentsText
Output
Apps
Apps
AudioImagesText
Apps
Skill level
Intermediate
Advanced
Advanced
Intermediate
Categories
Business & MarketingChatbots & CompanionsProductivity & OfficeAI Agent+2 more
Chatbots & CompanionsDevelopment & CodeProductivity & OfficeAI Agent+3 more
Development & CodeAI API
Business & MarketingChatbots & CompanionsProductivity & OfficeAI Agent+2 more
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
9
9
4
8
Agents
–
Chatbots
–
Customer support
–
–
Customer support chatbot
–
–
No-code
–
–
APIs
–
–
Agent creation
–
–
Chatbot building
–
–
Chatbot integration
–
–
API integrations
–
–
–
API management
–
–
–
Customer support automation
–
–
–
Developer tools
–
–
–
Development
–
–
–
Knowledge bases
–
–
–
LLM development
–
–
–
Website to chatbot
–
–
–
Workflows
–
–
–
API security
–
–
–
Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 0
▲ 1
Saves
0
0
0
0
Reviews
0
0
0
0
Prompts
0
0
0
0
Verified listing
–
–
–
–

Traffic figures are third-party estimates for the tool's own domain; tools sharing a domain with a bigger product are not counted. Pricing is captured from each tool's site and may lag.