ChatNode vs Langflow vs Defapi vs Chatbase

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
Chatbase
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
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Competitor Chatbase
chatbase.co
Train chatbots on your content
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Traffic estimated monthly website traffic
Monthly visits
7.9Kvisits/mo
215.3Kvisits/mo
2.4Kvisits/mo
402.2Kvisits/mo
MoM change
▼ 56.0%
▼ 0.7%
▼ 42.6%
▲ 2.0%
6-month growth
-13.9%
-4.9%
-86.2%
-12.4%
Global rank web
#1,061,283
#217,191
#4,650,820
#84,220
Avg. last 3 months
12.2K
225.2K
4.8K
412.6K
Bounce rate lower is better
39%
44%
36%
44%
Pages / visit
4.9
2.2
1.4
6.9
Visit duration
2m 20s
1m 04s
7s
4m 34s
Traffic sources
● Direct 97% · ● Mail 3%
● Direct 76% · ● Referral 24%
—
● Direct 81% · ● Referral 15%
ChatNodeLangflowDefapiChatbase
0147.7K295.3K443K590.6KChatNode · 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 · 2.4KChatbase · 590.6KChatbase · 583.4KChatbase · 309.5KChatbase · 281.8KChatbase · 459KChatbase · 473.7KChatbase · 444.7KChatbase · 441.2KChatbase · 394.5KChatbase · 402.2K1K10K100K1MChatNode · 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 · 2.4KChatbase · 590.6KChatbase · 583.4KChatbase · 309.5KChatbase · 281.8KChatbase · 459KChatbase · 473.7KChatbase · 444.7KChatbase · 441.2KChatbase · 394.5KChatbase · 402.2KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Free Trial
Free
Paid
Freemium
Starting price
$35per month
Free
—
$40per month · free tier available
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
Free FreeHobby $40/moStandard $150/moPro $500/mo+1 more
Capabilities input → output
Input
Web pagesTextDocuments
Text
AudioImagesText
DocumentsWeb pagesText
Output
Apps
Apps
AudioImagesText
TextApps
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 & CompanionsAI ChatbotAI Customer Service+1 more
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
9
9
4
10
Agents
–
Chatbots
–
Customer support
–
–
Customer support chatbot
–
–
No-code
–
–
APIs
–
–
Chatbot building
–
–
Chatbot integration
–
–
Website to chatbot
–
–
API integrations
–
–
–
API management
–
–
–
Agent creation
–
–
–
Customer support automation
–
–
–
Developer tools
–
–
–
Development
–
–
–
Knowledge bases
–
–
–
LLM development
–
–
–
Shopify customer support
–
–
–
Workflows
–
–
–
API security
–
–
–
Sales
–
–
–
Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 0
▲ 0
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.