LangGraph vs Chatbase vs ChatNode vs Langflow

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

Your tool
LangGraph
vs
Competitor 1
Chatbase
Competitor 2
ChatNode
Competitor 3
Langflow
Compare
4 tools · best value per row highlighted
Your tool LangGraph
langchain.com
LangGraph is an open-source agent runtime and low-level orchestration framework for building AI agents that behave reliably on complex tasks.
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Competitor Chatbase
chatbase.co
Train chatbots on your content
Make main Remove
Competitor ChatNode
chatnode.ai
ChatNode builds AI customer service agents that handle support queries and execute actions through API calls
Make main Remove
Competitor Langflow
langflow.org
Drag and drop AI
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
—
402.2Kvisits/mo
7.9Kvisits/mo
215.3Kvisits/mo
MoM change
—
▲ 2.0%
▼ 56.0%
▼ 0.7%
6-month growth
—
-12.4%
-13.9%
-4.9%
Global rank web
—
#84,220
#1,061,283
#217,191
Avg. last 3 months
—
412.6K
12.2K
225.2K
Bounce rate lower is better
—
44%
39%
44%
Pages / visit
—
6.9
4.9
2.2
Visit duration
—
4m 34s
2m 20s
1m 04s
Traffic sources
—
● Direct 81% · ● Referral 15%
● Direct 97% · ● Mail 3%
● Direct 76% · ● Referral 24%
LangGraphChatbaseChatNodeLangflow
0147.7K295.3K443K590.6KChatbase · 590.6KChatbase · 583.4KChatbase · 309.5KChatbase · 281.8KChatbase · 459KChatbase · 473.7KChatbase · 444.7KChatbase · 441.2KChatbase · 394.5KChatbase · 402.2KChatNode · 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 · 215.3K1K10K100K1MChatbase · 590.6KChatbase · 583.4KChatbase · 309.5KChatbase · 281.8KChatbase · 459KChatbase · 473.7KChatbase · 444.7KChatbase · 441.2KChatbase · 394.5KChatbase · 402.2KChatNode · 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 · 215.3KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Free Trial
Free
Starting price
$39per month · free tier available
$40per month · free tier available
$35per month
Free
Free tier
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Free trial
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–
API access
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Plans
Developer FreePlus $39/moEnterprise Custom
Free FreeHobby $40/moStandard $150/moPro $500/mo+1 more
Lite $35/moStandard $89/moScale $377/moEnterprise Custom
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Capabilities input → output
Input
Code
DocumentsTextWeb pages
DocumentsTextWeb pages
Text
Output
Apps
AppsText
Apps
Apps
Skill level
Advanced
Intermediate
Intermediate
Advanced
Categories
Development & CodeProductivity & OfficeAI AgentAI Developer Tools
Business & MarketingChatbots & CompanionsAI ChatbotAI Customer Service+1 more
Business & MarketingChatbots & CompanionsProductivity & OfficeAI Agent+2 more
Chatbots & CompanionsDevelopment & CodeProductivity & OfficeAI Agent+3 more
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
8
10
9
9
Agents
Chatbots
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Customer support
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–
Customer support chatbot
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Agent creation
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No-code
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Chatbot building
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Developer tools
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–
Workflows
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Chatbot integration
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–
LLM development
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–
Website to chatbot
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–
Agent memory
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–
–
Customer support automation
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–
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Development
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–
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Knowledge bases
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–
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Shopify customer support
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–
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APIs
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–
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Agent collaboration
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–
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Sales
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–
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Self hosted
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–
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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
–
–
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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.