ChatBotKit vs ChatNode vs Langflow vs Yellow

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

Your tool
ChatBotKit
vs
Competitor 1
ChatNode
Competitor 2
Langflow
Competitor 3
Yellow
Compare
4 tools · best value per row highlighted
Your tool ChatBotKit
chatbotkit.com
ChatBotKit deploys your bot to WhatsApp and lets you spin up a custom agent with file-based task management and branded widgets
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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
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Competitor Yellow
yellow.ai
Yellow.ai is an enterprise platform for building AI agents that handle customer and employee conversations.
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
35.4Kvisits/mo
7.9Kvisits/mo
215.3Kvisits/mo
—
MoM change
▼ 12.0%
▼ 56.0%
▼ 0.7%
—
6-month growth
-20.6%
-13.9%
-4.9%
—
Global rank web
#829,241
#1,061,283
#217,191
—
Avg. last 3 months
42.7K
12.2K
225.2K
—
Bounce rate lower is better
40%
39%
44%
—
Pages / visit
1.8
4.9
2.2
—
Visit duration
10s
2m 20s
1m 04s
—
Traffic sources
—
● Direct 97% · ● Mail 3%
● Direct 76% · ● Referral 24%
—
ChatBotKitChatNodeLangflowYellow
073.8K147.7K221.5K295.3KChatBotKit · 37.5KChatBotKit · 41.5KChatBotKit · 42.7KChatBotKit · 34.7KChatBotKit · 44.6KChatBotKit · 77.7KChatBotKit · 58.9KChatBotKit · 52.3KChatBotKit · 40.2KChatBotKit · 35.4KChatNode · 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 · 215.3K1K10K100K1MChatBotKit · 37.5KChatBotKit · 41.5KChatBotKit · 42.7KChatBotKit · 34.7KChatBotKit · 44.6KChatBotKit · 77.7KChatBotKit · 58.9KChatBotKit · 52.3KChatBotKit · 40.2KChatBotKit · 35.4KChatNode · 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 · 215.3KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Free Trial
Free
Free
Starting price
$25per month · free tier available
$35per month
Free
Free
Free tier
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Free trial
–
–
API access
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Plans
Basic $25/moPro $65/moScale $365/moEnterprise Custom
Lite $35/moStandard $89/moScale $377/moEnterprise Custom
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Free FreeEnterprise Custom
Capabilities input → output
Input
DocumentsTextWeb pages
DocumentsTextWeb pages
Text
DocumentsText
Output
Apps
Apps
Apps
Apps
Skill level
Intermediate
Intermediate
Advanced
Advanced
Categories
Business & MarketingChatbots & CompanionsProductivity & OfficeAI Agent+2 more
Business & MarketingChatbots & CompanionsProductivity & OfficeAI Agent+2 more
Chatbots & CompanionsDevelopment & CodeProductivity & OfficeAI Agent+3 more
Business & MarketingChatbots & CompanionsProductivity & OfficeAI Agent+3 more
Tasks what each tool can do · 2 shared · core   partial
Tasks covered
8
9
9
15
Agents
Chatbots
Customer support
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Agent creation
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Chatbot building
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Customer support chatbot
–
–
Customer support automation
–
–
Knowledge bases
–
–
No-code
–
–
–
Voice agents
–
–
–
Call answering
–
–
–
Call center automation
–
–
–
Developer tools
–
–
–
Development
–
–
–
LLM development
–
–
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Website to chatbot
–
–
–
Workflows
–
–
–
APIs
–
–
–
Agent testing
–
–
–
Calls
–
–
–
Chatbot integration
–
–
–
Conversation automation
–
–
–
Discord bots
–
–
–
MCP
–
–
–
On WhatsApp telegram
–
–
–
RAG
–
–
–
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.