ChatNode vs Langflow vs CometAPI vs AssistLoop

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
CometAPI
Competitor 3
AssistLoop
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 CometAPI
cometapi.com
CometAPI functions as an aggregation layer that sits between your application and hundreds of AI model providers
Make main Remove
Competitor AssistLoop
assistloop.ai
Businesses wanting AI chatbots for customer support can train AssistLoop on their own knowledge base and have it answer customer questions around the clock
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
7.9Kvisits/mo
215.3Kvisits/mo
302.3Kvisits/mo
3.2Kvisits/mo
MoM change
▼ 56.0%
▼ 0.7%
▲ 9.9%
▲ 88.8%
6-month growth
-13.9%
-4.9%
-16.5%
-16.1%
Global rank web
#1,061,283
#217,191
#157,147
#10,702,450
Avg. last 3 months
12.2K
225.2K
295.7K
2.5K
Bounce rate lower is better
39%
44%
46%
45%
Pages / visit
4.9
2.2
2.9
1.5
Visit duration
2m 20s
1m 04s
38s
—
Traffic sources
● Direct 97% · ● Mail 3%
● Direct 76% · ● Referral 24%
● Direct 69% · ● Referral 30%
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ChatNodeLangflowCometAPIAssistLoop
0208.6K417.2K625.8K834.4KChatNode · 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 · 215.3KCometAPI · 834.4KCometAPI · 619.7KCometAPI · 437.2KCometAPI · 362.2KCometAPI · 355.5KCometAPI · 362.7KCometAPI · 309.5KCometAPI · 275.2KCometAPI · 302.3KAssistLoop · 627AssistLoop · 1KAssistLoop · 3.1KAssistLoop · 3.8KAssistLoop · 173AssistLoop · 1.3KAssistLoop · 2.6KAssistLoop · 1.7KAssistLoop · 3.2K1001K10K100K1MChatNode · 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 · 215.3KCometAPI · 834.4KCometAPI · 619.7KCometAPI · 437.2KCometAPI · 362.2KCometAPI · 355.5KCometAPI · 362.7KCometAPI · 309.5KCometAPI · 275.2KCometAPI · 302.3KAssistLoop · 627AssistLoop · 1KAssistLoop · 3.1KAssistLoop · 3.8KAssistLoop · 173AssistLoop · 1.3KAssistLoop · 2.6KAssistLoop · 1.7KAssistLoop · 3.2KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Free Trial
Free
Freemium
Freemium
Starting price
$35per month
Free
$4per month · free tier available
$25per month · free tier available
Free tier
–
Free trial
–
–
API access
–
Plans
Lite $35/moStandard $89/moScale $377/moEnterprise Custom
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Free Trial FreePay-as-you-go Custom/usage-basedEnterprise Custom/mo
Free FreeBasic $25/moPro $109/moBusiness $325/mo
Capabilities input → output
Input
DocumentsTextWeb pages
Text
ImagesText
DocumentsTextWeb pages
Output
Apps
Apps
ImagesTextVideo
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 & CompanionsAI ChatbotAI Customer Service
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
9
9
6
7
Chatbots
–
Customer support
–
–
Customer support chatbot
–
–
Agents
–
–
APIs
–
–
Developer tools
–
–
Website to chatbot
–
–
Chatbot building
–
–
LLM gateway
–
–
–
No-code
–
–
–
API integrations
–
–
–
Agent creation
–
–
–
Customer support automation
–
–
–
Development
–
–
–
FAQ chatbot
–
–
–
Knowledge bases
–
–
–
Knowledge-driven chatting
–
–
–
LLM development
–
–
–
Workflows
–
–
–
Chatbot integration
–
–
–
Image generation
–
–
–
Video generation
–
–
–
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.