ChatNode vs ChatBotKit vs Langflow vs AssistLoop

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

Your tool
ChatNode
vs
Competitor 1
ChatBotKit
Competitor 2
Langflow
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
Remove
Competitor 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
Make main Remove
Competitor Langflow
langflow.org
Drag and drop AI
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
35.4Kvisits/mo
215.3Kvisits/mo
3.2Kvisits/mo
MoM change
▼ 56.0%
▼ 12.0%
▼ 0.7%
▲ 88.8%
6-month growth
-13.9%
-20.6%
-4.9%
-16.1%
Global rank web
#1,061,283
#829,241
#217,191
#10,702,450
Avg. last 3 months
12.2K
42.7K
225.2K
2.5K
Bounce rate lower is better
39%
40%
44%
45%
Pages / visit
4.9
1.8
2.2
1.5
Visit duration
2m 20s
10s
1m 04s
—
Traffic sources
● Direct 97% · ● Mail 3%
—
● Direct 76% · ● Referral 24%
—
ChatNodeChatBotKitLangflowAssistLoop
073.8K147.7K221.5K295.3KChatNode · 11.7KChatNode · 6.7KChatNode · 10KChatNode · 9.2KChatNode · 4.6KChatNode · 10.4KChatNode · 10.6KChatNode · 18KChatNode · 7.9KChatBotKit · 37.5KChatBotKit · 41.5KChatBotKit · 42.7KChatBotKit · 34.7KChatBotKit · 44.6KChatBotKit · 77.7KChatBotKit · 58.9KChatBotKit · 52.3KChatBotKit · 40.2KChatBotKit · 35.4KLangflow · 295.3KLangflow · 247KLangflow · 269.8KLangflow · 226.5KLangflow · 239.5KLangflow · 229.4KLangflow · 243.6KLangflow · 216.8KLangflow · 215.3KAssistLoop · 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 · 7.9KChatBotKit · 37.5KChatBotKit · 41.5KChatBotKit · 42.7KChatBotKit · 34.7KChatBotKit · 44.6KChatBotKit · 77.7KChatBotKit · 58.9KChatBotKit · 52.3KChatBotKit · 40.2KChatBotKit · 35.4KLangflow · 295.3KLangflow · 247KLangflow · 269.8KLangflow · 226.5KLangflow · 239.5KLangflow · 229.4KLangflow · 243.6KLangflow · 216.8KLangflow · 215.3KAssistLoop · 627AssistLoop · 1KAssistLoop · 3.1KAssistLoop · 3.8KAssistLoop · 173AssistLoop · 1.3KAssistLoop · 2.6KAssistLoop · 1.7KAssistLoop · 3.2KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Free Trial
Freemium
Free
Freemium
Starting price
$35per month
$25per month · free tier available
Free
$25per month · free tier available
Free tier
–
Free trial
–
–
API access
–
–
Plans
Lite $35/moStandard $89/moScale $377/moEnterprise Custom
Basic $25/moPro $65/moScale $365/moEnterprise Custom
—
Free FreeBasic $25/moPro $109/moBusiness $325/mo
Capabilities input → output
Input
DocumentsTextWeb pages
DocumentsTextWeb pages
Text
DocumentsTextWeb pages
Output
Apps
Apps
Apps
Apps
Skill level
Intermediate
Intermediate
Advanced
Intermediate
Categories
Business & MarketingChatbots & CompanionsProductivity & OfficeAI Agent+2 more
Business & MarketingChatbots & CompanionsProductivity & OfficeAI Agent+2 more
Chatbots & CompanionsDevelopment & CodeProductivity & OfficeAI Agent+3 more
Business & MarketingChatbots & CompanionsAI ChatbotAI Customer Service
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
9
8
9
7
Chatbots
Agents
–
Customer support
–
Chatbot building
–
Customer support chatbot
–
–
Agent creation
–
–
Website to chatbot
–
–
No-code
–
–
–
Customer support automation
–
–
–
Developer tools
–
–
–
Development
–
–
–
FAQ chatbot
–
–
–
Knowledge bases
–
–
–
Knowledge-driven chatting
–
–
–
LLM development
–
–
–
Workflows
–
–
–
APIs
–
–
–
Chatbot integration
–
–
–
Discord bots
–
–
–
MCP
–
–
–
On WhatsApp telegram
–
–
–
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.