Chatbase vs Langflow vs Dify vs AssistLoop

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

Your tool
Chatbase
vs
Competitor 1
Langflow
Competitor 2
Dify
Competitor 3
AssistLoop
Compare
4 tools · best value per row highlighted
Your tool Chatbase
chatbase.co
Train chatbots on your content
Remove
Competitor Langflow
langflow.org
Drag and drop AI
Make main Remove
Competitor Dify
dify.ai
AI apps without code
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
402.2Kvisits/mo
215.3Kvisits/mo
1Mvisits/mo
3.2Kvisits/mo
MoM change
▲ 2.0%
▼ 0.7%
▼ 16.6%
▲ 88.8%
6-month growth
-12.4%
-4.9%
-30.6%
-16.1%
Global rank web
#84,220
#217,191
#39,510
#10,702,450
Avg. last 3 months
412.6K
225.2K
1.1M
2.5K
Bounce rate lower is better
44%
44%
41%
45%
Pages / visit
6.9
2.2
4.4
1.5
Visit duration
4m 34s
1m 04s
6m 40s
—
Traffic sources
● Direct 81% · ● Referral 15%
● Direct 76% · ● Referral 24%
● Direct 84% · ● Referral 15%
—
ChatbaseLangflowDifyAssistLoop
0368.2K736.4K1.1M1.5MChatbase · 590.6KChatbase · 583.4KChatbase · 309.5KChatbase · 281.8KChatbase · 459KChatbase · 473.7KChatbase · 444.7KChatbase · 441.2KChatbase · 394.5KChatbase · 402.2KLangflow · 295.3KLangflow · 247KLangflow · 269.8KLangflow · 226.5KLangflow · 239.5KLangflow · 229.4KLangflow · 243.6KLangflow · 216.8KLangflow · 215.3KDify · 1.1MDify · 1.2MDify · 1.3MDify · 1.1MDify · 1.5MDify · 1.2MDify · 1.1MDify · 1.2MDify · 1.2MDify · 1MAssistLoop · 627AssistLoop · 1KAssistLoop · 3.1KAssistLoop · 3.8KAssistLoop · 173AssistLoop · 1.3KAssistLoop · 2.6KAssistLoop · 1.7KAssistLoop · 3.2K1001K10K100K1M10MChatbase · 590.6KChatbase · 583.4KChatbase · 309.5KChatbase · 281.8KChatbase · 459KChatbase · 473.7KChatbase · 444.7KChatbase · 441.2KChatbase · 394.5KChatbase · 402.2KLangflow · 295.3KLangflow · 247KLangflow · 269.8KLangflow · 226.5KLangflow · 239.5KLangflow · 229.4KLangflow · 243.6KLangflow · 216.8KLangflow · 215.3KDify · 1.1MDify · 1.2MDify · 1.3MDify · 1.1MDify · 1.5MDify · 1.2MDify · 1.1MDify · 1.2MDify · 1.2MDify · 1MAssistLoop · 627AssistLoop · 1KAssistLoop · 3.1KAssistLoop · 3.8KAssistLoop · 173AssistLoop · 1.3KAssistLoop · 2.6KAssistLoop · 1.7KAssistLoop · 3.2KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Free
Freemium
Freemium
Starting price
$40per month · free tier available
Free
$590per month · free tier available
$25per month · free tier available
Free tier
Free trial
–
–
–
API access
–
Plans
Free FreeHobby $40/moStandard $150/moPro $500/mo+1 more
—
Sandbox FreeProfessional $590/yrTeam $1,590/yrEnterprise Custom
Free FreeBasic $25/moPro $109/moBusiness $325/mo
Capabilities input → output
Input
DocumentsTextWeb pages
Text
DocumentsText
DocumentsTextWeb pages
Output
AppsText
Apps
Apps
Apps
Skill level
Intermediate
Advanced
Intermediate
Intermediate
Categories
Business & MarketingChatbots & CompanionsAI ChatbotAI Customer Service+1 more
Chatbots & CompanionsDevelopment & CodeProductivity & OfficeAI Agent+3 more
Chatbots & CompanionsDevelopment & CodeProductivity & OfficeAI Agent+4 more
Business & MarketingChatbots & CompanionsAI ChatbotAI Customer Service
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
10
9
9
7
Chatbots
Agents
–
No-code
–
Customer support
–
–
Customer support chatbot
–
–
Agent creation
–
–
Chatbot building
–
–
Workflows
–
–
Developer tools
–
–
LLM development
–
–
Development
–
–
Website to chatbot
–
–
Chatbot integration
–
–
–
FAQ chatbot
–
–
–
Knowledge-driven chatting
–
–
–
Shopify customer support
–
–
–
APIs
–
–
–
Productivity
–
–
–
Sales
–
–
–
Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 1
▲ 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.