Windmill vs LangChain vs Cloudgeni vs AutoFlo

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

Your tool
Windmill
vs
Competitor 1
LangChain
Competitor 2
Cloudgeni
Competitor 3
AAutoFlo
Compare
4 tools · best value per row highlighted
Your tool Windmill
windmill.dev
Windmill is an open-source, code-first orchestration platform for internal software.
Competitor LangChain
langchain.com
Framework for building with large language models
Competitor Cloudgeni
cloudgeni.ai
Cloudgeni is an agentic AIOps service for cloud infrastructure.
Competitor AAutoFlo
autoflo.lovable.app
You open AutoFlo and immediately upload a process document or answer questions about your business operations
Traffic estimated monthly website traffic
Monthly visits
—
3.4Mvisits/mo
933visits/mo
—
MoM change
—
▲ 0.7%
▼ 23.2%
—
6-month growth
—
+21.0%
—
—
Global rank web
—
#13,384
#13,519,090
—
Avg. last 3 months
—
3.3M
843
—
Bounce rate lower is better
—
42%
33%
0%
Pages / visit
—
6.2
1.7
—
Visit duration
—
5m 29s
27s
—
Traffic sources
—
● Direct 73% · ● Referral 24%
—
—
WindmillLangChainCloudgeniAutoFlo
0850.7K1.7M2.6M3.4MLangChain · 3MLangChain · 2.9MLangChain · 3.2MLangChain · 2.8MLangChain · 3.4MLangChain · 3.2MLangChain · 3.1MLangChain · 3.4MLangChain · 3.4MCloudgeni · 1KCloudgeni · 1.3KCloudgeni · 381Cloudgeni · 1.2KCloudgeni · 9331001K10K100K1M10MLangChain · 3MLangChain · 2.9MLangChain · 3.2MLangChain · 2.8MLangChain · 3.4MLangChain · 3.2MLangChain · 3.1MLangChain · 3.4MLangChain · 3.4MCloudgeni · 1KCloudgeni · 1.3KCloudgeni · 381Cloudgeni · 1.2KCloudgeni · 933Nov '25DecJan '26FebMarAprMayJunJul
Pricing
Model
Freemium
Freemium
Paid
Freemium
Starting price
$120per month · free tier available
$39per month · free tier available
$449per month
£41.58per month
Free tier
–
–
Free trial
–
–
API access
–
–
–
Plans
Free and Open-source (self-host) FreeEnterprise $120/mo
Developer FreePlus $39/moEnterprise Custom/mo
—
Founding Member £499
Capabilities input → output
Input
Code
CodeText
CodeDataText
DocumentsText
Output
Apps
Apps
Code
Apps
Skill level
Advanced
Advanced
Advanced
Intermediate
Categories
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
9
6
7
9
Agents
–
Developer tools
–
Workflows
–
–
Process automation
–
–
Agent creation
–
–
Workflow deployment
–
–
Business automation
–
–
–
Cloud infrastructure
–
–
–
DevOps
–
–
–
LLM development
–
–
–
Workflow optimization
–
–
–
Business process analysis
–
–
–
Development
–
–
–
GitHub pull requests
–
–
–
Infrastructure monitoring
–
–
–
Process optimization
–
–
–
Self hosted
–
–
–
Task automation
–
–
–
APIs
–
–
–
Agent testing
–
–
–
Business optimization
–
–
–
No-code
–
–
–
Sre
–
–
–
Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 1
▲ 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.