Windmill vs Langflow vs Cloudgeni vs Zilliz Cloud

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

Your tool
Windmill
vs
Competitor 1
Langflow
Competitor 2
Cloudgeni
Competitor 3
Zilliz Cloud
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.
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Competitor Langflow
langflow.org
Drag and drop AI
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Competitor Cloudgeni
cloudgeni.ai
Cloudgeni is an agentic AIOps service for cloud infrastructure.
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Competitor Zilliz Cloud
zilliz.com
Zilliz Cloud is a fully managed vector database service from the creators of Milvus, now described as a Vector Lakebase.
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Traffic estimated monthly website traffic
Monthly visits
—
215.3Kvisits/mo
933visits/mo
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MoM change
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▼ 0.7%
▼ 23.2%
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6-month growth
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-4.9%
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Global rank web
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#217,191
#13,519,090
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Avg. last 3 months
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225.2K
843
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Bounce rate lower is better
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44%
33%
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Pages / visit
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2.2
1.7
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Visit duration
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1m 04s
27s
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Traffic sources
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● Direct 76% · ● Referral 24%
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WindmillLangflowCloudgeniZilliz Cloud
073.8K147.7K221.5K295.3KLangflow · 295.3KLangflow · 247KLangflow · 269.8KLangflow · 226.5KLangflow · 239.5KLangflow · 229.4KLangflow · 243.6KLangflow · 216.8KLangflow · 215.3KCloudgeni · 1KCloudgeni · 1.3KCloudgeni · 381Cloudgeni · 1.2KCloudgeni · 9331001K10K100K1MLangflow · 295.3KLangflow · 247KLangflow · 269.8KLangflow · 226.5KLangflow · 239.5KLangflow · 229.4KLangflow · 243.6KLangflow · 216.8KLangflow · 215.3KCloudgeni · 1KCloudgeni · 1.3KCloudgeni · 381Cloudgeni · 1.2KCloudgeni · 933Nov '25DecJan '26FebMarAprMayJunJul
Pricing
Model
Freemium
Free
Paid
Freemium
Starting price
$120per month · free tier available
Free
$449per month
$197per month · free tier available
Free tier
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Free trial
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API access
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Plans
Free and Open-source (self-host) FreeEnterprise $120/mo
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Free FreeStandard FreeEnterprise $197/moBusiness Critical Custom
Capabilities input → output
Input
Code
Text
CodeDataText
Data
Output
Apps
Apps
Code
Data
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeProductivity & OfficeAI Developer ToolsAI Workflow+1 more
Chatbots & CompanionsDevelopment & CodeProductivity & OfficeAI Agent+3 more
Development & CodeProductivity & OfficeAI AgentAI Developer Tools
Development & CodeAI Developer Tools
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
9
9
7
5
Developer tools
Agents
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Workflows
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No-code
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Agent creation
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APIs
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Cloud infrastructure
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DevOps
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Vector databases
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Chatbots
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Development
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GitHub pull requests
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Infrastructure monitoring
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LLM development
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Process automation
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Self hosted
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Vector indexes
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Cloud data management
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RAG
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Sre
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Workflow deployment
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
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Saves
0
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Reviews
0
0
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Prompts
0
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Verified listing
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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.