Lambda vs Document360 vs Windsurf

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

Your tool
Lambda
vs
Competitor 1
Document360
Competitor 2
Windsurf
Competitor 3
Compare
3 tools · best value per row highlighted
Your tool Lambda
lambda.ai
Lambda is a GPU cloud built for training and serving AI models.
Competitor Document360
document360.com
Document360 is knowledge base software for publishing product documentation, help centers, SOPs, user manuals and API docs.
Competitor Windsurf
windsurf.com
Windsurf, which now appears on the web as Devin Desktop, is a desktop code editor that doubles as a control room for coding agents.
Traffic estimated monthly website traffic
Monthly visits
—
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29.6Kvisits/mo
MoM change
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▲ 7.8%
6-month growth
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+122.1%
Global rank web
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#1,172,623
Avg. last 3 months
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26.9K
Bounce rate lower is better
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50%
Pages / visit
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1.3
Visit duration
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13s
Traffic sources
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LambdaDocument360Windsurf
07.4K14.8K22.2K29.6KWindsurf · 16KWindsurf · 24.3KWindsurf · 15.7KWindsurf · 13.3KWindsurf · 25.4KWindsurf · 29.3KWindsurf · 23.6KWindsurf · 27.5KWindsurf · 29.6K10K100KWindsurf · 16KWindsurf · 24.3KWindsurf · 15.7KWindsurf · 13.3KWindsurf · 25.4KWindsurf · 29.3KWindsurf · 23.6KWindsurf · 27.5KWindsurf · 29.6KNov '25DecJan '26FebMarAprMayJunJul
Pricing
Model
Paid
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Freemium
Starting price
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$20per month · free tier available
Free tier
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Free trial
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API access
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Plans
On-demand instances (8x GPU) CustomOn-demand instances (1x GPU) Custom1-Click Clusters CustomReserved / Superclusters Custom
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Free FreePro $20/moMax $200/moTeams $80/mo
Capabilities input → output
Input
CodeData
DocumentsTextVideo
CodeText
Output
Apps
AppsText
Code
Skill level
Advanced
Intermediate
Advanced
Categories
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
3
10
8
Developer tools
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Agent management
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Agents
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Code autocompletion
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Coding
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GPU infrastructure
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Knowledge bases
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API docs
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Customer support chatbot
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Debugging
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MCP
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Writing documentation
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AI search
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Code reviews
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Customer support
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GitHub pull requests
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Knowledge exploration
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Model training
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SOPs
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SaaS knowledge base
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 1
Saves
0
0
0
Reviews
0
0
0
Prompts
0
0
0
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.