Document360 vs Qdrant vs Lambda vs Confluence

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

Your tool
Document360
vs
Competitor 1
Qdrant
Competitor 2
Lambda
Competitor 3
Confluence
Compare
4 tools · best value per row highlighted
Your tool Document360
document360.com
Document360 is knowledge base software for publishing product documentation, help centers, SOPs, user manuals and API docs.
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Competitor Qdrant
qdrant.tech
Vectors at scale
Make main Remove
Competitor Lambda
lambda.ai
Lambda is a GPU cloud built for training and serving AI models.
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Competitor Confluence
atlassian.com
Confluence is Atlassian's AI-assisted workspace for ideas, docs and company knowledge, where teams write, organize and find information together.
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Traffic estimated monthly website traffic
Monthly visits
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310.5Kvisits/mo
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MoM change
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▲ 0.3%
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6-month growth
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-6.1%
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Global rank web
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#175,101
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Avg. last 3 months
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306.8K
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Bounce rate lower is better
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50%
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Pages / visit
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1.8
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Visit duration
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1m 13s
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Traffic sources
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● Direct 75% · ● Referral 24%
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Document360QdrantLambdaConfluence
090.9K181.7K272.6K363.4KQdrant · 315.9KQdrant · 319.2KQdrant · 363.4KQdrant · 330.7KQdrant · 354.7KQdrant · 315.9KQdrant · 300.2KQdrant · 309.7KQdrant · 310.5K100K1MQdrant · 315.9KQdrant · 319.2KQdrant · 363.4KQdrant · 330.7KQdrant · 354.7KQdrant · 315.9KQdrant · 300.2KQdrant · 309.7KQdrant · 310.5KNov '25DecJan '26FebMarAprMayJunJul
Pricing
Model
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Freemium
Paid
Freemium
Starting price
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Free tier
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$5.42per month · free tier available
Free tier
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Free trial
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API access
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Plans
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On-demand instances (8x GPU) CustomOn-demand instances (1x GPU) Custom1-Click Clusters CustomReserved / Superclusters Custom
Free FreeStandard $5.42/moPremium $10.44/moEnterprise Custom
Capabilities input → output
Input
DocumentsTextVideo
Data
CodeData
DocumentsText
Output
AppsText
Data
Apps
DocumentsSlidesText
Skill level
Intermediate
Advanced
Advanced
Intermediate
Categories
Business & MarketingEducation & LearningProductivity & OfficeAI Customer Service+2 more
Development & CodeAI Developer Tools
Development & CodeAI Developer Tools
Education & LearningAI Knowledge Management
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
10
7
3
11
Knowledge bases
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Developer tools
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AI search
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GPU infrastructure
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Vector databases
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API docs
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Confluence assistance
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Customer support chatbot
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Database search
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Databases
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Document creation
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Knowledge
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Knowledge exchange
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MCP
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Summarizing
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Team collaboration
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Vector indexes
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Writing documentation
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Customer support
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Database management
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Development
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Digital information management
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Document writing
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Knowledge exploration
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Knowledge sourcing
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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
no ratings yet
Upvotes
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Saves
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Reviews
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Prompts
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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.