Qdrant vs Lambda vs Document360 vs Chroma

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

Your tool
Qdrant
vs
Competitor 1
Lambda
Competitor 2
Document360
Competitor 3
Chroma
Compare
4 tools · best value per row highlighted
Your tool Qdrant
qdrant.tech
Vectors at scale
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Competitor Lambda
lambda.ai
Lambda is a GPU cloud built for training and serving AI models.
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Competitor 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 Chroma
trychroma.com
Chroma is open-source search infrastructure for AI, released under Apache 2.0.
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Traffic estimated monthly website traffic
Monthly visits
310.5Kvisits/mo
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MoM change
▲ 0.3%
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6-month growth
-6.1%
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Global rank web
#175,101
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Avg. last 3 months
306.8K
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Bounce rate lower is better
50%
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Pages / visit
1.8
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Visit duration
1m 13s
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Traffic sources
● Direct 75% · ● Referral 24%
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QdrantLambdaDocument360Chroma
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
Freemium
Paid
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Freemium
Starting price
Free tier
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$250per 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
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Starter FreeTeam $250/moEnterprise Custom
Capabilities input → output
Input
Data
CodeData
DocumentsTextVideo
DataText
Output
Data
Apps
AppsText
Data
Skill level
Advanced
Advanced
Intermediate
Advanced
Categories
Development & CodeAI Developer Tools
Development & CodeAI Developer Tools
Business & MarketingEducation & LearningProductivity & OfficeAI Customer Service+2 more
Development & CodeAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
7
3
10
6
Developer tools
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Vector databases
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Vector indexes
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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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Database search
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Databases
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MCP
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RAG
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Self hosted
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Writing documentation
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AI search
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Customer support
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Database management
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Development
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Knowledge exploration
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LLM development
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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
▲ 0
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Saves
0
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Reviews
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.