Qdrant vs Shotstack vs Cloudgeni vs Chroma

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

Your tool
Qdrant
vs
Competitor 1
Shotstack
Competitor 2
Cloudgeni
Competitor 3
Chroma
Compare
4 tools · best value per row highlighted
Your tool Qdrant
qdrant.tech
Vectors at scale
Remove
Competitor Shotstack
shotstack.io
Shotstack is a cloud video editing API that turns data and templates into rendered videos.
Make main Remove
Competitor Cloudgeni
cloudgeni.ai
Cloudgeni is an agentic AIOps service for cloud infrastructure.
Make main Remove
Competitor Chroma
trychroma.com
Chroma is open-source search infrastructure for AI, released under Apache 2.0.
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
310.5Kvisits/mo
—
933visits/mo
—
MoM change
▲ 0.3%
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▼ 23.2%
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6-month growth
-6.1%
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Global rank web
#175,101
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#13,519,090
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Avg. last 3 months
306.8K
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843
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Bounce rate lower is better
50%
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33%
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Pages / visit
1.8
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1.7
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Visit duration
1m 13s
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27s
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Traffic sources
● Direct 75% · ● Referral 24%
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QdrantShotstackCloudgeniChroma
090.9K181.7K272.6K363.4KQdrant · 315.9KQdrant · 319.2KQdrant · 363.4KQdrant · 330.7KQdrant · 354.7KQdrant · 315.9KQdrant · 300.2KQdrant · 309.7KQdrant · 310.5KCloudgeni · 1KCloudgeni · 1.3KCloudgeni · 381Cloudgeni · 1.2KCloudgeni · 9331001K10K100K1MQdrant · 315.9KQdrant · 319.2KQdrant · 363.4KQdrant · 330.7KQdrant · 354.7KQdrant · 315.9KQdrant · 300.2KQdrant · 309.7KQdrant · 310.5KCloudgeni · 1KCloudgeni · 1.3KCloudgeni · 381Cloudgeni · 1.2KCloudgeni · 933Nov '25DecJan '26FebMarAprMayJunJul
Pricing
Model
Freemium
Freemium
Paid
Freemium
Starting price
Free tier
$39per month
$449per month
$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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Pay as you go $10Starter $39/moPro $99/moScale $199/mo+1 more
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Starter FreeTeam $250/moEnterprise Custom
Capabilities input → output
Input
Data
CodeImagesVideo
CodeDataText
DataText
Output
Data
Video
Code
Data
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI Developer Tools
Development & CodeVideo EditingAI APIAI Developer Tools+1 more
Development & CodeProductivity & OfficeAI AgentAI Developer Tools
Development & CodeAI Developer Tools
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
7
5
7
6
Developer tools
Vector databases
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Vector indexes
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APIs
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Agents
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Cloud infrastructure
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DevOps
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Video editing
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Database search
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Databases
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GitHub pull requests
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Infrastructure monitoring
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Personalized videos
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RAG
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Self hosted
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Video generation
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Database management
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Development
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LLM development
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Sre
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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.