Shotstack vs Qdrant vs Cloudgeni vs Chroma

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

Your tool
Shotstack
vs
Competitor 1
Qdrant
Competitor 2
Cloudgeni
Competitor 3
Chroma
Compare
4 tools · best value per row highlighted
Your tool Shotstack
shotstack.io
Shotstack is a cloud video editing API that turns data and templates into rendered videos.
Remove
Competitor Qdrant
qdrant.tech
Vectors at scale
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
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310.5Kvisits/mo
933visits/mo
—
MoM change
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▲ 0.3%
▼ 23.2%
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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
#13,519,090
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Avg. last 3 months
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306.8K
843
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Bounce rate lower is better
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50%
33%
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Pages / visit
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1.8
1.7
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Visit duration
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1m 13s
27s
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Traffic sources
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● Direct 75% · ● Referral 24%
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ShotstackQdrantCloudgeniChroma
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
$39per month
Free tier
$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
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
CodeImagesVideo
Data
CodeDataText
DataText
Output
Video
Data
Code
Data
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeVideo EditingAI APIAI Developer Tools+1 more
Development & CodeAI Developer Tools
Development & CodeProductivity & OfficeAI AgentAI Developer Tools
Development & CodeAI Developer Tools
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
5
7
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
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Saves
0
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Reviews
0
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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.