Chroma vs Shotstack vs Qdrant vs Muapi

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

Your tool
Chroma
vs
Competitor 1
Shotstack
Competitor 2
Qdrant
Competitor 3
Muapi
Compare
4 tools · best value per row highlighted
Your tool Chroma
trychroma.com
Chroma is open-source search infrastructure for AI, released under Apache 2.0.
Remove
Competitor Shotstack
shotstack.io
Shotstack is a cloud video editing API that turns data and templates into rendered videos.
Make main Remove
Competitor Qdrant
qdrant.tech
Vectors at scale
Make main Remove
Competitor Muapi
muapi.ai
MuAPI consolidates access to over 500 AI models for image, video, and audio generation through a single API endpoint, eliminating the need to manage separate integrations with dozens of providers
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
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310.5Kvisits/mo
318.3Kvisits/mo
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
318.3K
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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ChromaShotstackQdrantMuapi
090.9K181.7K272.6K363.4KQdrant · 315.9KQdrant · 319.2KQdrant · 363.4KQdrant · 330.7KQdrant · 354.7KQdrant · 315.9KQdrant · 300.2KQdrant · 309.7KQdrant · 310.5KMuapi · 318.3K100K1MQdrant · 315.9KQdrant · 319.2KQdrant · 363.4KQdrant · 330.7KQdrant · 354.7KQdrant · 315.9KQdrant · 300.2KQdrant · 309.7KQdrant · 310.5KMuapi · 318.3KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Freemium
Freemium
Paid
Starting price
$250per month · free tier available
$39per month
Free tier
$10per month
Free tier
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Free trial
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API access
Plans
Starter FreeTeam $250/moEnterprise Custom
Pay as you go $10Starter $39/moPro $99/moScale $199/mo+1 more
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Suno - Create Music $0.09Qwen Image $0.03LTX-2 Video $0.30
Capabilities input → output
Input
DataText
CodeImagesVideo
Data
ImagesText
Output
Data
Video
Data
AudioImagesVideo
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI Developer Tools
Development & CodeVideo EditingAI APIAI Developer Tools+1 more
Development & CodeAI Developer Tools
Development & CodeAI API
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
6
5
7
6
Developer tools
APIs
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Vector databases
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Vector indexes
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Video generation
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Video editing
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Database search
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Databases
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Image generation
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Personalized videos
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RAG
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Self hosted
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3D models
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Database management
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Development
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LLM development
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Music creation
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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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0
0
Reviews
0
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.