Chroma vs Qdrant vs Shotstack vs llama.cpp

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

Your tool
Chroma
vs
Competitor 1
Qdrant
Competitor 2
Shotstack
Competitor 3
llama.cpp
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 Qdrant
qdrant.tech
Vectors at scale
Make main Remove
Competitor Shotstack
shotstack.io
Shotstack is a cloud video editing API that turns data and templates into rendered videos.
Make main Remove
Competitor llama.cpp
github.com
llama.cpp is an open-source inference engine that runs large language models and vision-language models on local hardware or in the cloud with minimal setup.
Make main Remove
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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ChromaQdrantShotstackllama.cpp
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
Freemium
Freemium
Free
Starting price
$250per month · free tier available
Free tier
$39per month
Free
Free tier
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Free trial
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API access
Plans
Starter FreeTeam $250/moEnterprise Custom
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Pay as you go $10Starter $39/moPro $99/moScale $199/mo+1 more
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Capabilities input → output
Input
DataText
Data
CodeImagesVideo
ImagesText
Output
Data
Data
Video
Text
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI Developer Tools
Development & CodeAI Developer Tools
Development & CodeVideo EditingAI APIAI Developer Tools+1 more
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
6
7
5
7
Developer tools
Vector databases
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Vector indexes
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APIs
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Self hosted
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LLM development
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Local AI
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Video editing
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Database search
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Databases
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Large language models
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Personalized videos
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RAG
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Video generation
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Database management
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Development
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Llama 3 on mac
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 0
▲ 0
Saves
0
0
0
0
Reviews
0
0
0
0
Prompts
0
0
0
0
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.