Qdrant vs Pinecone vs act101 vs Chroma
Which one fits you in 2026? Traffic, pricing, input → output, tasks and community side by side.
Your tool
Qdrant
vs
Qdrant
Competitor 1
Pinecone
Pinecone
Competitor 2
act101
act101
Competitor 3
Chroma
ChromaCompare
4 tools · best value per row highlighted
Competitor
Chroma
Chroma
trychroma.com
Chroma is open-source search infrastructure for AI, released under Apache 2.0.
Traffic estimated monthly website traffic
Monthly visits
310.5Kvisits/mo
434.9Kvisits/mo
—
—
MoM change
▲ 0.3%
▼ 13.7%
—
—
6-month growth
-6.1%
-32.9%
—
—
Global rank web
#175,101
#85,031
—
—
Avg. last 3 months
306.8K
506.2K
—
—
Bounce rate lower is better
50%
41%
—
—
Pages / visit
1.8
4.2
—
—
Visit duration
1m 13s
2m 31s
—
—
Traffic sources
● Direct 75% · ● Referral 24%
● Direct 77% · ● Referral 20%
—
—
QdrantPineconeact101Chroma
Pricing
Model
Freemium
Freemium
Freemium
Freemium
Starting price
Free tier
$20per month · free tier available
$29per month · free tier available
$250per month · free tier available
Free tier
Free trial
–
–
API access
–
–
Plans
—
Starter FreeBuilder $20/moStandard $50/moEnterprise $500/mo
Builder Edition FreeEngineering Edition $29/moArchitecture Edition $59/moElite Edition $99/mo
Starter FreeTeam $250/moEnterprise Custom
Capabilities input → output
Input
Data
DataText
Code
DataText
Output
Data
Data
Code
Data
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Tasks what each tool can do · 1 shared · core partial
Tasks covered
7
4
10
6
Developer tools
Vector databases
–
Databases
–
–
Vector indexes
–
–
Development
–
–
Code analysis
–
–
–
Code conversion
–
–
–
Code translation
–
–
–
Refactoring
–
–
–
Code quality
–
–
–
Coding
–
–
–
Database search
–
–
–
MCP
–
–
–
RAG
–
–
–
Self hosted
–
–
–
Agents
–
–
–
Code reviews
–
–
–
Database management
–
–
–
LLM development
–
–
–
Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 1
▲ 0
Saves
0
0
0
0
Reviews
0
0
0
0
Prompts
0
0
0
0
Verified listing
–
–
–
–
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.