LabelGPT vs pgvector vs Qdrant vs act101

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

Your tool
LabelGPT
vs
Competitor 1
pgvector
Competitor 2
Qdrant
Competitor 3
act101
Compare
4 tools · best value per row highlighted
Your tool LabelGPT
labellerr.com
Remove
Competitor pgvector
github.com
pgvector is an open-source extension that adds vector similarity search to Postgres.
Make main Remove
Competitor Qdrant
qdrant.tech
Vectors at scale
Make main Remove
Competitor act101
act101.ai
Build bigger, better, faster, for less.
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
135.3Kvisits/mo
—
310.5Kvisits/mo
—
MoM change
▼ 22.5%
—
▲ 0.3%
—
6-month growth
+18.2%
—
-6.1%
—
Global rank web
#335,350
—
#175,101
—
Avg. last 3 months
139.9K
—
306.8K
—
Bounce rate lower is better
43%
—
50%
—
Pages / visit
1.8
—
1.8
—
Visit duration
25s
—
1m 13s
—
Traffic sources
● Direct 70% · ● Referral 29%
—
● Direct 75% · ● Referral 24%
—
LabelGPTpgvectorQdrantact101
090.9K181.7K272.6K363.4KLabelGPT · 125.4KLabelGPT · 150.9KLabelGPT · 138.9KLabelGPT · 114.4KLabelGPT · 117KLabelGPT · 121.8KLabelGPT · 109.7KLabelGPT · 174.6KLabelGPT · 135.3KQdrant · 315.9KQdrant · 319.2KQdrant · 363.4KQdrant · 330.7KQdrant · 354.7KQdrant · 315.9KQdrant · 300.2KQdrant · 309.7KQdrant · 310.5K100K1MLabelGPT · 125.4KLabelGPT · 150.9KLabelGPT · 138.9KLabelGPT · 114.4KLabelGPT · 117KLabelGPT · 121.8KLabelGPT · 109.7KLabelGPT · 174.6KLabelGPT · 135.3KQdrant · 315.9KQdrant · 319.2KQdrant · 363.4KQdrant · 330.7KQdrant · 354.7KQdrant · 315.9KQdrant · 300.2KQdrant · 309.7KQdrant · 310.5KNov '25DecJan '26FebMarAprMayJunJul
Pricing
Model
Freemium
Free
Freemium
Freemium
Starting price
$9,999per month · free tier available
Free
Free tier
$29per month · free tier available
Free tier
Free trial
–
–
–
API access
–
–
–
Plans
Researcher Plan FreePro Plan $9,999/yrEnterprise $0
—
—
Builder Edition FreeEngineering Edition $29/moArchitecture Edition $59/moElite Edition $99/mo
Capabilities input → output
Input
ImagesText
Data
Data
Code
Output
Data
Data
Data
Code
Skill level
Intermediate
Advanced
Advanced
Advanced
Categories
Development & CodeAI Developer Tools
Development & CodeAI Developer Tools
Development & CodeAI Developer Tools
Development & CodeAI Code ReviewAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
3
7
7
10
Developer tools
–
Vector databases
–
–
Vector indexes
–
–
Code analysis
–
–
–
Code conversion
–
–
–
Code translation
–
–
–
Data labeling
–
–
–
Image annotation
–
–
–
Refactoring
–
–
–
Code quality
–
–
–
Coding
–
–
–
Database search
–
–
–
Databases
–
–
–
Image segmentation
–
–
–
MCP
–
–
–
PostgreSQL assistance
–
–
–
Agents
–
–
–
Code reviews
–
–
–
Database management
–
–
–
Development
–
–
–
RAG
–
–
–
SQL
–
–
–
Self hosted
–
–
–
Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 1
▲ 0
▲ 0
▲ 1
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.