Lambda vs CodeGPT vs Pinecone vs Modal

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

Your tool
Lambda
vs
Competitor 1
CodeGPT
Competitor 2
Pinecone
Competitor 3
Modal
Compare
4 tools · best value per row highlighted
Your tool Lambda
lambda.ai
Lambda is a GPU cloud built for training and serving AI models.
Remove
Competitor CodeGPT
codegpt.co
ChatGPT in your code editor
Make main Remove
Competitor Pinecone
pinecone.io
Vector database for AI applications
Make main Remove
Competitor Modal
modal.com
Run AI code without infrastructure
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
—
188.3Kvisits/mo
434.9Kvisits/mo
972.8Kvisits/mo
MoM change
—
▲ 0.8%
▼ 13.7%
▲ 5.7%
6-month growth
—
-37.2%
-32.9%
+13.6%
Global rank web
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#251,957
#85,031
#43,856
Avg. last 3 months
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196.6K
506.2K
960K
Bounce rate lower is better
—
43%
41%
37%
Pages / visit
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1.9
4.2
6.6
Visit duration
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38s
2m 31s
5m 31s
Traffic sources
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● Direct 58% · ● Referral 42%
● Direct 77% · ● Referral 20%
● Direct 94% · ● Referral 5%
LambdaCodeGPTPineconeModal
0291.9K583.7K875.6K1.2MCodeGPT · 267.5KCodeGPT · 278.8KCodeGPT · 284.1KCodeGPT · 233.4KCodeGPT · 299.7KCodeGPT · 277.1KCodeGPT · 262.2KCodeGPT · 214.6KCodeGPT · 186.8KCodeGPT · 188.3KPinecone · 602KPinecone · 565.4KPinecone · 627.7KPinecone · 536.6KPinecone · 648KPinecone · 602.3KPinecone · 648KPinecone · 579.9KPinecone · 503.7KPinecone · 434.9KModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8K100K1M10MCodeGPT · 267.5KCodeGPT · 278.8KCodeGPT · 284.1KCodeGPT · 233.4KCodeGPT · 299.7KCodeGPT · 277.1KCodeGPT · 262.2KCodeGPT · 214.6KCodeGPT · 186.8KCodeGPT · 188.3KPinecone · 602KPinecone · 565.4KPinecone · 627.7KPinecone · 536.6KPinecone · 648KPinecone · 602.3KPinecone · 648KPinecone · 579.9KPinecone · 503.7KPinecone · 434.9KModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Paid
Freemium
Freemium
Freemium
Starting price
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$9per month · free tier available
$20per month · free tier available
$250per month · free tier available
Free tier
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Free trial
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–
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API access
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–
–
Plans
On-demand instances (8x GPU) CustomOn-demand instances (1x GPU) Custom1-Click Clusters CustomReserved / Superclusters Custom
Free FreeProfessional $9/moTeams $27/moEnterprise Custom
Starter FreeBuilder $20/moStandard $50/moEnterprise $500/mo
Starter FreeTeam $250/moEnterprise Custom
Capabilities input → output
Input
CodeData
CodeText
DataText
Code
Output
Apps
Code
Data
Apps
Skill level
Advanced
Intermediate
Advanced
Advanced
Categories
Development & CodeAI Developer Tools
Development & CodeAI Coding Assistant
Development & CodeAI Developer Tools
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
3
3
4
6
Developer tools
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GPU infrastructure
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Development
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Coding
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Databases
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–
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Vector databases
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–
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Debugging
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–
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Inference
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–
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APIs
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–
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MCP
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–
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Model training
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–
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Performance optimization
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–
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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.