Lambda vs HotBot vs Replicate vs Modal

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

Your tool
Lambda
vs
Competitor 1
HotBot
Competitor 2
Replicate
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 HotBot
hotbot.com
Most of HotBot works without signing up
Make main Remove
Competitor Replicate
replicate.com
Run open-source AI without managing servers
Make main Remove
Competitor Modal
modal.com
Run AI code without infrastructure
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
—
320Kvisits/mo
1Mvisits/mo
972.8Kvisits/mo
MoM change
—
▲ 3.7%
▼ 3.1%
▲ 5.7%
6-month growth
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-34.3%
-30.2%
+13.6%
Global rank web
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#151,652
#39,584
#43,856
Avg. last 3 months
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328.6K
1.1M
960K
Bounce rate lower is better
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40%
35%
37%
Pages / visit
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2.6
5.6
6.6
Visit duration
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1m 13s
5m 09s
5m 31s
Traffic sources
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● Direct 85% · ● Referral 13%
● Direct 92% · ● Referral 6%
● Direct 94% · ● Referral 5%
LambdaHotBotReplicateModal
0415.2K830.4K1.2M1.7MHotBot · 533.9KHotBot · 573KHotBot · 687.4KHotBot · 576.1KHotBot · 486.9KHotBot · 466.6KHotBot · 491.5KHotBot · 357KHotBot · 308.6KHotBot · 320KReplicate · 1.6MReplicate · 1.7MReplicate · 1.5MReplicate · 1.3MReplicate · 1.5MReplicate · 1.3MReplicate · 1.3MReplicate · 1.2MReplicate · 1.1MReplicate · 1MModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8K100K1M10MHotBot · 533.9KHotBot · 573KHotBot · 687.4KHotBot · 576.1KHotBot · 486.9KHotBot · 466.6KHotBot · 491.5KHotBot · 357KHotBot · 308.6KHotBot · 320KReplicate · 1.6MReplicate · 1.7MReplicate · 1.5MReplicate · 1.3MReplicate · 1.5MReplicate · 1.3MReplicate · 1.3MReplicate · 1.2MReplicate · 1.1MReplicate · 1MModal · 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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$7.95per month · free tier available
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$250per month · free tier available
Free tier
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Free trial
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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 FreeWeekly $7.95/otherQuarterly $39.95/other
Public Models Custom/usage-basedPrivate Models Custom/usage-based
Starter FreeTeam $250/moEnterprise Custom
Capabilities input → output
Input
DataCode
CodeTextImagesDocumentsAudio
ImagesText
Code
Output
Apps
TextImagesCode
VideoTextImagesAudio
Apps
Skill level
Advanced
Beginner-friendly
Advanced
Advanced
Categories
Development & CodeAI Developer Tools
Chatbots & CompanionsAI Chatbot
Development & CodeAI APIAI Developer ToolsOpen Source AI Models
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
3
6
9
6
Developer tools
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GPU infrastructure
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APIs
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Inference
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Development
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Chatbots
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API integrations
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Chatting
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Models
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Coding
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Image generation
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LLM development
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Model training
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Performance optimization
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Research
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Video generation
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Voice chatting
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Writing
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 2
▲ 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.