Lambda vs Pipecat vs Langflow vs Modal

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

Your tool
Lambda
vs
Competitor 1
Pipecat
Competitor 2
Langflow
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.
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Competitor Pipecat
pipecat.ai
Pipecat is an open-source Python framework for building voice and multimodal AI agents that talk in real time.
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Competitor Langflow
langflow.org
Drag and drop AI
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Competitor Modal
modal.com
Run AI code without infrastructure
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
—
—
215.3Kvisits/mo
972.8Kvisits/mo
MoM change
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—
▼ 0.7%
▲ 5.7%
6-month growth
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-4.9%
+13.6%
Global rank web
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#217,191
#43,856
Avg. last 3 months
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225.2K
960K
Bounce rate lower is better
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44%
37%
Pages / visit
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2.2
6.6
Visit duration
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1m 04s
5m 31s
Traffic sources
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● Direct 76% · ● Referral 24%
● Direct 94% · ● Referral 5%
LambdaPipecatLangflowModal
0291.9K583.7K875.6K1.2MLangflow · 295.3KLangflow · 247KLangflow · 269.8KLangflow · 226.5KLangflow · 239.5KLangflow · 229.4KLangflow · 243.6KLangflow · 216.8KLangflow · 215.3KModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8K100K1M10MLangflow · 295.3KLangflow · 247KLangflow · 269.8KLangflow · 226.5KLangflow · 239.5KLangflow · 229.4KLangflow · 243.6KLangflow · 216.8KLangflow · 215.3KModal · 492.6KModal · 603.8KModal · 774KModal · 803.7KModal · 856.4KModal · 1.2MModal · 987.8KModal · 986.7KModal · 920.5KModal · 972.8KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Paid
Free
Free
Freemium
Starting price
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Free
Free
$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
Open source Free
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Starter FreeTeam $250/moEnterprise Custom
Capabilities input → output
Input
CodeData
AudioTextVideo
Text
Code
Output
Apps
AudioText
Apps
Apps
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeAI Developer Tools
Development & CodeProductivity & OfficeVoice & SpeechAI Agent+2 more
Chatbots & CompanionsDevelopment & CodeProductivity & OfficeAI Agent+3 more
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
3
10
9
6
Developer tools
Agents
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GPU infrastructure
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Agent creation
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Development
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APIs
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No-code
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Voice agents
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Chatbots
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Inference
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LLM development
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Voice
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Voice assistance
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Workflows
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Agent collaboration
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Agent testing
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Call agents
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Model training
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Performance optimization
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Self hosted
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
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Saves
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Reviews
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Prompts
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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.