Vertex AI vs Lambda vs Replicate vs Langflow

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

Your tool
Vertex AI
vs
Competitor 1
Lambda
Competitor 2
Replicate
Competitor 3
Langflow
Compare
4 tools · best value per row highlighted
Your tool Vertex AI
cloud.google.com
Google Vertex AI is Google Cloud's machine learning and generative AI platform, now presented under the Agent Platform name.
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Competitor Lambda
lambda.ai
Lambda is a GPU cloud built for training and serving AI models.
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Competitor Replicate
replicate.com
Run open-source AI without managing servers
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Competitor Langflow
langflow.org
Drag and drop AI
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
—
—
1Mvisits/mo
215.3Kvisits/mo
MoM change
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—
▼ 3.1%
▼ 0.7%
6-month growth
—
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-30.2%
-4.9%
Global rank web
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#39,584
#217,191
Avg. last 3 months
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1.1M
225.2K
Bounce rate lower is better
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35%
44%
Pages / visit
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5.6
2.2
Visit duration
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5m 09s
1m 04s
Traffic sources
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● Direct 92% · ● Referral 6%
● Direct 76% · ● Referral 24%
Vertex AILambdaReplicateLangflow
0415.2K830.4K1.2M1.7MReplicate · 1.6MReplicate · 1.7MReplicate · 1.5MReplicate · 1.3MReplicate · 1.5MReplicate · 1.3MReplicate · 1.3MReplicate · 1.2MReplicate · 1.1MReplicate · 1MLangflow · 295.3KLangflow · 247KLangflow · 269.8KLangflow · 226.5KLangflow · 239.5KLangflow · 229.4KLangflow · 243.6KLangflow · 216.8KLangflow · 215.3K100K1M10MReplicate · 1.6MReplicate · 1.7MReplicate · 1.5MReplicate · 1.3MReplicate · 1.5MReplicate · 1.3MReplicate · 1.3MReplicate · 1.2MReplicate · 1.1MReplicate · 1MLangflow · 295.3KLangflow · 247KLangflow · 269.8KLangflow · 226.5KLangflow · 239.5KLangflow · 229.4KLangflow · 243.6KLangflow · 216.8KLangflow · 215.3KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
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Paid
Freemium
Free
Starting price
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Free
Free tier
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Free trial
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API access
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Plans
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On-demand instances (8x GPU) CustomOn-demand instances (1x GPU) Custom1-Click Clusters CustomReserved / Superclusters Custom
Public Models Custom/usage-basedPrivate Models Custom/usage-based
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Capabilities input → output
Input
DocumentsVideoTextImagesCode
DataCode
ImagesText
Text
Output
TextImagesCode
Apps
VideoTextImagesAudio
Apps
Skill level
Advanced
Advanced
Advanced
Advanced
Categories
Development & CodeProductivity & OfficeAI AgentAI API+1 more
Development & CodeAI Developer Tools
Development & CodeAI APIAI Developer ToolsOpen Source AI Models
Chatbots & CompanionsDevelopment & CodeProductivity & OfficeAI Agent+3 more
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
11
3
9
9
Developer tools
APIs
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LLM development
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Agents
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Agent creation
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Development
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Model training
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GPU infrastructure
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No-code
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API integrations
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Chatbots
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Inference
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Models
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Models management
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Workflows
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Agent management
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Fine-Tuning
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Image generation
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LLM training
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Prompt management
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Video generation
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
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Saves
0
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Reviews
0
0
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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.