Gumloop vs llama.cpp vs Replicate vs OpenAI Frontier

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

Your tool
Gumloop
vs
Competitor 1
llama.cpp
Competitor 2
Replicate
Competitor 3
OpenAI Frontier
Compare
4 tools · best value per row highlighted
Your tool Gumloop
gumloop.com
Gumloop is a multiplayer AI agent builder that lets people across a company create agents with the model and integrations they choose while IT keeps control of access.
Remove
Competitor llama.cpp
github.com
llama.cpp is an open-source inference engine that runs large language models and vision-language models on local hardware or in the cloud with minimal setup.
Make main Remove
Competitor Replicate
replicate.com
Run open-source AI without managing servers
Make main Remove
Competitor OpenAI Frontier
openai.com
Enterprises running AI agents in production need more than API access
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
—
—
1Mvisits/mo
204.3Mvisits/mo
MoM change
—
—
▼ 3.1%
▲ 3.6%
6-month growth
—
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-30.2%
+0.3%
Global rank web
—
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#39,584
#212
Avg. last 3 months
—
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1.1M
197.3M
Bounce rate lower is better
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35%
58%
Pages / visit
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—
5.6
3.0
Visit duration
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5m 09s
2m 31s
Traffic sources
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● Direct 92% · ● Referral 6%
● Direct 81% · ● Referral 17%
Gumloopllama.cppReplicateOpenAI Frontier
066.6M133.2M199.7M266.3MReplicate · 1.6MReplicate · 1.7MReplicate · 1.5MReplicate · 1.3MReplicate · 1.5MReplicate · 1.3MReplicate · 1.3MReplicate · 1.2MReplicate · 1.1MReplicate · 1MOpenAI Frontier · 266.3MOpenAI Frontier · 225MOpenAI Frontier · 210.1MOpenAI Frontier · 191.2MOpenAI Frontier · 203.7MOpenAI Frontier · 195.7MOpenAI Frontier · 203.1MOpenAI Frontier · 190.4MOpenAI Frontier · 197.2MOpenAI Frontier · 204.3M1M10M100M1BReplicate · 1.6MReplicate · 1.7MReplicate · 1.5MReplicate · 1.3MReplicate · 1.5MReplicate · 1.3MReplicate · 1.3MReplicate · 1.2MReplicate · 1.1MReplicate · 1MOpenAI Frontier · 266.3MOpenAI Frontier · 225MOpenAI Frontier · 210.1MOpenAI Frontier · 191.2MOpenAI Frontier · 203.7MOpenAI Frontier · 195.7MOpenAI Frontier · 203.1MOpenAI Frontier · 190.4MOpenAI Frontier · 197.2MOpenAI Frontier · 204.3MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Free Trial
Free
Freemium
Freemium
Starting price
$37per month
Free
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$1per month · free tier available
Free tier
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Free trial
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API access
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Plans
Pro $37/moEnterprise Custom
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Public Models Custom/usage-basedPrivate Models Custom/usage-based
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Capabilities input → output
Input
DataText
ImagesText
ImagesText
DataText
Output
Apps
Text
AudioImagesTextVideo
DataText
Skill level
Intermediate
Advanced
Advanced
Advanced
Categories
Productivity & OfficeAI AgentAI Workflow
Development & CodeAI APIAI Developer Tools
Development & CodeAI APIAI Developer ToolsOpen Source AI Models
Productivity & OfficeAI AgentAI Workflow
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
7
7
9
8
Agents
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APIs
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Agent creation
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Developer tools
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LLM development
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Workflows
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Agent management
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Agent memory
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Image generation
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Local AI
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AI governance
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API integrations
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Inference
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Large language models
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Models
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No-code
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Self hosted
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Agent identity verification
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Development
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Llama 3 on mac
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Video generation
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Workflow deployment
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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.