Gumloop vs llama.cpp vs Replicate vs IBM watsonx Orchestrate

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
IBM watsonx Orchestrate
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 IBM watsonx Orchestrate
ibm.com
IBM watsonx Orchestrate is an agent management platform for building, deploying, orchestrating and governing AI agents from a single control plane.
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
—
—
1Mvisits/mo
—
MoM change
—
—
▼ 3.1%
—
6-month growth
—
—
-30.2%
—
Global rank web
—
—
#39,584
—
Avg. last 3 months
—
—
1.1M
—
Bounce rate lower is better
—
—
35%
—
Pages / visit
—
—
5.6
—
Visit duration
—
—
5m 09s
—
Traffic sources
—
—
● Direct 92% · ● Referral 6%
—
Gumloopllama.cppReplicateIBM watsonx Orchestrate
0415.2K830.4K1.2M1.7MReplicate · 1.6MReplicate · 1.7MReplicate · 1.5MReplicate · 1.3MReplicate · 1.5MReplicate · 1.3MReplicate · 1.3MReplicate · 1.2MReplicate · 1.1MReplicate · 1M1M10MReplicate · 1.6MReplicate · 1.7MReplicate · 1.5MReplicate · 1.3MReplicate · 1.5MReplicate · 1.3MReplicate · 1.3MReplicate · 1.2MReplicate · 1.1MReplicate · 1MNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Free Trial
Free
Freemium
Freemium
Starting price
$37per month
Free
—
$530per month
Free tier
–
–
–
Free trial
–
–
API access
–
–
Plans
Pro $37/moEnterprise Custom
—
Public Models Custom/usage-basedPrivate Models Custom/usage-based
Trial FreeEssentials $530/moStandard $6,360/moPremium Custom
Capabilities input → output
Input
DataText
ImagesText
ImagesText
DocumentsText
Output
Apps
Text
AudioImagesTextVideo
AppsText
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
9
Agents
–
–
Agent creation
–
–
APIs
–
–
Agent management
–
–
Developer tools
–
–
LLM development
–
–
Workflows
–
–
Image generation
–
–
Local AI
–
–
–
API integrations
–
–
–
Agent collaboration
–
–
–
Inference
–
–
–
Large language models
–
–
–
Models
–
–
–
No-code
–
–
–
Self hosted
–
–
–
AI observability
–
–
–
Agent integrity monitoring
–
–
–
Agent memory
–
–
–
Agent testing
–
–
–
Cost management
–
–
–
Development
–
–
–
Llama 3 on mac
–
–
–
Video generation
–
–
–
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
–
–
–
–

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.