llama.cpp vs Hal vs Beam

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

Your tool
llama.cpp
vs
Competitor 1
Hal
Competitor 2
Beam
Competitor 3
Suggested competitors for llama.cpp: Thinking Machines Tinker90% Together AI89% Replicate88% Unsloth AI88% Fireworks AI88% LLaMA-Factory88% Vertex AI86% Respan86%
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3 tools · best value per row highlighted
Your tool 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.
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Competitor Hal
hal9.com
Hal9 is a powerful platform for quickly building and deploying fully customizable AI chatbots, powered by your data with complete privacy. In just under 5 minutes, you can create a tailored chatbot t
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Competitor Beam
beam.cloud
Beam is a cloud runtime for AI workloads that offers serverless GPUs, task queues and sandboxes through a Python, TypeScript and Go SDK.
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Traffic estimated monthly website traffic
Monthly visits
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3.4Kvisits/mo
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MoM change
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▼ 10.9%
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6-month growth
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+60.6%
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Global rank web
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#6,156,551
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Avg. last 3 months
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3.9K
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Bounce rate lower is better
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39%
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Pages / visit
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1.1
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Visit duration
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—
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Traffic sources
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llama.cppHalBeam
01.7K3.5K5.2K6.9KHal · 934Hal · 2.1KHal · 1.3KHal · 2.1KHal · 6.4KHal · 6.9KHal · 4.5KHal · 3.8KHal · 3.4K1001K10KHal · 934Hal · 2.1KHal · 1.3KHal · 2.1KHal · 6.4KHal · 6.9KHal · 4.5KHal · 3.8KHal · 3.4KNov '25DecJan '26FebMarAprMayJunJul
Pricing
Model
Free
Freemium
Freemium
Starting price
Free
$2,000per month
$89per month · free tier available
Free tier
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Free trial
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–
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API access
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Plans
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Startups $2,000/mo
Developer FreeTeam $89/moGrowth Custom
Capabilities input → output
Input
ImagesText
CodeText
Code
Output
Text
Apps
Apps
Skill level
Advanced
Intermediate
Advanced
Categories
Development & CodeAI APIAI Developer Tools
Development & CodeAI Developer Tools
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 1 shared · core   partial
Tasks covered
7
4
6
APIs
Developer tools
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Chatbot building
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Chatbots
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Cloud infrastructure
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GPU infrastructure
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Local AI
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Cloud computing
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Document chat
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LLM development
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Large language models
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Self hosted
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Llama 3 on mac
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Virtual computing
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 0
Saves
0
0
0
Reviews
0
0
0
Prompts
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.