Hal vs Lambda vs Beam vs CodeGPT

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

Your tool
Hal
vs
Competitor 1
Lambda
Competitor 2
Beam
Competitor 3
CodeGPT
Compare
4 tools · best value per row highlighted
Your tool 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 Lambda
lambda.ai
Lambda is a GPU cloud built for training and serving AI models.
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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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Competitor CodeGPT
codegpt.co
ChatGPT in your code editor
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
3.4Kvisits/mo
—
—
188.3Kvisits/mo
MoM change
▼ 10.9%
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—
▲ 0.8%
6-month growth
+60.6%
—
—
-37.2%
Global rank web
#6,156,551
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#251,957
Avg. last 3 months
3.9K
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—
196.6K
Bounce rate lower is better
39%
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43%
Pages / visit
1.1
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1.9
Visit duration
—
—
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38s
Traffic sources
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● Direct 58% · ● Referral 42%
HalLambdaBeamCodeGPT
074.9K149.9K224.8K299.7KHal · 934Hal · 2.1KHal · 1.3KHal · 2.1KHal · 6.4KHal · 6.9KHal · 4.5KHal · 3.8KHal · 3.4KCodeGPT · 267.5KCodeGPT · 278.8KCodeGPT · 284.1KCodeGPT · 233.4KCodeGPT · 299.7KCodeGPT · 277.1KCodeGPT · 262.2KCodeGPT · 214.6KCodeGPT · 186.8KCodeGPT · 188.3K1001K10K100K1MHal · 934Hal · 2.1KHal · 1.3KHal · 2.1KHal · 6.4KHal · 6.9KHal · 4.5KHal · 3.8KHal · 3.4KCodeGPT · 267.5KCodeGPT · 278.8KCodeGPT · 284.1KCodeGPT · 233.4KCodeGPT · 299.7KCodeGPT · 277.1KCodeGPT · 262.2KCodeGPT · 214.6KCodeGPT · 186.8KCodeGPT · 188.3KNov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Freemium
Paid
Freemium
Freemium
Starting price
$2,000per month
—
$89per month · free tier available
$9per month · free tier available
Free tier
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Free trial
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API access
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Plans
Startups $2,000/mo
On-demand instances (8x GPU) CustomOn-demand instances (1x GPU) Custom1-Click Clusters CustomReserved / Superclusters Custom
Developer FreeTeam $89/moGrowth Custom
Free FreeProfessional $9/moTeams $27/moEnterprise Custom
Capabilities input → output
Input
CodeText
CodeData
Code
CodeText
Output
Apps
Apps
Apps
Code
Skill level
Intermediate
Advanced
Advanced
Intermediate
Categories
Development & CodeAI Developer Tools
Development & CodeAI Developer Tools
Development & CodeAI APIAI Developer Tools
Development & CodeAI Coding Assistant
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
4
3
6
3
GPU infrastructure
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APIs
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Developer tools
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Chatbot building
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Chatbots
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Cloud infrastructure
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Coding
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Cloud computing
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Debugging
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Document chat
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MCP
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Model training
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Virtual computing
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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.