Lambda vs Qodo (Formerly Codium) vs Hal vs Beam

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

Your tool
Lambda
vs
Competitor 1
Qodo (Formerly Codium)
Competitor 2
Hal
Competitor 3
Beam
Compare
4 tools · best value per row highlighted
Your tool Lambda
lambda.ai
Lambda is a GPU cloud built for training and serving AI models.
Remove
Competitor Qodo (Formerly Codium)
qodo.ai
Qodo's Rules System lets you define coding standards once—then those standards evolve alongside your codebase
Make main Remove
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
Make main Remove
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.
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
—
276.5Kvisits/mo
3.4Kvisits/mo
—
MoM change
—
▲ 9.3%
▼ 10.9%
—
6-month growth
—
-29.0%
+60.6%
—
Global rank web
—
#170,528
#6,156,551
—
Avg. last 3 months
—
268.7K
3.9K
—
Bounce rate lower is better
—
41%
39%
—
Pages / visit
—
2.4
1.1
—
Visit duration
—
49s
—
—
Traffic sources
—
● Direct 85% · ● Referral 11%
—
—
LambdaQodo (Formerly Codium)HalBeam
0154K307.9K461.9K615.8KQodo (Formerly Codium) · 615.8KQodo (Formerly Codium) · 609.3KQodo (Formerly Codium) · 596.7KQodo (Formerly Codium) · 389.5KQodo (Formerly Codium) · 422.6KQodo (Formerly Codium) · 409.8KQodo (Formerly Codium) · 276.6KQodo (Formerly Codium) · 253KQodo (Formerly Codium) · 276.5KHal · 934Hal · 2.1KHal · 1.3KHal · 2.1KHal · 6.4KHal · 6.9KHal · 4.5KHal · 3.8KHal · 3.4K1001K10K100K1MQodo (Formerly Codium) · 615.8KQodo (Formerly Codium) · 609.3KQodo (Formerly Codium) · 596.7KQodo (Formerly Codium) · 389.5KQodo (Formerly Codium) · 422.6KQodo (Formerly Codium) · 409.8KQodo (Formerly Codium) · 276.6KQodo (Formerly Codium) · 253KQodo (Formerly Codium) · 276.5KHal · 934Hal · 2.1KHal · 1.3KHal · 2.1KHal · 6.4KHal · 6.9KHal · 4.5KHal · 3.8KHal · 3.4KNov '25DecJan '26FebMarAprMayJunJul
Pricing
Model
Paid
Freemium
Freemium
Freemium
Starting price
—
$30per month
$2,000per month
$89per month · free tier available
Free tier
–
–
–
Free trial
–
–
–
API access
–
–
–
Plans
On-demand instances (8x GPU) CustomOn-demand instances (1x GPU) Custom1-Click Clusters CustomReserved / Superclusters Custom
Free Trial CustomPro Team $30/moEnterprise Custom
Startups $2,000/mo
Developer FreeTeam $89/moGrowth Custom
Capabilities input → output
Input
CodeData
Code
CodeText
Code
Output
Apps
CodeText
Apps
Apps
Skill level
Advanced
Intermediate
Intermediate
Advanced
Categories
Development & CodeAI Developer Tools
Development & CodeAI Code ReviewAI Coding AssistantAI Testing
Development & CodeAI Developer Tools
Development & CodeAI APIAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
3
10
4
6
GPU infrastructure
–
–
APIs
–
–
Developer tools
–
–
Chatbot building
–
–
–
Chatbots
–
–
–
Cloud infrastructure
–
–
–
Code reviews
–
–
–
Testing
–
–
–
Cloud computing
–
–
–
Code quality
–
–
–
Code testing
–
–
–
Coding
–
–
–
Document chat
–
–
–
GitHub pull requests
–
–
–
Test cases
–
–
–
Test creation
–
–
–
Unit tests
–
–
–
Code analysis
–
–
–
Model training
–
–
–
Virtual computing
–
–
–
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.