ZeroPath vs Hal vs Lambda vs Semgrep Assistant

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

Your tool
ZeroPath
vs
Competitor 1
Hal
Competitor 2
Lambda
Competitor 3
Semgrep Assistant
Compare
4 tools · best value per row highlighted
Your tool ZeroPath
zeropath.com
Traditional security tools won't scan your codebase for auth bypasses or business logic flaws that only emerge when you understand how the entire application actually works
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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 Lambda
lambda.ai
Lambda is a GPU cloud built for training and serving AI models.
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Competitor Semgrep Assistant
semgrep.dev
Semgrep Assistant, now documented as Semgrep Multimodal, is the AI layer of the Semgrep application security platform.
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Traffic estimated monthly website traffic
Monthly visits
40.6Kvisits/mo
3.4Kvisits/mo
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MoM change
▲ 16.1%
▼ 10.9%
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6-month growth
+50.1%
+60.6%
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Global rank web
#858,063
#6,156,551
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Avg. last 3 months
38.9K
3.9K
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Bounce rate lower is better
43%
39%
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Pages / visit
1.7
1.1
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Visit duration
22s
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Traffic sources
● Direct 77% · ● Mail 18%
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ZeroPathHalLambdaSemgrep Assistant
012.7K25.4K38K50.7KZeroPath · 48.3KZeroPath · 50.7KZeroPath · 36.6KZeroPath · 27KZeroPath · 34.4KZeroPath · 26.5KZeroPath · 41.2KZeroPath · 35KZeroPath · 40.6KHal · 934Hal · 2.1KHal · 1.3KHal · 2.1KHal · 6.4KHal · 6.9KHal · 4.5KHal · 3.8KHal · 3.4K1001K10K100KZeroPath · 48.3KZeroPath · 50.7KZeroPath · 36.6KZeroPath · 27KZeroPath · 34.4KZeroPath · 26.5KZeroPath · 41.2KZeroPath · 35KZeroPath · 40.6KHal · 934Hal · 2.1KHal · 1.3KHal · 2.1KHal · 6.4KHal · 6.9KHal · 4.5KHal · 3.8KHal · 3.4KNov '25DecJan '26FebMarAprMayJunJul
Pricing
Model
Freemium
Freemium
Paid
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Starting price
$1,000per month · free tier available
$2,000per month
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Free tier
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Free trial
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API access
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Plans
Team $1,000/moEnterprise CustomFree Proof of Value Free
Startups $2,000/mo
On-demand instances (8x GPU) CustomOn-demand instances (1x GPU) Custom1-Click Clusters CustomReserved / Superclusters Custom
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Capabilities input → output
Input
Code
CodeText
CodeData
Code
Output
CodeText
Apps
Apps
CodeText
Skill level
Advanced
Intermediate
Advanced
Advanced
Categories
Development & CodeAI Code ReviewAI Developer Tools
Development & CodeAI Developer Tools
Development & CodeAI Developer Tools
Development & CodeAI Code ReviewAI Developer Tools
Tasks what each tool can do · 0 shared · core   partial
Tasks covered
8
4
3
7
Code security
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Code security analysis
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Vulnerability analysis
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Code reviews
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Developer tools
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Chatbot building
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Chatbots
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Cybersecurity vulnerabilities
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GPU infrastructure
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APIs
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Code analysis
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Document chat
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Code explanations
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Code validation
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Cybersecurity
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Model training
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Security automation
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 0
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Saves
0
0
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Reviews
0
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Prompts
0
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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.