Job Postings API vs ModelMap (2026)
A side-by-side comparison of Job Postings API and ModelMap on pricing, features, and fit, so you can decide which is right for you.
Quick answer
Job Postings API and ModelMap are both strong choices, but they fit different needs. Choose Job Postings API if you mainly need building a job board or recruiting platform with real-time listing data — its edge is massive dataset of over 1.8 million us job postings provides broad market coverage. Choose ModelMap if you need inspecting a large language model's layer structure before committing to a multi-gigabyte download — its edge is works on very large models without downloading weights, saving significant time and storage. Job Postings API starts at approximately $49/month based on usage volume; ModelMap starts at Free.
Features compared
- Access to 1.8M+ active US job postings via REST API
- Filter and search jobs by industry, location, title, and keyword
- Monitor job market trends and hiring activity over time
- Structured JSON data output for easy integration into any application
- Interactive animated architecture maps generated from safetensors headers without downloading weights
- Cost lens displaying MACs, activation memory, and KV cache estimates for any model
- Full module tree and execution order visualization with tensor shape annotations
- Zero-setup workflow - paste a Hugging Face model URL and explore instantly
Pros & cons
- Massive dataset of over 1.8 million US job postings provides broad market coverage
- Structured API format makes integration into apps and dashboards straightforward
- Useful for both product development and research without manual data collection
- Coverage is currently limited to the US job market, which may not suit global use cases
- Pricing details are not fully transparent on the website, requiring users to contact for exact plans
- Works on very large models without downloading weights, saving significant time and storage
- Cost lens provides practical inference metrics beyond basic layer diagrams
- No setup, account, or installation required - just paste a URL
- No public repository or license information, making self-hosting or code auditing impossible
- Single-page client-rendered app is opaque to programmatic access or automated verification
The verdict
Choose Job Postings API if
you mainly need to building a job board or recruiting platform with real-time listing data. Its edge: massive dataset of over 1.8 million us job postings provides broad market coverage.
Choose ModelMap if
you mainly need to inspecting a large language model's layer structure before committing to a multi-gigabyte download. Its edge: works on very large models without downloading weights, saving significant time and storage.
Frequently asked questions
Is Job Postings API better than ModelMap?
Neither is universally better. Job Postings API is stronger for building a job board or recruiting platform with real-time listing data, with an edge in massive dataset of over 1.8 million us job postings provides broad market coverage. ModelMap is stronger for inspecting a large language model's layer structure before committing to a multi-gigabyte download, with an edge in works on very large models without downloading weights, saving significant time and storage. Pick based on your main task.
Which is cheaper, Job Postings API or ModelMap?
Job Postings API starts at approximately $49/month based on usage volume and ModelMap starts at Free. Free tier: Job Postings API — Limited API calls available on free tier; ModelMap — All features included, no account required.
What is Job Postings API best for?
Job Postings API is best for building a job board or recruiting platform with real-time listing data, conducting labor market research and workforce trend analysis, tracking competitor hiring patterns for competitive intelligence.
What is ModelMap best for?
ModelMap is best for inspecting a large language model's layer structure before committing to a multi-gigabyte download, comparing parameter counts and computational costs across multiple model architectures, quickly auditing tensor shapes and module hierarchies for research or debugging purposes.
Do Job Postings API and ModelMap have free plans?
Job Postings API: Limited API calls available on free tier. ModelMap: All features included, no account required. Check each tool's pricing page for current limits, as plans change.