Find every Canadian thermodynamics expert
They give you 10 links at a time. We give you the whole index.
Your query
"Find Python and TypeScript developers in Canada with fintech experience"
Our output
{
"name": "Alice Johnson",
"emails": ["alice.johnson@example.com"],
"country": "CAN",
"languages": ["eng"],
"skills": [
"Python", "TypeScript",
"React", "FastAPI",
"Terraform", "AWS"
],
"knowsAbout": [
"Finance", "E-commerce"
],
"webpages": [
"example.com/alice-johnson",
"linkedin.com/in/alice-johnson",
"github.com/alice-johnson"
]
}
Use Cases
Tap Every Expert
Frontier models need domain experts. Find electricians, nurses, tax attorneys, and astrophysicists at scale.
Find Your Next CustomerGo beyond firmographics. Qualify by what companies actually do — their tech stack, partners, specialties — not just headcount and industry code.
Hire the UnreachableFind the candidates no one else can. We source where talent actually lives — GitHub, research labs, niche communities — not just LinkedIn.
Alternatives
Everyone else is just Google-fu. Only Layr crawls the entire index to find verified people at scale.
| Feature | Layr | Exa | ChatGPT |
|---|---|---|---|
| Webpages surveyed per query | 1,000 – 100,000 | 10 – 100 | 2 – 20 |
| Coverage | Domain-specific depth | Broad semantic search | Broad (training data) |
| Structured output | Verified records with emails | Spreadsheet | Unstructured text |
| Max records | 10,000+ | 100 | 5 |
| Interaction model | B2B partnership | API / self-serve | Self-serve |