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.
Hire the Unreachable
Find 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 | Perplexity | ChatGPT |
|---|---|---|---|
| Webpages surveyed per query | 1,000 – 100,000 | 5 – 30 | 2 – 5 |
| Coverage | Domain-specific depth | Broad | Broad |
| Interaction model | B2B partnership | Self-serve | Self-serve |
| Contact data | Every candidate has an email | Hope LinkedIn doesn't block you | Hope LinkedIn doesn't block you |