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	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