Fursa is an AI-native hiring company helping candidates discover the right roles and companies reach the right talent.
Why we exist
Most job platforms are built around listings, clicks, ads, and engagement. But if the underlying map of open roles is stale, duplicated, or incomplete, every product built on top of it becomes unreliable.
Candidates waste time chasing roles that are already closed. Companies struggle to reach the right people. Analysts and platforms work with hiring data that is often delayed, messy, or incomplete.
Fursa starts one layer lower.
Fursa maintains a live index of open roles with structured data, canonical job identity, verified status, and direct application paths.
Once the inventory is reliable, better products become possible.
A better way for candidates to search the live market. An AI-native recruiting service that sources for fit. Both built on the same live hiring index.
Why now
The technology improved, trust declined, and demand for clean hiring data became unavoidable.
01
Turning thousands of different job postings into clean, structured records used to be expensive, brittle, and hard to scale. New models now make it possible to extract, normalize, verify, and enrich hiring data continuously.
02
Most job platforms optimize for engagement, ads, and volume. Candidates and companies now want something simpler: a source of truth for what is actually open.
03
AI agents, recruiting tools, and market-intelligence systems are only as good as their underlying data. Hiring needs a live, machine-readable map of open roles.
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Turning thousands of different job postings into clean, structured records used to be expensive, brittle, and hard to scale. New models now make it possible to extract, normalize, verify, and enrich hiring data continuously.
The live hiring index
The hiring market is scattered across thousands of pages, formats, and posting styles. Fursa indexes that activity into one structured, machine-readable view of open roles.
We continuously monitor company sources to keep the index current, without relying on recycled third-party listings.
Repeated and reposted listings resolve into one canonical record, producing 95%+ deduplication.
Titles, locations, seniority, work models, skills, salaries, and application paths are mapped into consistent fields.
The index has a 12-hour median refresh, so new roles, edits, and closures are reflected quickly.
Closed, broken, expired, and unreliable listings are removed from the active index.
The same live index powers Search and Hire.
We continuously monitor company sources to keep the index current, without relying on recycled third-party listings.
What makes Fursa different
The same beliefs shape every product. They are why the index stays trustworthy.
We start from employer sources, where the role actually lives.
A listing only matters if it is still open.
Better to surface the right few than bury people under the many.
Every apply path routes back to the employer.
AI should reduce noise, not flood the market with more of it.
No pay-to-rank results, no dark patterns, no unnecessary detours.
Team
One live index. Two ways to use it.
No sign-up required · Powered by the live hiring index
No sign-up required · Powered by the live hiring index
