Extracting web data at scale, when getting it wrong is not an option.

SHORA captures public web pages deterministically and replays the capture on every visit — even when the page is redesigned. No language model in the data path. No human reviewer in the data path. Built on a record-replay scheme from PhD research at INRIA.

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The deterministic web capture engine. Recording captures a page's structural intent — not its surface selectors — so the same recording reads every variant of that page deterministically, including the ones a conventional record-replay tool would break on. SaaS, usage-based: replay is priced per record, roughly 10× cheaper than LLM scrapers per record, and the re-recording labor that conventional tools depend on is eliminated.

Two ways to read web pages at scale fail. LLM agents top out around 9% end-to-end on the open web. Human reviewers can't hold attention past thirty minutes on repetitive monitoring. CROspector is the third option: deterministic record-replay, ~10× cheaper per record than LLM scrapers.

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In production today.

Used by teams whose decisions depend on the same web page being read the same way, every time.

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We work with teams who meet three conditions.

  1. The same pages have to be read correctly, at minimum, tens of thousands of times per month.
  2. Getting a field wrong has a cost that is measured in revenue, compliance, or reputation — not in convenience.
  3. There is one person inside your organization who owns the data quality outcome and can sign for it.

If those three are true, we have fifteen minutes. If they are not, we are probably not the right vendor and we would rather tell you now.

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About SHORA

SHORA is a deep-tech company spun out of INRIA. We build the deterministic web capture infrastructure that audit, intelligence, monitoring, and compliance teams use when getting a field wrong has a cost measured in revenue, in regulatory exposure, or in reputation.

Our focus is the unsexy half of web data — the part where the same page has to be read correctly ten million times, without a language model and without a human in the loop.

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If you have ten URLs you need read correctly every day, we can show you a working capture in 48 hours.

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172 Av. de Bretagne
59000 Lille, France