Three purpose-built agentic AI engines, BCE, CRE, and CFIE, running against one shared 1,536-dimension meaning space.
Purpose-built architectures trained specifically for commercial insurance, each filed for patent protection.
Resolves what a business actually does, its operational profile, from its real footprint rather than a self-reported code. The first domain in the chain, and the one every downstream engine depends on.
Maps a resolved operational profile to the exposures it creates and the coverage those exposures require, the way an underwriter reads a file.
Scores every resolved business against the program guideline as written: inclusions, exclusions, thresholds, and edge cases.
A phrase from a website, a submission, or a guideline resolves to the same insurance concepts, so all three engines reason about the same business the same way.
| Phrase, as written | Resolves to | Insurance meaning | Domain |
|---|---|---|---|
| "wood-fired oven" | cos 0.97 | solid-fuel cooking · fire & grease exposure · higher property rate context | exposure |
| "we cater weddings" | cos 0.95 | off-premises operations · extended GL exposure · liquor liability likely | coverage |
| "open till 2am Fridays" | cos 0.93 | late-night operations · common program exclusion · appetite boundary | appetite |
Every buyer downstream of the same vendor selects the same risks. Linqura's engines derive their own intelligence, and what your program teaches them stays yours.
| Traditional vendor feed | Linqura's engines | |
|---|---|---|
| Source of intelligence | Licensed from a third party | Derived in-house, on models Linqura trained and owns |
| What competitors see | The same feed, the same answer | Output resolved against your program, not a shared feed |
| How it improves | On the vendor's release schedule | Tuned by the business written through your program |
| Explainability | Often a black-box score | Every output traces to its sources, with a confidence score |
| Data isolation | Your data trains a shared model | Your guidelines and your book tune your results; they never train anyone else's |
Full integration into your workbench or policy admin system. One call returns the profile, the score, and the evidence behind both.
Look a business up today. No IT project required to start.
Your guidelines and your book stay yours. They tune your results; they never train anyone else's.
Every answer carries its sources and its confidence. Nothing arrives as a number you cannot interrogate.
A demonstration on your actual program, against your actual footprint.
Request a Demo →A demonstration on your actual program, against your actual footprint.