See the pattern sooner
Connected context can reveal recurrence, timing and shared relationships that are easy to miss when every claim is reviewed on its own.
Why it matters
The point is not to flag more claims. It is to protect more of what already funds care.
Sequrin only matters if better context helps integrity teams use their time better and, where the evidence supports it, prevent or recover avoidable leakage. The software is one part of that chain. The investigation and the outcome still have to stand on their own.
Spend investigative time better
Investigators only have so many hours. Better signals should help them spend that time on activity that genuinely deserves a closer look.
Keep the reasoning together
A structured record of signals, relationships, evidence and case activity makes it easier to understand how an investigation reached its outcome.
Measure, then claim
The financial result comes at the end of the chain.
First you have to surface something useful, investigate it properly and reach an outcome you can defend. Only then does it make sense to ask what financial effect that work actually had.
For an evaluation, that means measuring things such as signal relevance, false positives, time to useful context, investigator effort and any recovery or avoided leakage the scheme can actually verify.
Start with evidence
Pick one result you can actually check.
A useful first evaluation starts with a clear question and baseline, then lets the evidence decide whether Sequrin helped.