Independent perspective
Upendra Belhe
The Hidden Cost of AI Decisions in P&C
An independent perspective on the reconstruction problem.
Read perspectivePress & Media
Veriscopicin the news.
Ideas shaping the conversation around Reconstruction Burden, Decision Assurance and Replayability.
In the conversation
The reconstruction problem
is getting noticed.
Independent industry perspectives on the cost and complexity of understanding decisions later.
Published thinking
From Veriscopic.
Insurance Edge
Insurance Needs Decision Evidence That Outlives Its AI Systems
Opinion by Alastair Walker, featuring Drew Young’s argument.
Read articlePropertyCasualty360
AI is making insurance decisions faster. Can insurers still explain them later?
Drew Young · Special Reports byline
Read articleInsurance Edge
Insurance Has a Reconstruction Problem and AI May Make It Bigger
Drew Young · Founder, Veriscopic
Read articleCompany news
News from Veriscopic.
Announcements, research initiatives and company updates.
Press release
National Law Review
Veriscopic Launches Initiative to Measure the Hidden Cost of Reconstructing Insurance Decisions
Company press release; not independent reporting.
Read releasePress release
EIN Presswire
Veriscopic Launches Initiative to Measure the Hidden Cost of Reconstructing Insurance Decisions
Original company announcement distribution.
Read releaseThe Veriscopic view
Three ideas shaping
how we think about decisions.
Reconstruction Burden
The operational cost of rebuilding the evidence, authority and context surrounding a decision after that context has fragmented.
Decision Assurance
Establishing confidence that an important decision was made under documented authority, evidence and operating conditions — and that those conditions can later be demonstrated.
Replayability
Preserving enough of the decision-state at execution for the decision to be understood and verified later without reconstructing it from fragmented evidence.
About Veriscopic
Don’t reconstruct.
Replay.
Veriscopic builds replayable decision-state infrastructure for insurance.
Its capture fabric preserves the minimum decision-state required around important decisions — across people, systems, models and workflows — so those decisions remain understandable, verifiable and replayable later.
Press & Media