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🧪 '''Proof of concept (POC)''' in the insurance and [[Definition:Insurtech | insurtech]] context is a small-scale, time-limited exercise designed to demonstrate that a proposed technology solution, business model, or operational approach can work in a real or near-real insurance environment before the organization commits to full-scale implementation. POCs serve as a critical decision gate — they translate theoretical value propositions into tangible evidence, allowing stakeholders to assess feasibility, identify integration challenges, and estimate the likely return on a larger investment.

⚙️ A POC in insurance typically involves selecting a narrow use case — for example, testing an [[Definition:Artificial intelligence (AI) | AI]]-driven [[Definition:Claims triage | claims triage]] model on a subset of [[Definition:Motor insurance | motor claims]], piloting a [[Definition:Telematics | telematics]]-based pricing algorithm on a limited portfolio, or trialing a new [[Definition:Application programming interface (API) | API]] connection between a [[Definition:Managing general agent (MGA) | MGA's]] platform and a carrier's [[Definition:Policy administration system | policy administration system]]. The scope is deliberately constrained: real data (often anonymized or sandboxed to satisfy [[Definition:Data privacy | data privacy]] requirements) feeds through the solution, and results are measured against predefined success criteria such as accuracy improvements, processing time reductions, or [[Definition:Loss ratio (L/R) | loss ratio]] impact projections. Insurance organizations frequently run POCs in collaboration with [[Definition:Insurtech | insurtech]] startups or technology vendors, sometimes through formal [[Definition:Innovation lab | innovation lab]] or [[Definition:Accelerator | accelerator]] programs. The duration ranges from a few weeks to several months, with a structured review at the conclusion to decide whether to proceed to a pilot phase, iterate, or abandon the initiative.

💡 Running a disciplined POC process matters enormously in an industry where the cost of failed technology deployments is amplified by regulatory obligations, [[Definition:Policyholder | policyholder]] service expectations, and the complexity of legacy infrastructure. A carrier that skips the POC stage and moves directly to enterprise-wide rollout risks discovering incompatibilities with existing [[Definition:Core system | core systems]], data-quality issues that undermine model performance, or regulatory objections that could have been surfaced earlier. Equally, an [[Definition:Insurtech | insurtech]] company that cannot demonstrate credible POC results will struggle to convert carrier conversations into binding contracts. Across major markets — from London's commercial specialty sector to large composite insurers in Asia and North America — the POC has become a standard step in the technology adoption lifecycle, bridging the gap between innovation rhetoric and operational reality.

'''Related concepts:'''
{{Div col|colwidth=20em}}
* [[Definition:Insurtech]]
* [[Definition:Digital transformation]]
* [[Definition:Minimum viable product (MVP)]]
* [[Definition:Innovation lab]]
* [[Definition:Artificial intelligence (AI)]]
* [[Definition:Pilot program]]
{{Div col end}}

Definition:Proof of concept (POC) - Revision history

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