Coverage Gap
Sentinel AI is a well-funded technology startup that has built a proprietary AI-powered underwriting and risk assessment platform, currently used by three mid-size commercial property and casualty insurers. The founding team believes the platform has significant potential in the small business insurance market, a segment historically underserved by sophisticated risk tools. PwC has been engaged to assess whether this is an attractive entry opportunity and what the go-to-market strategy should look like.
Before reviewing any data, how would you structure this assessment?
Case Exhibit
Clarifying Questions
- Is Sentinel looking to sell its platform to small business insurers as a SaaS tool, or to underwrite small business policies directly as an insurer itself?
- What is Sentinel's current revenue model with its three existing insurer clients, and what does contract size look like?
- Does Sentinel have any existing relationships with insurers who focus on the small business segment, or would this require building an entirely new customer base?
Framework
Bucket 1: Market Attractiveness
Objective: Understand whether the small business insurance market is large enough and structurally attractive enough to justify the investment required to enter it.
- Market Size: total premiums written in the small business property and casualty insurance segment and growth trajectory
- Underservice Level: degree to which small business insurers currently rely on manual or outdated underwriting processes, which determines how much value Sentinel's AI platform could add
- Competitive Landscape: existing AI underwriting vendors targeting this segment and the relative maturity of the competitive environment
Bucket 2: Sentinel's Ability to Win
Objective: Understand whether Sentinel's platform and current capabilities are a strong fit for the small business segment specifically, since small business insurance has meaningfully different characteristics from the commercial P&C (property and casualty) market Sentinel currently serves.
- Product Fit: whether Sentinel's underwriting models, trained on commercial P&C data, can be effectively adapted for small business risk profiles without significant re-engineering
- Go-to-Market Fit: whether Sentinel's existing sales motion of selling to mid-size insurers translates to the small business insurer segment, which may have different buying processes and decision-maker profiles
- Competitive Differentiation: what specifically makes Sentinel's platform better than existing alternatives for small business underwriters, and whether that advantage is defensible
