Focus 05 — P&L Attribution and Market Signal
How will I know your AI investment is actually moving combined ratio or producer productivity?
The CDO/CAIO graveyard
The graveyard is full of impressive platforms with no P&L attribution. The discipline is tying every AI initiative to a named lever with a measurement framework the CFO trusts:
- Loss ratio — better risk selection, fraud detection, subrogation recovery
- Expense ratio — straight-through processing, servicing automation
- Retention — proactive outreach, win-back campaigns, at-risk scoring
- Hit ratio — producer copilots, faster quote turnaround, lead intelligence
Each lever gets pre/post analysis, holdout segments, instrumented telemetry — and a quarterly attribution report.
What I’ve shipped
- SWIA attrition dashboards and revenue waterfall — running in production, surfacing the retention lever weekly. See the SWIA enterprise transformation case study.
- “Welcome Back Home” win-back campaign + SWIA Lead Intelligence System — daily lead-gen + company intelligence, two emails M-F, Clay-enriched company intel with headcount-growth and hiring-signal tags. Hit-ratio lever instrumented end-to-end.
- Producer scorecards and at-risk client scoring — the producer-productivity instrumentation behind the lever.
- PIN Producer Scorecard migration — service PIN grades vs. KPI tracking moving from xlsm to BigQuery + Power BI.
- AIReturns — AI Tool ROI & Breakeven Analysis — public ROI calculator modeling manpower savings across InsurTech tools (Comulate, Fulcrum, Tailwind). Interactive cost inputs, FTE equivalents, 18-month projections, combined vs per-tool views. The discipline of attribution applied to AI tooling itself.
- TuneProtect Insurance Analytics — earlier carrier-side analytics work focused on segmentation and lifetime-value attribution.
- Telecom COVID — Bandwidth Pivot Analytics — CFO-level attribution work under crisis conditions; same discipline applied to insurance ratios.
What’s coming next
| Quarter |
Deliverable |
| Q2 2026 |
Public ROI calculator at unifi.ai/roi-calculator (insurance-specific extension of AIReturns) |
| Q3 2026 |
First quarterly P&L Signal Tracker (newsletter + PDF) |
| Q3 2026 |
Earnings-call AI-claim tracker dashboard |
| Q4 2026 |
Anonymized retention-AI case study (with explicit SWIA approval) |
| Q4 2026 |
Lead-generation architecture writeup |
Market signal I track
Public carriers — PGR, ALL, TRV, HIG, CB, AIG, CINF, MET, PRU, AFG · Brokerages — MMC, AON, AJG, BRO, WTW, RYAN · Insurtechs — LMND, ROOT, HIPO, CCC, GWRE, VRSK, DOMA · Reinsurance / research — Gallagher Re, Aon Reinsurance, Swiss Re Institute, Dowling, CB Insights · Cohorts — BrokerTech Ventures, Plug and Play Insurtech, Lloyd’s Lab, Global Insurance Accelerator.
Success metrics
- Quarterly P&L Signal Tracker: 250+ subscribers by Q4 2026
- Public ROI calculator: 500+ uses by Q1 2027
- Cited by at least one analyst / consultancy report by Q1 2027