How do quote bots distort insurance funnels?

Where the bots come from

Lead sellers inflate volumes with generated quotes. Competitors and aggregators scrape your rating tables through the front door. Fraud rings probe underwriting logic to learn which synthetic profiles price cheapest. Three different motives, one shared effect: your funnel metrics lie.

The underwriting feedback loop

Quote-to-bind ratios feed pricing and marketing models. When a third of quotes are machines, models drift toward risks that were never real and channels that never performed. The distortion compounds quarterly and is nearly invisible from inside.

Separating shoppers from scripts

Quote-form behavior is rich with signal: field timing, correction patterns, identity consistency across the session. Scoring the quote session - before the quote is counted - keeps the funnel numbers honest. A free audit sizes the bot share without touching the customer experience.