DEV Community

Azaan
Azaan

Posted on Originally published at theinsuranceledger.net

Building insurance calculators that don't capture leads: what we learned

Most insurance sites put a calculator behind a lead form. We did the opposite, and it turned out to be an interesting engineering and product problem.

Here is what we built and what we learned.

The problem with lead-gated calculators

A typical premium estimator asks for a name, email, ZIP, and phone before showing a number. That means:

  • The user cannot verify anything before handing over personal data
  • The "estimate" is often a sales script in disguise
  • Nobody trusts the output, so nobody shares it

We wanted three tools that give an answer immediately, with zero capture.

What we shipped

  1. Premium benchmark check - compares a quoted premium against typical rates for the same state and risk profile. The interesting part was normalising rate tables that carriers publish in wildly different formats.
  2. Claim denial risk score - a short questionnaire scored against published denial-rate research. The hard part is honesty: we had to show why a risk factor matters rather than just returning a scary number.
  3. Coverage gap check - walks through home, auto, and liability limits and flags mismatches.

All three are static, client-side, and load in under a second. No backend, no database of users, nothing stored.

The data layer

Every number traces back to a primary source (NAIC, III, state DOI filings), and those sources are published alongside the tools in a statistics library so a reader can check our work. If a figure cannot be sourced, we cut it.

Results so far

  • People actually complete the tools (no form abandonment to fight)
  • They link to them, because a free tool is a genuinely useful thing to cite
  • Support questions dropped, because the methodology is visible

Takeaway

If your calculator's value depends on hiding the answer until the form is submitted, the answer is probably not very defensible. Publishing the method and the sources costs nothing and compounds.

We write about the data side of insurance at The Insurance Ledger - 60+ sourced statistics, all free to cite.

Top comments (2)

Collapse
 
neerajbhakta profile image
Neeraj Bhakta •

Nice approach. Giving the answer first builds trust, and you can still capture leads with an optional step after the result, like 'email me this comparison'. Those leads tend to be much warmer than gated ones. The share of people who use that optional step would be an interesting metric to track.

Collapse
 
alexcodebytes profile image
Oleksandr •

This is a really smart product decision. Most insurance calculators are lead-gen tools wearing a calculator costume. Yours are actually calculators, and the fact that support questions dropped because the methodology is visible is the proof that transparency works.