Data Science | AI Visibility | Measurement
A founder-led multi-state law firm
Situation
Most businesses built their reputation the old way: word of mouth, good reviews, a strong website. That still matters. But more and more, people aren't asking Google anymore, they're asking AI. And AI doesn't work like a search engine. It picks a handful of answers and presents them as fact. If your business is not one of those answers, it's like being invisible to a growing share of your future customers. We helped a national law firm address and fix this exact issue by first finding out where their money was actually coming from, and where it wasn't. Their team could tell you which cases they'd won, but couldn't tell you which leads were worth chasing because almost half of every lead that came in had no record of where it originated. At the same time, when we checked what AI platforms were telling people who asked "who's the best law firm", this firm wasn't the answer. A competitor was.
What we installed
- COLLECT
Two instruments where there had been none: a first-touch attribution field in the CRM, asked at intake after a lead qualifies, and a weekly sweep of 351 real buyer questions across four AI answer engines.
- OWN
We re-scored 15,914 deals. Close rate by lead source ran from 0.4% to 74%. The internal ranking the firm would have used to judge its own people reversed once we controlled for the mix of leads each one was handed.
- ALIGN
One metric system, one definition, every percentage published with its sample size and no blended averages. Brand-name search terms came out of the scorecard, because they measure whether people who already know the firm can find it.
- DESIGN
A scored lead queue the client's COO works daily, with the threshold tuned against 36 hand-labelled examples. Items below the threshold are still logged, so the threshold itself stays testable.
- EXECUTE
First signed client from a channel that had produced none. Attribution capture rolled out by the client's own COO, to his own intake team.
Lead source attribution
Empty on 46% of 15,914 deals → First-touch attribution is now assessed on every qualified call
Answer-engine share of voice
4.0% → 6.6% across 60 buyer-question prompts
New channel introduced
No attributable clients → First signed retainer from custom-built monitored queue
"This has already shown value in the few days we've been using it."
What they keep
The attribution field lives in the client's CRM. The lead queue runs on a schedule and their COO works it. The written language set, the directory records, and the page briefs are theirs. The monitoring platform is ours and it leaves when we do, which is exactly why nothing that matters was built on top of it.
