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Acorn Works
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LEAD ROUTING

Leads that route themselves, and flag when they're unsure

Oliver (Full Throttle Adrenaline Parks) — multi-venue entertainment operator

An inquiry scored zero to one hundred, then routed or flagged for reviewAn inbound inquiry is scored by a language model. Above the threshold it dispatches straight to the assigned rep by SMS and email; below it, it goes to the sales director for a human ruling, and that ruling is written back to the training log.INQUIRYSCORE 0–100THRESHOLDREP — SMS + EMAILDIRECTOR REVIEWEVERY RULING IS WRITTEN BACK TO THE TRAINING LOG, WITH THE MODEL VERSION
Client
Oliver (Full Throttle Adrenaline Parks)
Work
LEAD ROUTING
Built with
Zoho CRM · Twilio · Resend
Result
Leads assigned in seconds

Situation

The starting point

Event inquiries landed in a shared inbox with no reliable owner. Some sat a day, some were worked twice. There was no confident measure of lead wait time, and no honest way to answer the question of what happened to a specific inquiry.

What we built

Scope

  1. 01A signed webhook endpoint taking inquiries from the web form, with duplicate detection on the way in
  2. 02A routing rules engine keyed on location and event type
  3. 03Immediate dispatch to the assigned rep by SMS and email, plus an automatic push into the rep's CRM record
  4. 04A review queue for the sales director, and response-time reporting that didn't exist before

Details that mattered

Where the work actually went

  1. 01Every lead is scored by a language model from 0–100. Anything below threshold routes to the director for a human ruling rather than being auto-assigned.
  2. 02Each ruling is written to a training log with the model version attached, so routing gets measurably better over time and you can see when and why it changed.
  3. 03SMS opt-in is captured at submission and STOP requests are honoured automatically.

What it proves

The question every owner asks about AI is what happens when it's wrong. This is the answer: a person sees the uncertain cases, their correction is recorded, and the system's mistakes are on the record instead of buried.

Stack

  • Zoho CRM·
  • Twilio·
  • Resend·
  • Anthropic Claude·
  • Supabase

Have something like this?

Tell us what's broken, in your own words. We'll come back with whether we can help and roughly what it would take.