VEHICLEAI
NEON by Vehicle AI · Use Case · Service Recovery Queue

Turn declined ROs back into revenue.Ranked by what's actually worth chasing.

Vehicle AI ranks every declined service from the last 90 days by recovery value, safety relevance, and likelihood to convert — so your service team chases the right opportunities, not all of them.

The Problem

Your fixed-ops director knows declined services should be followed up. Nobody has the time to triage 200 of them.

Every week your service advisors recommend work the customer declines. Brake pads, transmission service, cabin air filter, alignment. Some of those declines were budget, some were timing, some were the customer waving off without thinking. All of them are revenue that walked out the door.

Most stores have a vague intention to follow up on declined ROs. Almost nobody actually does it consistently because the queue is too long and there's no triage. Vehicle AI ranks the declined work by recovery value and conversion likelihood, so your service BDC spends time on the 20 that will close — not the 200 that won't.

How Vehicle AI Solves It

From signalto action.

Step 1

Every declined service from the last 90 days gets scored.

Recovery value (parts + labor). Safety relevance (brakes and tires score higher). Customer recency (recent visits convert better). Manufacturer-recommended status. Bundle opportunity at next visit. Score combines into a ranked queue.

Service Recovery Queue · This Week
Top declined ROs · ranked by recovery value
$1,760 recoverable
K. Patterson·2022 Toyota Highlander
Brake pad replacement + rotor resurface
$820high
· Safety relevance + 18 days old · likely to recover · declined 18d ago
M. Reyes·2021 Honda CR-V
Transmission service
$540high
· Manufacturer-recommended at 60k mi (now at 64k) · declined 11d ago
S. Williams·2019 Nissan Rogue
Cabin air filter + tire rotation
$180medium
· Bundle opportunity at next visit · declined 25d ago
J. Park·2023 Ford F-150
Coolant flush
$220medium
· Customer mentioned overheating in advisor notes · declined 9d ago
Step 2

Top of the queue surfaces every Monday.

Your service BDC opens the week with the top 20-30 opportunities. Each row has the customer, the vehicle, the declined service, the dollar value, and the reason it's worth chasing now.

Step 3

Approved outreach becomes a work queue.

Your fixed-ops director approves the list. v.Agent generates the outreach (text, email, or call list) and tracks who's been contacted. Conversions feed back into the next week's scoring.

v.Agent Action Queue
Reprice 2026 Murano SL: $53,140 → $47,500
Pending
Wholesale 2018 Civic LX (174 DIM, $-141 loss)
Pending
Reach out to 23 customers ready for follow-up
Approved
Adjust appraisal threshold to 19% over-allowance
Running
Step 4

Coaching surfaces for systematic decline patterns.

If a specific advisor's customers decline brake work at 2x the store average, that's coaching opportunity. Vehicle AI surfaces the pattern; you decide how to address it.

Manager Controls

Your team approves everything.

  • Set scoring weights for your store (safety-first vs. revenue-first)
  • Approve outreach list before any customer is contacted
  • Configure outreach channel: text, email, advisor call, or BDC handoff
  • Audit log: who was contacted, when, with what offer, conversion outcome
Data Sources

Everything traceable to its source.

  • Your DMS service module for RO history and declined-work records
  • Customer CRM records for contact preferences and visit recency
  • Manufacturer service recommendations and TSBs
  • Your advisor productivity data for coaching context
Metrics This Moves

What your team should expect to see.

Recovered RO Revenue

Dollar value of declined-service work converted to actual ROs through followup.

Customer Retention

Repeat visit rate among customers in followup outreach vs. control.

Advisor Coaching Surface

Variance in decline rates across advisors — surfaces who needs help with what.

Book a Demo

See your recoverable service revenue this week.

No commitment · We do the setup · Your data stays yours