Zoellner Ford pilot estimate · Sept 2026 · deliberately pessimistic Every assumption listed below · try the interactive demo
An average rep spends roughly a third of the selling month posting to Facebook, answering DMs, retyping the same answers, and checking whether they said the right thing. Meanwhile 43% of internet leads get mishandled and the typical reply lands after 47 minutes, when the customer has already heard from someone else. LotBeacon doesn't make the rep a better closer. It makes sure every lead gets a fast, verified, on-tone reply and a booked slot, so the rep's month converts more of what marketing already paid for.
Rep hours back per month
15 h
33 h → 18 h on messaging & prospecting, same lead volume. ~2 selling days.
Units per rep per month, same leads
1.9 → 2.8
+0.9 units from response speed, no dropped leads, two-slot booking. Close rate held flat.
Store gross per month, 6 reps
+$12.6k – $25.9k
At $2,400 gross/unit. Low = same volume; high = reps take on 33% more conversations with the hours they got back.
Where the rep's time goes · hours per month
Activity
Before
After
Δ
What changes
Posting & refreshing Marketplace listings out of scope v1
8.7
8.7
0
~10 listings/wk × 12 min. Unchanged — LotBeacon starts when the DM arrives.
Reading, researching, typing DM replies
17.5
6.2
−11.3
150 replies/mo. 7 min each (reopen thread, check lot, type) → 2.5 min to read, tweak, approve a verified draft.
Double-checking tone, price, availability claims
1.5
1.0
−0.5
Manager pings for pricing/financing → routed with context, one message instead of a hallway hunt.
Follow-ups on quiet leads
3.8
1.5
−2.3
44% of reps quit after one try. Rep-approved 3-nudge sequence, one click each.
CRM / tracking
1.5
0.3
−1.2
14% of leads never get logged today. Stage, facts, evidence and audit trail write themselves.
Total
33.0
17.8
−15.2
≈ 2 hours a day → ≈ 1 hour a day, same 30 conversations.
Before-hours are forum-style estimates (r/askcarsales threads and dealer trainers put "1–2 hours a day on the CRM and texts" as normal). After-minutes come from LotBeacon's own accept/edit mix in the demo, rounded up. Marketplace posting is left unchanged on purpose.
The funnel, 30 Messenger leads per rep · pessimistic
StageBeforeAfterΔContacted
18.9 → 23.4Appointment set
7.9 → 11.2Showed
4.6 → 6.7Sold
1.9 → 2.8
Rate
Before
After
Why we moved it (or didn't)
Contact rate
63%
78%
No lead sits unanswered; every reply inside the 24-h Messenger window. Still needs the customer to answer.
Set rate of contacted
42%
48%
Two verified slots in the first reply, one-click book. Benchmark for phone leads is 75%; we claim far less.
Show rate
58%
60%
Confirmation + pre-visit help. Barely moved on purpose.
Close rate (showed)
41%
41%
Held flat. Closing happens on the lot; the tool gets no credit for it.
Lead → sold
6.3%
9.3%
Industry internet-lead close is ~6%. We land under the 12–18% that sub-5-minute responders report.
Three decision makers, three scorecards
Owner / GM
Cares about units per month, whichever vehicle sells. Then gross, then risk.
MetricBeforeAfterUnits / rep / month (Messenger leads)1.9→2.8Units / store / month, 6 reps11.4→16.8…if reps use freed hours for +33% conversations11.4→22.2Gross added / month—→$12.6k–25.9kUnsupported claims sent to customersunknown→0 by designAutonomous sendsn/a→0
Every send is a human decision. Availability, price, financing, trade and hold claims are verified or blocked. That is the risk line an owner signs off on.
Sales reps
Care about people showing up, an above-average close rate, and time spent on what pays.
MetricBeforeAfterMedian first reply47 min→< 5 minShows / rep / month4.6→6.7Hours on messaging / month33→18Conversations one rep can carry30→40–60Replies per rep-hour8.6→~24Leads dropped / mishandled43%→≈ 0
The rep keeps the relationship and every consequential promise. LotBeacon remembers, verifies, drafts in the customer's tone, and queues the next action, so the rep's hours shift from typing to showroom.
Marketing / BDC
Cares about qualified leads reaching the floor, foot traffic, and brand response on the channel.
MetricBeforeAfterPaid leads actually worked57%→~100%After-hours leads (40–50%) in windowrarely→drafted by 8 AMShows / store / month28→40–54"Very responsive" badge (90% < 15 min)no→in reachCost per worked lead1.75×→≈ 1.0×Opt-outs + audit trailmanual→automatic
Same ad budget, 40–75% more of it turns into a person on the lot. Marketing's number moves without buying one more lead.
Assumptions we chose to be conservative about
Held flat or ignored: close rate on the showroom floor (41%); Marketplace posting time; any lift from the six reply styles; any lift from the momentum tracker or buddy notes; service, referral and repeat-buyer effects. Rounded against us: assisted reply time 2.5 min (demo measures 1.5–3.0); set rate 48% (phone leads hit 75%); show rate +2 pts only. Volume: the high case assumes reps use about half the recovered hours to carry 40 conversations instead of 30, still well under the ~3× capacity the reply-time math allows. Gross: $2,400 per used unit, front + back, editable in the app's Owner dashboard. Store size: 6 reps, ~150 internet/Messenger leads per month (NADA average), 30 per rep.