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The New/Used/CPO Split Isn't a Setting. It's a Judgment Call Nobody's Making Daily.

Most dealer ad accounts still run whatever new/used/CPO split got typed in at onboarding, long after the incentive, the stock mix, and the feed age that justified it have all moved. That split is a daily judgment call, and almost nobody is making it daily.

Somebody set your new/used/CPO split once. Maybe it was the agency rep during onboarding. Maybe it was a GM who eyeballed last year's stock mix and picked a round number. Whatever the origin, that split is very likely still running today — untouched — while the incentive strength, the stock mix, and the feed age underneath it have all moved multiple times since.

This isn't a minor configuration gap. It's the budget decision with the most P&L leverage in the account, and it's the one most dealers never revisit after week one.

How Much Do Dealers Actually Spend on New vs. Used Advertising?

NADA's 2025 dealership financial profile puts average franchised-store advertising spend at roughly $739 per new vehicle sold — up modestly from the prior year — even as total industry ad spend approached span0 billion. The bigger story isn't the topline number; it's where that spend is going, and whether the new/used/CPO mix behind it is a deliberate allocation or a default nobody revisited this year.

That same reporting put the ad-to-sales ratio at 0.77% of total dealership revenue for 2025. Those are big, serious numbers for a line item that, inside most stores, still gets set once and revisited never.

Zoom into the new-vs-used split specifically and the picture gets murkier, not clearer. A franchise-dealer advertising study from the Radio Advertising Bureau found that used-vehicle-specific advertising typically accounts for only 20% to 30% of a franchise dealer's combined new-and-used advertising budget. That's a wide range on its own — and it's a static range being applied to an inventory mix that is anything but static. Used and CPO units move through the incentive calendar, the OEM allocation calendar, and the aging curve on completely different timelines than new units do. A split calibrated for March rarely still fits in July.

Why Doesn't Anyone Revisit the New/Used/CPO Split After Onboarding?

The honest answer is that revisiting it requires a judgment call, not a lookup. Getting the split right in any given week means weighing at least three things against each other simultaneously: current OEM incentive strength on the new side, how many aging used and CPO units are sitting past their optimal turn window, and the actual per-unit advertising economics each condition bucket is producing right now. That's a reasoning task. Most dealer accounts don't have anyone doing that reasoning on a recurring cadence — they have a percentage typed into a platform a year ago.

Agencies don't fix this by design. A channel rep gets paid to manage the channel they were staffed on, not to reason across new-vs-used-vs-CPO economics for a client they see once a month. The same structural gap that keeps agencies from unifying budget across channels keeps them from unifying it across inventory condition, too — it's a second axis of the same problem, and it gets even less attention than the channel-level one because it's buried one layer deeper in the account.

What Changes Week to Week That the Original Split Doesn't Account For?

Three things move constantly, and none of them move on the same schedule:

Illustration for: What Changes Week to Week That the Original Split Doesn't Account For?

Incentive strength. OEM lease cash, APR subvention, and loyalty offers shift monthly, sometimes mid-month. A new-vehicle incentive that justified a heavier new-side allocation in Q2 can lapse entirely by Q3 while nobody adjusts the split that was built around it.

Feed age. Used and CPO units carry an aging clock new units don't. A used unit sitting 45 days past its optimal turn window needs a different advertising posture than one that just hit the lot — and a fixed percentage split has no mechanism to notice the difference.

Stock mix. Dealers sold more than 13 million used vehicles last year, up roughly 2% year over year, at an average selling price near $28,680. A store whose used volume is growing faster than its new volume is, by definition, running a stale split if the percentage hasn't moved with it.

None of these shift on a monthly cadence. They shift on whatever cadence the OEM offer calendar, the used lot's aging report, and the sales floor's actual mix happen to move — which is closer to daily than monthly. A split set once a year is being asked to track three variables that don't even move in sync with each other.

Is There a Right New/Used/CPO Ratio Every Dealer Should Use?

No — and any vendor telling you there is one hasn't looked at your incentive calendar or your used-lot aging report. Used vehicles typically carry higher front-end gross profit per unit than new vehicles, which on its own would argue for weighting used more heavily in most media plans. But that argument only holds when the used inventory is fresh, priced right, and not sitting on aging incentives of its own — and it can flip entirely in a month where a manufacturer drops an unusually strong new-vehicle lease offer into the market. A fixed ratio treats a moving target as fixed. It's not a strategy; it's a placeholder that was never removed.

What Does a Correct Budget Split Actually Require?

It requires the split to be re-evaluated against current conditions on a cadence that matches how often those conditions actually change — not a cadence set by whoever last opened the ads dashboard. That means reading the current OEM incentive calendar against the store's actual stock mix and actual feed age, every time the inventory picture changes, and adjusting the new/used/CPO allocation accordingly. It also means the dealer needs a way to say "not this bucket" when there's a business reason — a franchise requirement, a floor-plan constraint, a strategic bet on used — that the data alone wouldn't surface. A system that reasons well but can't be told to stop is just a smarter version of the same problem: someone else's judgment overriding yours with no way to hold your ground.

The AUTONOMi Approach to the New/Used/CPO Split

On every inventory refresh, AEGIS re-judges the dealer's spend split across new, used, and CPO against the store's live stock mix — weighing per-unit advertising economics, current OEM incentive strength, feed-age pressure, and seasonality as a reasoned judgment rather than applying a fixed stock-share formula.✓ Jul 18 This isn't a monthly re-forecast. It runs on the same cadence the inventory itself changes, because the inventory picture AEGIS is reacting to is refreshed directly from the dealer's own site, not from a stale monthly export.

Until a dealer sets their own new/used/CPO split, AEGIS's daily re-judgment applies automatically inside the approved budget; the moment a dealer sets a split themselves, AEGIS honors it, and any further adjustment ships as a recommendation the dealer approves with one click rather than a change that fires on its own.✓ Jul 18 The judgment doesn't disappear when the dealer takes the wheel — it moves from autopilot to advisor.

Any sub-channel or inventory-condition bucket can be locked in Budget Studio: a locked allocation is one AEGIS optimizes freely around but never moves beyond a narrow governance band, and setting that lock flips the affected surface into ask-permission mode for anything beyond it.✓ Jul 18 Everything left unlocked stays fully fluid, continuously re-solved against current conditions. That's the actual shape of the trade-off this article has been describing: a dealer holds exactly the ground they mean to hold — a CPO floor for a strategic push, a new-side ceiling tied to floor-plan cost — and delegates the rest to a system that's re-running the judgment call every day instead of once a year. Every lock, unlock, and allocation shift is hash-chained into the dealer's own decision audit trail, so the reasoning behind each move is traceable after the fact, not just asserted in the moment.✓ Jul 18

Where This Goes From Here

The dealers who will lose share over the next two years aren't the ones with the wrong split. They're the ones whose split was correct in March and has quietly stayed frozen since, while three-plus generations of OEM incentives and two full aging cycles moved underneath it. A budget split is not a setting you configure once. It's a judgment call with a shelf life measured in days, and treating it as a config field is how dealers end up over-advertising units that don't need it and under-advertising the ones that do. If you want to see what your own store's split looks like against your actual incentive calendar and stock mix right now, model your dealership's current spend allocation before you set next month's number the same way you set this month's.

Frequently Asked

Questions about AUTONOMi

What does AUTONOMi do with the new/used/CPO budget split?+
AUTONOMi's AEGIS AI workforce runs the new/used/CPO split as a daily judgment call, not a static onboarding setting. AEGIS monitors OEM incentive strength, feed age on used/CPO units, and actual stock mix in real time — then rebalances budget allocation across the three buckets without manual intervention. Most dealers run whatever split was typed in a year ago; AUTONOMi treats it as a live P&L lever that adjusts daily.
Is AUTONOMi built for dealers who still rely on agencies to manage inventory-driven budget splits?+
Yes — AUTONOMi is built specifically to replace that gap. Agencies don't revisit the new/used/CPO split because channel reps get paid to manage their assigned channel, not to reason across inventory condition buckets. AUTONOMi owns the full stack (campaigns, creative, CRM, attribution) and runs autonomously, so the judgment call that agencies structurally can't make — weighing incentive strength, feed age, and actual unit economics simultaneously — becomes a native, daily capability instead of a buried configuration nobody touches.
Why should my dealer group care about getting the new/used/CPO split right?+
It's the single highest-P&L-leverage budget decision in the account, and it moves on a timeline closer to daily than monthly. OEM incentives shift mid-month, used units age past their turn window on their own clock, and stock mix changes independently of the ad budget that's supposed to reflect it. A split that made sense in March rarely still fits in July. AUTONOMi treats this as a continuous reasoning task — monitoring all three variables simultaneously — so you're not leaving margin on the table because the original onboarding percentage froze in place.
How does AUTONOMi handle the fact that new, used, and CPO units move on completely different timelines?+
AUTONOMi's AEGIS engine ingests OEM incentive calendars, aging reports on the used lot, and real-time stock mix — then weights each signal independently rather than applying a static percentage. New units live on the OEM's lease/APR calendar; used and CPO units live on an aging curve; stock mix follows sales-floor reality. AUTONOMi rebalances the split to match whichever of these three is the constraint on any given day, so you're never overfunding a condition bucket that has weak incentives or underfunding one with aging inventory sitting past its turn window.
What happens to the new/used/CPO split inside AUTONOMi if I own multiple rooftops with different stock mixes?+
AUTONOMi's shared infrastructure layer runs the split independently per rooftop, but feeds inventory data from all stores into a dealer-group–wide view. This means a group with 5 rooftops gets 5 separate splits calibrated to each store's actual mix, aging curve, and local incentive exposure — not one group-level percentage imposed uniformly across stores with different inventory profiles. That's the opposite of what most agencies do, which is apply a single split across all stores because revisiting it per store would require too much per-location reasoning.
How much does AUTONOMi cost to automate the new/used/CPO split across my account?+
AUTONOMi is priced per rooftop based on ad spend, not per capability. Any dealer or group running ≥$10k/mo in digital ad spend gets access to AEGIS's full autonomous reasoning suite — including new/used/CPO rebalancing — as part of the platform. There's no add-on fee for inventory-condition optimization; it's native to how AUTONOMi owns the full marketing stack.
Can I pilot AUTONOMi on a single rooftop to see how it handles the new/used/CPO decision before committing dealer-group–wide?+
Yes. AUTONOMi is built for single-rooftop dealers as well as groups, so you can start with one store, let AEGIS run the split autonomously for 30–60 days while you compare the per-unit advertising economics it produces against your old agency-set or static percentage, then expand if the results hold. AUTONOMi's AXIOM governance layer tracks attribution per condition bucket, so the data to justify expansion is built into the platform from day one.
Why do most dealers never revisit the new/used/CPO split after onboarding?+
Because it requires a reasoning task — weighing OEM incentive strength, feed age, and actual stock economics simultaneously — not a lookup or a checkbox. Most dealers have a percentage typed in once, and most agencies can't fix it by design: a channel rep gets paid to manage their assigned channel, not to reason across inventory conditions. That structural gap is why the split becomes stale the moment the incentive calendar or the stock mix changes, and why almost nobody is making the daily judgment call that the split actually demands.
How does AUTONOMi know when a used or CPO unit has aged past its optimal turn window and needs a different advertising posture?+
AUTONOMi ingests your used-lot aging report as part of its daily data intake. AEGIS monitors how many used and CPO units are sitting past their optimal turn window — a window that varies by market, season, and brand — then signals to reweight the split toward used-condition inventory when the aging clock shows inventory that's costing floor plan dollars and margin decay. A static split has no mechanism to notice the difference; AUTONOMi makes it a live signal in the budget-allocation logic.
What's the first step to get AUTONOMi managing the new/used/CPO split for my store or group?+
AUTONOMi's onboarding process integrates with your existing ad accounts, CRM, and inventory feed to surface the current new/used/CPO split, then lets AEGIS shadow-run the autonomous rebalancing logic for 14–21 days while you observe the recommendations without flipping the live budget allocation. Once you're confident in the reasoning, you flip the toggle and AEGIS owns the daily judgment call. No rebuild of accounts or creative required — it layers on top of your existing setup.

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