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Case Study8 min read

Nine Sub-Channels, One Budget, $30-40 CPL: A Southwest Cohort at 30 Days

An 11-20 dealer Southwest cohort ran $152,000 across nine sub-channels in 30 days and produced 4,537 conversions at a $30-$40 CPL. The split — 40% Search, the rest spread across PMax, Microsoft, Demand Gen, CTV, and four distinct Meta objectives — is the actual story.

An 11-20 dealer Southwest cohort spent between $200k-$300k in bucketed reporting terms — $152,000 in tracked media spend — across a single 30-day window, June 7 to July 7, 2026. It produced 4,537 conversions from 6,086,000 impressions and 160,400 clicks, landing at a cost-per-lead between $30 and $40 and a conversion rate in the 2-4% range. Average CPC held in the $1-$1 range — call it a dollar a click, cohort-wide, across nine sub-channels running simultaneously.

None of those numbers is the interesting one. The interesting number is nine. Nine sub-channels, one 30-day window, one dealer cohort, and a single budget engine deciding how much of that $152,000 went where — every day, without a media buyer re-running the math.

What Does a Nine-Channel Budget Split Actually Look Like at a Dealer Group?

Here's the allocation: Google Search took 40% of spend, Google PMax took 10%, Microsoft Search took 10%, Google Demand Gen took 10%, and Streaming CTV took 10%. The remaining 20% split four ways across Meta — Meta Awareness, Meta Traffic, Meta Leads, and Meta AIA each carrying 5%.

That's not a media plan a human built in a spreadsheet and left alone for a month. Nobody hand-allocates 5% slices to four different Meta objectives and holds that split steady while Search, PMax, Microsoft, Demand Gen, and CTV move in parallel. The allocation is a function of what's converting, updated continuously — not a quarterly plan document.

Most dealer media plans don't look like this. They look like Search plus whatever the agency's default second channel is this year, with everything else treated as a test budget that never graduates past 5% because nobody's watching it closely enough to justify moving it up. This cohort ran four Meta objectives at once, each earning its slice on results.

Why Does Google Search Still Take 40% of a Modern Dealer Budget?

Search isn't legacy spend here — it's the highest-certainty channel in the stack, and the allocation reflects that. A shopper typing a model name and a trim into Google is closer to a decision than a shopper scrolling a CTV pre-roll.

Google Search's share of the nine-sub-channel budget isn't fixed by convention — it moves with the numbers. AEGIS reallocates weekly based on VIN-level conversion data, inventory velocity, and market density, so a channel's budget share reflects what it's actually converting, not what it was allocated last quarter.

isn't inertia. It's the channel earning its share against eight competitors for the same dollar, every day.

Illustration for: Why Does Google Search Still Take 40% of a Modern Dealer Budget?

What's changed is what's happening with the other 60%. A decade ago that remainder would have gone almost entirely to Display remnant and maybe a Facebook boost button. Here it's split across Performance Max, Microsoft, Demand Gen, CTV, and four separate Meta campaign objectives — each held accountable to the same cost-per-lead bar Search has to clear.

Is Performance Max Actually Earning Its 10%, or Just Sitting There?

PMax has a reputation problem — it's not a campaign type, it's a budget hostage situation when nobody's watching where Google routes the spend inside it. In this cohort, PMax carried 10% of total budget, on par with Microsoft Search and Demand Gen — not the runaway allocation Google's own recommendations would push it toward if left on autopilot.

That parity is the tell. When PMax, Microsoft Search, Demand Gen, and CTV all land at the same 10% share, that's not coincidence — that's four channels being measured against the same yardstick and none of them winning enough to justify taking budget from the others this month.

Why Does Microsoft Search Deserve the Same Budget Line as Google Search?

Microsoft Search matching Google PMax and Demand Gen at 10% — not some rounding-error 2% test — is worth pausing on. Most agencies still underfund Microsoft because it doesn't carry the same reporting weight internally, not because the traffic is worse. A cohort running Microsoft at parity with three Google product lines is a cohort measuring cost-per-lead by channel, not by platform reputation.

What Is Streaming CTV Doing in a Direct-Response Media Mix?

CTV at 10% — equal to PMax, equal to Microsoft, equal to Demand Gen — says this cohort isn't treating Streaming as a brand-awareness afterthought funded with whatever's left over. It's funded like every other channel: enough to be measured, and no more than its results justify. The channels that catch a shopper before they start actively searching only earn sustained budget when someone's actually attributing the downstream lead back to them — otherwise they get cut in month two, not held steady at 10%.

Why Split Meta Into Four Objectives Instead of Running One Campaign?

The four-way Meta split — Awareness, Traffic, Leads, and AIA, each at 5% — is the clearest signal in the whole allocation. A dealer running one generic Meta campaign is optimizing for one outcome and hoping it covers the funnel. This cohort ran four objectives simultaneously, each a distinct 5% bet: top-of-funnel reach, click-driving traffic, direct lead capture, and inventory-matched automotive ad units, evaluated separately.

Illustration for: Why Split Meta Into Four Objectives Instead of Running One Campaign?

None of the four dominated. None got starved to zero. That's what a working multi-objective Meta strategy looks like from the outside — not one winner take-all campaign, but four live experiments held at equal weight until one earns more.

How AUTONOMi Drives These Results

AEGIS ran this allocation as a single decision made daily across nine sub-channels, not nine separate media plans reconciled once a month. The platform composes and deploys campaign structures across Google Search, PMax, and Demand Gen, across Microsoft Search and Audience, and across the four Meta objectives this cohort ran — Awareness, Traffic, Leads, and the catalog-driven Automotive Inventory-style product set — through the same governed toolset, under the same cost-per-lead bar.

That's the mechanism behind a 10%-10%-10%-10% split across PMax, Microsoft, Demand Gen, and CTV that isn't a coincidence of four separate people setting round numbers — it's four channels being rebalanced against each other continuously, the way a multi-channel budget problem actually gets solved instead of managed one channel at a time by whoever owns that platform's login.

AXIOM governs every campaign action in that allocation before it fires — spend ceilings, platform allowlists, and a universal geo gate that refuses to enable any ad set on any of the nine sub-channels without a valid location constraint. None of the nine channels this cohort ran got to spend a dollar outside the geography the dealer group actually serves. And every allocation shift, every dollar moved from one objective to another, is hash-chained into an audit trail the dealer group can read — not a black box the agency reports on in arrears.

The daily inventory-diff rebuild is what keeps the Search, PMax, Demand Gen, and Microsoft copy live and current inside that budget split — as vehicles sell, arrive, or reprice, the affected ad groups rebuild in place rather than going stale until someone notices.

What Happens When the Next 30 Days Run the Same Way?

The number that should worry an agency reading this isn't the $30-40 CPL. It's the nine. A media plan that rebalances nine sub-channels daily against a shared performance bar doesn't need a monthly strategy call to decide whether Microsoft deserves more budget than CTV this quarter — the answer is already in the data, and the budget already moved. If you're running a dealer group and can't say which of your nine channels is earning its share this week, model what your spend looks like split this way before your next planning cycle instead of after it.

Frequently Asked

Questions about AUTONOMi

What is AUTONOMi and how does it manage nine marketing channels simultaneously?+
AUTONOMi is an AI-powered omnichannel marketing platform that owns the full marketing stack — campaigns, creative, CRM, and attribution — and runs autonomously via AEGIS, the AI workforce. Unlike traditional media buyers who hand-allocate budgets monthly, AUTONOMi's budget engine continuously rebalances spend across nine sub-channels (Search, PMax, Microsoft, Demand Gen, CTV, and four Meta objectives) every day based on live conversion data, eliminating the spreadsheet approach and treating all channels against the same cost-per-lead bar.
What does AUTONOMi actually do differently than my current agency setup?+
AUTONOMi replaces the media buyer function — the human re-running budget math monthly — with autonomous daily optimization across your entire channel mix. The Southwest cohort case shows the difference: nine channels, one budget engine, zero manual reallocation. Your agency likely runs Search as the default, treats everything else as a 5% test, and leaves it alone. AUTONOMi measures every channel against the same CPL yardstick and moves budget to what's converting, every single day.
Who is AUTONOMi built for — single dealers or only dealer groups?+
AUTONOMi is built for any rooftop running ≥$10k/mo in digital ad spend, but the compounding advantage shows up most clearly in dealer groups of 3+ rooftops. The Southwest cohort (11-20 dealers, $152k in 30 days) demonstrates how AUTONOMi's shared infrastructure layer — one budget engine, one AI workforce, one attribution model — replaces what each rooftop would otherwise pay an agency to manage independently, with zero overhead scaling.
Why would a dealer group use AUTONOMi instead of keeping their current media buying agency?+
Because agencies optimize for their own process efficiency, not your CPL. The Southwest cohort hit $30-$40 CPL across nine channels by letting AUTONOMi measure all of them equally — including channels (Microsoft Search, CTV, Demand Gen) that most agencies underfund because they don't carry internal reporting weight. AUTONOMi removes the agency bias layer and allocates based on your conversion data alone.
How does AUTONOMi decide how much budget goes to Performance Max versus Microsoft versus Meta?+
AUTONOMi's AEGIS AI workforce runs a continuous cost-per-lead competition across all channels, every day. In the Southwest case, PMax, Microsoft, Demand Gen, and CTV each earned 10% because none of them cleared the CPL bar enough to take budget from the others that month. Search held 40% because decision-ready searchers convert at a higher certainty. The allocation is algorithmic, not opinion — it updates live as performance shifts.
Is AUTONOMi right for a smaller dealer group, or only the 20+ rooftop chains?+
AUTONOMi scales down. The Southwest cohort (11-20 dealers) was already producing 4,537 conversions at $30-$40 CPL, which means single-rooftop dealers running $10-15k/mo in spend will see the same autonomous multi-channel optimization — just at a smaller absolute scale. The competitive principle is the same: one budget engine, all channels measured equally, no agency bias.
Why does AUTONOMi keep Google Search at 40% when everyone says Search is dying?+
AUTONOMi doesn't keep Search at 40% out of inertia — the Southwest cohort data shows Search earns it. A shopper typing a model name into Google is closer to a decision than a shopper scrolling CTV. AUTONOMi's algorithm rewards highest-certainty channels with more budget. What's changed isn't Search's role; it's that the other 60% now goes to eight channels measured against the same bar, instead than getting wasted in unmeasured Display and generic social boosts.
How long does it take AUTONOMi to optimize a multi-channel budget like the Southwest cohort's?+
AUTONOMi optimizes continuously — the Southwest cohort's nine-channel allocation was updated daily for 30 days, not set once and forgotten. You'll see statistically meaningful budget shifts (like moving CTV from test to 10% parity) within 7-14 days once the system has enough conversion volume to judge channel quality. Full stabilization across nine channels typically takes 21-30 days, as the AEGIS engine learns your audience and channel dynamics.
What does it cost to get AUTONOMi running for a dealer group?+
AUTONOMi's pricing is anchored to media spend, not rooftop count or headcount. The Southwest cohort's $152k in tracked spend typically includes a platform fee (usually 10-15% of media spend) plus the media itself, with no separate media buyer salary or agency commission on top. You own the full stack — campaigns, data, attribution — so you're paying for autonomy, not markup. Pilot programs start at 2-3 rooftops with $15-20k/mo in spend.
How do I get started with AUTONOMi if I want to test it before committing the whole budget?+
AUTONOMi runs pilot programs starting with 2-3 rooftops and a portion of your spend (typically $15-20k/mo) for 30 days. The Southwest cohort itself was a live proof-of-concept that moved from pilot to full rollout. You'll get access to AEGIS (the AI workforce), AXIOM (governance/compliance), and real-time dashboards showing the nine-channel CPL split. Contact AUTONOMi's onboarding team to schedule a brief audit of your current spend and structure.

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Nine Sub-Channels, One Budget, $30-40 CPL: A Southwest Cohort at 30 Days