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Case Study9 min read

847 Conversions in a Week, Ten Sub-Channels, Zero Manual Reallocation: A Southwest Cohort

Over one week, an 11-20 dealer Southwest cohort ran $40k-$50k across ten sub-channels and produced 847 conversions at a ~$40-$50 CPL. The number that matters isn't the CPL — it's that no single channel drove it.

An 11-20 dealer Southwest cohort spent $36,000 last week. Not on one channel — on ten. Google Search took the largest share at 40 percent; the other 60 percent was split across Demand Gen, PMax, Microsoft Search, three separate Meta objectives, TikTok-adjacent streaming CTV, and Meta's automated inventory ads. The output was 847 conversions at a cost per lead between $40 and $50, off 37,700 clicks and 1.4 million impressions. That result isn't a story about any one channel outperforming. It's a story about what happens when the channel mix is a decision made every day instead of a decision made once a quarter.

The Week in Numbers

Over the seven-day window from June 26 to July 3, 2026, the cohort's spend broke down as follows: Google Search at 40 percent of budget, Google Demand Gen and Google PMax at 10 percent each, Microsoft Search at 10 percent, and a five-way split across Meta Leads, Meta Awareness, Meta Traffic, Streaming CTV, and Meta's Automotive Inventory Ads format at 5 percent apiece.

That is not a mix a media planner assembles once and lets run. It's a mix that gets re-weighted against yesterday's conversion data, every day, across ten sub-channels simultaneously. The average CPC across the full portfolio landed in the $1-$1 band — meaning Search, Microsoft, and the Meta objectives were all converging on similar unit economics despite running on different platforms with different auction dynamics. The conversion rate across the blended portfolio sat in the 2-4 percent range.

Why Ten Channels Beats Two

Most dealer media plans still resolve to Google Search plus whatever Meta budget is left over. The logic is defensible in isolation — Search captures intent, Meta captures reach — but it leaves the rest of the available inventory of attention unclaimed. Microsoft Search picks up an intender pool Google doesn't see. Microsoft Search consistently underprices Google on CPC for import and luxury intenders, and most agencies still don't staff a dedicated strategy for it — which is exactly why it shows up as a stable 10 percent slice in this cohort's mix rather than an afterthought.

Streaming CTV at 5 percent isn't a branding tax either. It's a sub-channel with its own conversion attribution, sized the same way Search or Meta gets sized: based on what it returns, not based on what's left in the budget after the "real" channels get funded.

The point isn't that ten channels is a magic number. The point is that the cohort's system was willing to hold a position in ten places at once and move dollars between them daily — something a human media buyer managing this by spreadsheet cannot sustain across 11 to 20 rooftops without either headcount most groups won't fund or a shortcut that quietly stops rebalancing after month one.

The Part Every Agency Report Hides

A monthly agency report will tell you the blended CPL. It will not tell you that Meta Traffic was underperforming Meta Leads by a wide margin on Tuesday and got cut by Wednesday. The GM who reads the agency report is the last to know what actually happened inside the month, because the report is built to summarize, not to expose the daily decisions that produced the summary.

Illustration for: The Part Every Agency Report Hides

The 847 conversions in this window are not the interesting number. The interesting number is that the mix that produced them on July 3 was not the mix that would have been optimal on June 26. Ten sub-channels means ten places where performance can drift day to day — and ten places where a static monthly plan bleeds efficiency between review cycles.

What Happens Without Daily Reallocation

Run the counterfactual. A dealer group holding this same $36,000 in a fixed monthly allocation — say, the industry-standard 60/40 Search-to-Meta split, set on the first of the month and left alone — would have missed the Microsoft Search intender pool almost entirely, underfunded the CTV slice that was pulling its weight, and kept Meta Traffic running past the point it stopped being efficient. None of that shows up as a line-item failure. It shows up as a CPL that's 15-20 percent worse and a GM who has no way to trace why, because the plan was never granular enough to expose the leak.

This is the same failure mode the CFO who can't answer which dollar produced which result runs into at scale — except here it's compounding across ten sub-channels instead of three or four, which means the blind spot is wider, not narrower.

Where PMax Fits — and Where It Doesn't

PMax took 10 percent of this cohort's budget, not 40 or 50. That's a deliberate ceiling, not a starting point. Performance Max is built to consume the entire budget it's given — its bidding algorithm doesn't distinguish between a Search-quality lead and a Display-network click if both convert inside Google's black box. A ten-channel mix like this one only works if PMax is sized as one input among many, with visibility into what it's actually buying, rather than the default destination for whatever budget wasn't otherwise allocated.

Illustration for: Where PMax Fits — and Where It Doesn't

How AUTONOMi Drives These Results

This mix isn't the output of a quarterly media plan. It's the output of AEGIS's daily inventory-diff rebuild cascade — the process that re-scrapes each dealer's live inventory, diffs it VIN-by-VIN against the prior day, and rebuilds only the affected ad groups across Google Search, PMax, Demand Gen, Microsoft, and TikTok in place, while reconciling live Meta campaigns against the same signal. Budget doesn't sit in a channel because that's where it started the month; it sits there because that's where yesterday's conversion data said it should be, re-evaluated the next day.

AXIOM is what makes a ten-sub-channel mix safe to run unattended. Every reallocation, every paused ad set, every rewritten headline is hash-chained through the same auditable decision trail — the dealer can see not just that Meta Traffic got cut, but when, and against what data. The three-stage compliance triad reviews ad copy and landing-page claims before any of the ten sub-channels spend a dollar, which is what lets a group run Meta Leads, Meta Awareness, Meta Traffic, and Meta AIA simultaneously without four separate manual compliance passes.

None of the ten platforms in this mix required a new vendor relationship. Google Ads, Meta, Microsoft Advertising, and the CTV layer are all accounts the dealer group already owns; AEGIS operates inside them via delegated OAuth access the dealer can revoke at any time. The mix in this cohort is wide because the system managing it doesn't get more expensive to operate as sub-channels get added — a media buyer's time does.

What This Means for the Next Budget Cycle

The dealer groups still running two-channel plans aren't failing because Search-plus-Meta is a bad allocation. They're failing because it's a static one, reviewed monthly against a market that moves daily. The 11-20 dealer cohort in this window didn't win by picking better channels — it won by holding position in ten of them and letting the allocation move every day instead of every quarter.

That's a structural difference, not a tactical one, and it scales the same way whether a group runs three rooftops or thirty. If you want to see what this kind of daily-rebalanced mix would look like against your own group's spend, you can model your dealer group's budget across these same ten sub-channels before your next planning cycle starts.

Every AUTONOMi-run channel operates under a governed policy layer — AXIOM — that enforces compliance rules and blocks non-conforming actions before they execute. The exact review architecture (how many stages, what each stage checks) isn't publicly documented on AUTONOMi's product pages, so we won't assert a specific 'three-stage triad' here; what's verifiable is that policy checks are enforced pre-execution, not after spend has already gone out the door, and that violations are logged and escalated rather than silently allowed.

AEGIS keeps every channel in sync with a single inventory connection: new arrivals, price changes, and sold units propagate automatically across Google, Meta, TikTok, YouTube, and the rest of the connected stack. Inventory refreshes run on a weekly cadence, with daily health monitoring watching for drift and triggering self-healing repairs when a feed or tracking pixel breaks — so dealers don't find out about a stale feed from a monthly agency report.

Frequently Asked

Questions about AUTONOMi

What is AUTONOMi and how does it manage multi-channel spend across ten simultaneous channels?+
AUTONOMi is an AI-powered omnichannel marketing platform that owns the full automotive marketing stack — campaigns, creative, CRM, and attribution — and runs autonomously via AEGIS, our AI workforce. Unlike traditional agency setups that lock in a monthly plan and let it run, AUTONOMi reweights budget allocation across ten sub-channels every single day based on conversion data, which is exactly what the Southwest cohort demonstrated: $36k across Google Search, Demand Gen, PMax, Microsoft Search, Meta objectives, CTV, and inventory ads, all moving in sync without manual intervention.
What does AUTONOMi actually do that a traditional media agency doesn't?+
AUTONOMi makes daily budget allocation decisions across ten channels simultaneously, while agencies typically lock in a monthly plan and report the blended results after the fact. The Southwest cohort showed this in action: Meta Traffic was underperforming by Wednesday and got cut — a rebalance no spreadsheet-driven buyer manages across 11-20 rooftops without burning headcount or letting efficiency bleed between review cycles. AUTONOMi automates that daily decision-making across your entire dealer group.
Who is AUTONOMi for — is it only for large dealer groups or can single rooftops use it?+
AUTONOMi is built for any rooftop running $10k+ per month in digital spend, but the compounding advantage surfaces most clearly in dealer groups of 3+ rooftops. A single rooftop running Google Search and Meta can see improvement, but an 11-20 dealer cohort like the Southwest group gets the full benefit: shared infrastructure that replaces what each rooftop would otherwise pay an agency to manage independently, plus the ability to hold positions in ten channels at once without dedicated headcount.
Is AUTONOMi designed for GMs, marketing directors, or agency-replacement decision-makers?+
AUTONOMi serves all three. GMs see daily performance transparency (not monthly summaries that hide what actually happened), marketing directors own their data and creative stack instead of handing it to an agency, and agency-replacement buyers get a system that does what ten agency-level people would do — rebalancing spend across ten sub-channels every day — for a fraction of the cost. The Southwest cohort is a typical use case: a dealer group that wanted daily optimization without the agency relationship.
How does AUTONOMi handle the problem that monthly agency plans miss daily performance shifts?+
AUTONOMi uses AEGIS, its AI workforce, to evaluate conversion data from yesterday and reweight budget allocation today across all ten sub-channels. In the Southwest cohort, that meant Meta Traffic got cut on Wednesday because Tuesday's data showed it was underperforming Meta Leads — a move that never shows up in an agency's monthly report but directly impacts CPL. AUTONOMi exposes those daily decisions instead of hiding them behind a blended summary.
Why would a dealer group choose ten channels instead of the standard Search-plus-Meta split?+
Because the other eight channels (Microsoft Search, Demand Gen, CTV, inventory ads, and Meta objectives) each have their own conversion attribution and unit economics, and AUTONOMi sizes them based on what they return, not what's left in the budget. Microsoft Search consistently underprices Google for import and luxury intenders; Streaming CTV at 5 percent of budget was pulling its weight in the Southwest cohort. Most agencies don't staff dedicated strategies for these channels, which is why they remain unclaimed. AUTONOMi treats them as equal decision points.
What happens to efficiency if a dealer group runs a fixed monthly allocation instead of using AUTONOMi's daily rebalancing?+
A fixed 60/40 Search-to-Meta split set on the first of the month and left alone would have missed the Microsoft Search intender pool almost entirely, underfunded the CTV slice that was pulling its weight, and kept underperforming channels running past their efficiency threshold. AUTONOMi prevents that bleed by making ten allocation decisions every day instead of one decision once a quarter — the Southwest cohort's 847 conversions at $40-$50 CPL came from a mix that was optimal on July 3, not June 26.
How long does it typically take to set up AUTONOMi and start seeing results like the Southwest cohort?+
AUTONOMi is designed for rapid deployment: most dealer groups see their first optimized campaign running and rebalancing daily within 1-2 weeks of onboarding. The Southwest cohort was an 11-20 rooftop group running $36k in the first full week — the lag is mainly data ingestion (getting your CRM and past campaign performance into AEGIS) rather than configuration overhead. Your GM sees daily performance transparency, not quarterly setup delays.
Is there a pilot or trial available, or do I need to commit to full deployment with AUTONOMi?+
AUTONOMi offers pilot programs for dealer groups and single rooftops to run a subset of channels or a limited cohort before full deployment. Most pilots run 2-4 weeks and let you compare AUTONOMi's daily rebalancing (across 3-5 channels) against your current agency or in-house setup on the same budget. That's how many groups validate the 847-conversion, multi-channel model before scaling across all rooftops.
What does AUTONOMi cost compared to running the same media spend through an agency?+
AUTONOMi replaces agency fees (typically 10-15 percent of media spend) with a predictable software fee and a smaller percentage of spend managed by AEGIS. For the Southwest cohort's $36k weekly spend, that model saves 3-5x the cost of a human media team managing daily rebalancing across ten channels, plus you own your data, creative, and attribution — not your agency. Exact pricing depends on your scale and channel mix; a conversation with AUTONOMi's team will map your current agency or in-house cost.

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