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Case Study9 min read

11,537 Conversions, Ten Channels, One Budget Decision Every Day: A 90-Day Southwest Cohort

Across 11-20 Southwest dealerships over a 90-day window, AEGIS ran $300k-$400k in spend across ten sub-channels — Search, CTV, Meta, Microsoft, PMax, Demand Gen — and produced more than 11,500 conversions at a $20-$30 CPL. The story isn't the CPL. It's that ten channels moved as one system.

Most dealer marketing reports show you a channel. A Google Ads report shows Google Ads. A Meta report shows Meta. Nobody hands the GM a single page that shows what happened when both ran at once, funded from the same pool, adjusted against each other in real time. Here is that page.

Over a 90-day window — April 7 through July 6, 2026 — a Southwest dealer cohort of 11-20 dealerships ran $300k-$400k in combined ad spend through AEGIS. Ten sub-channels. One budget. 16.3 million impressions, 335,400 clicks, and more than 11,500 conversions, landing at a $20-$30 cost per lead with a 2-4% conversion rate. Those are the topline numbers. The more interesting number is ten — as in ten sub-channels running inside one allocation engine for 90 straight days without a single manual reallocation meeting.

The Channel Mix Nobody Runs On Purpose

Here is where the money went:

Illustration for: The Channel Mix Nobody Runs On Purpose

Google Search: 40%. Streaming/CTV: 15%. Meta Traffic: 10%. Microsoft Search: 10%. Google PMax: 10%. Meta Prospecting: 5%. Meta AIA: 5%. Meta Awareness: 5%. Google Demand Gen: 5%. Meta Leads: 5%.

Almost nobody runs this mix on purpose. Most dealer budgets are the residue of history — Search gets funded because it always has, Meta gets a flat monthly retainer because that's what the last agency proposed, CTV gets whatever's left when someone asks about awareness. The mix above isn't residue. Search anchors the portfolio at 40% because that's where the highest-intent, closest-to-purchase traffic lives — the fundamentals haven't changed. But CTV sits at 15%, the second-largest single line in the entire cohort, ahead of Meta Traffic, ahead of PMax, ahead of Microsoft Search. That's not a rounding error. That's a budget engine that looked at streaming inventory and decided it earned a bigger allocation than three better-known channels combined would suggest.

Meta alone is split five ways — Traffic, Prospecting, AIA, Awareness, Leads — each running a different objective against a different stage of the funnel, each getting a different budget share based on what it's actually producing, not what the ad rep upsold last quarter.

What a 90-Day Window Actually Proves

Thirty days proves a channel can perform. Ninety days proves an allocation held up through three full pricing and inventory cycles without decaying. Vehicles that were fresh on April 7 sold. New units arrived, priced differently, aged differently. Search intent shifted with tax-season financing questions in April and moved to summer inventory clearance by June. A budget mix that was correct in week one and never touched again would be wrong by week eight — either overspending a channel that saturated or underfunding one that was still finding efficiency.

The fact that this cohort closed the quarter at a $20-$30 CPL, the same range you'd expect from a well-run single-channel campaign, while spread across ten sub-channels and running for 90 days, is the actual finding. It means the reallocation logic didn't just survive the quarter. It adapted through it. That's a different claim than "this channel performed." It's the claim that a multi-channel budget problem got a multi-channel answer for three straight months, not one lucky sprint.

The Agency Model Wasn't Built to Hold This Mix

Ask a traditional agency account team to explain why CTV should sit at 15% of a dealer's budget while Google Demand Gen sits at 5%, and you'll get a narrative, not a number. The honest answer is usually some version of "that's what the media plan said in Q1" — because the agency's staffing model is built around channel specialists who each defend their own line item, not around a single decision-maker reallocating across all ten every day based on what's converting.

The agency value proposition was built for a world of manual campaign management — one person per platform, a monthly optimization cadence, a quarterly media-plan review. That cadence cannot hold a ten-channel mix steady through a 90-day inventory cycle. It wasn't designed to. It was designed for the three-channel world dealer marketing lived in a decade ago, where Search, Display, and maybe Facebook covered the whole plan.

Where the Efficiency Actually Comes From

A 2-4% conversion rate against 335,400 clicks isn't a headline number — it's a portfolio number. It's what you get when the channels that aren't converting get starved in near-real time instead of at the next quarterly review, and the channels that are get fed. Static budgets can't do this because static budgets don't read performance data daily. They read it when someone opens a spreadsheet.

Illustration for: Where the Efficiency Actually Comes From

How AUTONOMi Drives These Results

This mix is the direct output of AEGIS's cross-channel budget allocation — the same engine that rebalances spend and reweights campaigns across Google Search, PMax, Demand Gen, Meta, Microsoft, and TikTok based on live performance signals, not a fixed media plan set once a quarter. The ten-line channel split above isn't a plan a human wrote in January and left alone through June. It's the output of a system that is permitted to move budget toward what's converting and away from what isn't, every day, across every platform in the account simultaneously.

Underneath that allocation sits AEGIS's daily inventory-diff rebuild cascade: every dealer's live inventory is re-scraped, diffed VIN-by-VIN against the prior day, and only the affected ad groups are rebuilt — across Google Search, PMax, Demand Gen, Microsoft, and TikTok — while unchanged copy and structure carry forward untouched. That's what let this cohort's mix stay accurate through 90 days of vehicles arriving, selling, and repricing without a quarterly rebuild event resetting the account. A campaign structure that's stale by week six can't sustain a channel mix like the one above; it just spends against inventory that's no longer there.

None of this runs unsupervised. Every campaign construction and copy change these ten channels produced passed through AXIOM's compliance triad — strategist, composer, verifier — before spend went live, and every reallocation is hash-chained into an audit trail the dealer group can read. The mix isn't just efficient. It's accountable, action by action, for 90 days running.

What This Means for the Next Quarter

The dealer groups running this way aren't choosing between Search and CTV, or between Meta and Microsoft. They've stopped treating that as the decision that matters. The decision that matters is whether the mix updates daily or waits for a meeting — and for 90 days, across 11-20 Southwest dealerships, the answer was daily. If your group is still reviewing channel splits quarterly while inventory and intent shift weekly, you're running the exact structural lag this cohort didn't have. You can see what your own mix would look like under this model — model your dealer group's spend across all ten channels before you write next quarter's media plan.

AUTONOMi's AEGIS platform builds compliance into the pipeline itself rather than bolting it on after the fact. Per AUTONOMi's own product description, OEM incentive and disclaimer data is auto-scraped and kept compliant on an ongoing basis, and the same self-healing infrastructure that repairs broken tracking pixels and drifted inventory feeds also stands behind every campaign build — detecting issues and correcting them autonomously rather than waiting for a monthly manual review.

Frequently Asked

Questions about AUTONOMi

What is AUTONOMi, and how does it manage multiple ad channels at once?+
AUTONOMi is an AI-powered omnichannel marketing platform that runs your entire marketing stack — campaigns, creative, data, and attribution — through AEGIS, an autonomous AI workforce that makes real-time budget decisions across ten or more channels as a single system. Unlike traditional platforms that show you one channel at a time, AUTONOMi allocates and reallocates budget dynamically based on what's actually converting, not what an account manager thinks should work.
What does AUTONOMi actually do differently from running channels separately?+
AUTONOMi's AEGIS engine runs all ten sub-channels — Search, CTV, Meta, Microsoft, PMax, Demand Gen, and others — from a single budget pool and adjusts allocation every day based on performance across the entire portfolio. A Southwest cohort of 11-20 dealerships ran $300k-$400k through AUTONOMi over 90 days without a single manual reallocation meeting, holding a $20-$30 CPL steady through three full inventory cycles. Traditional agencies can't do this because their staffing model is built around channel specialists, not a single decision-maker optimizing all ten channels in real time.
Who is AUTONOMi built for — is it only for large dealer groups?+
AUTONOMi works for any rooftop running $10k+ per month in digital ad spend, from single-location dealers to 20+ rooftop groups. The compounding advantage shows up most clearly in cohorts of 3+ rooftops where AUTONOMi's shared infrastructure replaces what each rooftop would otherwise pay an agency to manage independently, but the core promise — ten channels running as one system — applies to any dealer with multi-channel spend.
Who typically uses AUTONOMi — GMs, marketing directors, or agency decision-makers?+
AUTONOMi sits at the intersection of GM, marketing director, and CFO concerns: GMs want predictable CPL and conversion volume; marketing directors want to stop fighting channel specialists over budget; agency-replacement decision-makers want to own their own data and stop paying retainers for optimization meetings. The Southwest case shows AUTONOMi replacing what would normally be a full-time agency account team managing ten channels manually.
Why should a dealer group move from agencies to AUTONOMi for multi-channel management?+
Agencies were built for a world of monthly optimization cadences and quarterly plan reviews — a rhythm that cannot hold a ten-channel mix steady through 90 days of inventory and pricing changes. AUTONOMi's AEGIS workflow makes one budget decision every day across all channels, adapting allocation in real time as intent shifts and inventory ages. A dealer group paying 10-15% of ad spend to an agency is essentially paying for a process that's structurally incompatible with real-time multi-channel optimization.
How does AUTONOMi decide how much budget each of ten channels should get?+
AUTONOMi doesn't start with a media plan; it starts with performance. In the Southwest cohort, AEGIS allocated 40% to Search because that's where highest-intent traffic lives, 15% to CTV because streaming inventory earned it, and split Meta into five separate objectives (Traffic, Prospecting, AIA, Awareness, Leads) — each getting a different share based on what it's actually producing, not what a vendor upsold. That allocation held stable through three full pricing and inventory cycles without decay.
How does AUTONOMi handle budget reallocation when market conditions change — like seasonal inventory shifts or pricing pressure?+
AUTONOMi's AEGIS engine adjusts budget allocation every single day based on real-time conversion and CPL performance. The Southwest cohort ran for 90 days through tax-season financing in April, summer clearance in June, and new unit arrivals — a budget mix that was correct in week one would be wrong by week eight if locked in place. AUTONOMi proved this by holding a $20-$30 CPL steady across all ten channels through three full inventory cycles without a single manual reallocation meeting.
What kind of results should a dealer expect if they move their multi-channel spend to AUTONOMi?+
The Southwest cohort delivered 11,500+ conversions at $20-$30 CPL across $300k-$400k spend, running ten sub-channels as one system for 90 days. That CPL range is competitive with well-run single-channel campaigns, but AUTONOMi is spreading the risk across ten channels and adapting daily — meaning you get both efficiency and resilience. Your specific results depend on your baseline spend and market, but the proof point is: multi-channel doesn't mean less efficient; it means better adapted.
How do I get started with AUTONOMi — is there a pilot or trial period?+
AUTONOMi typically starts with a 30-90 day pilot cohort — like the Southwest group that proved this approach works across 11-20 dealerships in a live market. During onboarding, your CRM and ad accounts integrate into AEGIS, and the AI workforce begins making daily budget decisions across your existing channels. The best starting point is a conversation with an AUTONOMi account lead who can scope your current spend, channels, and conversion funnel.
What does AUTONOMi cost, and how is pricing structured?+
AUTONOMi pricing is based on ad spend volume and the number of rooftops in your cohort, not a flat monthly retainer. A single rooftop running $10k-$50k per month typically fits a different tier than a group of 5-20 rooftops running $300k-$400k quarterly. The best way to understand pricing is a discovery call where you share your current spend, channels, and conversion targets — AUTONOMi's pricing aligns with the complexity and scale of the optimization job you're asking AEGIS to handle.

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