The Adaptive Pattern Framework™ didn’t arrive in a flash of insight. It came together slowly, over years of solving real problems — usually under deadline, with incomplete information, imperfect technology, and no playbook to copy from.
Get the newsletter…stories started as its own kind of headache. A failed digital marketplace taught me the difference between putting an existing process online and actually rebuilding it around the customer. An aging website showed how rigid technology can quietly stop an organization from responding to its own market. A lead-generation partnership drove home why marketing activity is nearly meaningless until you connect it to what happens after the sale. A paid-search program became a closed-loop system that learned from revenue and changed its own behavior. At the time, none of these looked related. One was a search problem. One was a conversion problem. Then a positioning problem, a technology problem, an operational problem — different departments, different companies, different decades.
But the same themes kept surfacing, and after a while they were impossible to unsee. The strongest results always came from the same handful of moves. These principles gradually hardened into what became the Adaptive Pattern Framework, and eventually into the book, The Adaptive CMO.
A quick note on what follows. These aren’t tidy examples invented afterward to illustrate a framework I already had. It’s the other way around. They’re the experiences that built it.
Autobytel had a massive paid-search opportunity and no way to tell which keywords, campaigns, or partners were actually making money — its systems could report activity but couldn’t explain value. Black Condor closed that gap, connecting every visitor to the revenue they generated and automatically repricing a portfolio that grew from 15,000 keywords to more than 500,000, lifting search leads 900% and generating over $8 million in annual profit.
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In 1999, GM poured national investment, thousands of dealers, and heavy media into BuyPower — and it flopped, because it digitized the old brochure without fixing what made car buying frustrating. A small regional pilot called the Chevy Showroom, built around real inventory and transparent pricing with a handful of dealers and almost no promotion, sold more cars in its first 24 hours than BuyPower had in its entire first month.
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AutoTrader wanted ten times the leads from its Kelley Blue Book partnership — but with a catch: the extra volume had to close at a higher rate, not a lower one. By building a closed-loop system that tied KBB’s on-site behavior to AutoTrader’s actual sales, the program grew leads fifteenfold while improving quality, eventually producing so many that KBB had to install caps to keep from overdelivering.
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Kelley Blue Book was so trusted that people searched for the “Kelley Blue Book value” by name — yet a competitor was quietly outranking KBB for its own brand, a warning that its aging platform had fallen behind its reputation. Rebuilding the site around a modern, indexable architecture grew its searchable pages from about 100 to millions, doubled organic traffic in a declining market, and contributed $11 million in new advertising revenue.
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Autobytel needed to prove it could fold rival AutoWeb onto a shared platform without gutting the brand its customers knew — and it had less than a week before the meeting that would make or break the acquisition. In three days, a modular framework recreated the AutoWeb experience so faithfully that its own executives mistook the prototype for their live site, turning an “impossible” integration into the evidence that moved the deal forward.
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When Salsa Labs merged with DonorPro, it gained a broader platform and a much harder story to tell — because every prospect cared about a different slice of it, and explaining the whole thing just made the product feel complicated and irrelevant. So instead of pitching the platform, Salsa built a buyer-led webinar program that started with the customer’s problem and let the right capability surface at the right moment, growing webinar-influenced revenue 15-fold.
Autobytel had grown through acquisitions and partnerships into a tangle of separate routing systems, none of which could see the whole market — or notice that roughly one in five purchased leads was being quietly thrown away. A single yield-management engine that weighed every possible destination in real time exposed that hidden waste and turned it into a $6 million annual profit gain, without generating a single new lead.
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Embarcadero had built genuinely clever software with AppWave, and customers couldn’t picture it — no brochure or diagram could convey what using it would actually feel like. So instead of explaining it, the team built a working marketplace where customers could experience the value themselves, which not only made the product tangible but revealed two viable paths to market the company hadn’t seen.
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Local.com had climbed to third in local search while quietly bleeding money — paid search was running a negative 65% return, and search engines capped the company at just 1,000 tracking codes to measure millions of keywords. By rebuilding the site around durable, indexable pages and organizing the entire market into a shared commercial taxonomy that fit within those constraints, the team doubled organic traffic, grew paid traffic tenfold, and swung ROI from –65% to a positive 35%.
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