Emerging technology is quantifying the art of sales
Great salespeople—the truly talented rainmakers—are about as rare as unicorns and just about as mythical, too. In many cases, they own their customers more than their employers do.
A few years ago I was making calls with a top-notch electrical supplies rep. As we pulled up to a major manufacturing plant, he said, “I took this account from $5,000 to $250,000 in one year.”
“Wow!” I said. “How’d you do that?”
“Easy,” he shrugged. “I used to work for another distributor and did $250,000 a year with this customer. They laid me off, their competitor hired me, and I just switched their sales over.”
No wonder many electrical distributor reps make so much money. If you own an account base worth millions and can take it to any distributor in town, you’re going to spark a bidding war for your services.
But look at what actually moved. Not a price file. Not a stocking program. What moved was his knowledge of those buyers: who signs, who stalls, what they run on the floor, what it would take to make them switch. All of it lived in his head, which is exactly why it left with him.
Around the same time I rode with another rep whose customers trusted him so much that plant engineers called him in to diagnose their technical problems. We spent three hours at one plant while he taught two engineers what was going wrong with a motor control system. He’s not an engineer. He never went to college. But he’s in his mid-60s and he’s been selling plant automation for four decades. He doesn’t just know where the bodies are buried. He buried them.
He was also unhappy. He was six months from retirement and management still hadn’t assigned anyone to take his place. “How can I teach someone about my accounts if they haven’t chosen anyone yet?” He loves his customers and wants them to succeed even after they stop being his responsibility. His own leadership had made it impossible for him to do right by them.
That’s the part that should bother you. Not the retirement. The waste.
Until Recently, You Couldn’t Have Fixed It
To be fair to leadership, the tools that have made it easy to capture what’s trapped in a veteran’s head didn’t exist until recently. The state of the art was putting the replacement in the truck for a few months and hoping he was savvy enough to ask good questions before the clock ran out. That’s not a process. That’s a prayer.
What changed is that you can now hand an enormous, messy pile of unrelated data to a Large Language Model (LLM) and get back something organized. Your enterprise resource planning (ERP) transaction history. Customer relationship management (CRM) notes. Quote and bid history, including everything you lost. Customer service call recordings. Contracts and rebate agreements. Payment behavior. If you use our tools, DemandRX and Customer ExperienceRX, you can add category-level potential and satisfaction data on top of all of it.
But the most valuable thing you can feed it isn’t in any system. It’s one or more, recorded, sit-down interviews with the rep who’s leaving, plus the customer service people, inside sales reps and drivers who serve those accounts. Your ERP can tell you what a customer bought. Only the interviews tell you why the veteran did what he did. Judgment is the part that walks out the door, and judgment has never been in a database.
Think about what this used to require. Pull a dozen reports. Schedule, record and transcribe interviews with the rep, the CSRs, and the drivers. Put an analyst on trying to figure out the right business intelligence (BI) queries to surface a trend buried in six years of transactions, instead of just handing over all six years and asking what’s in there, which is what you can do this afternoon.
The old way was a project. Nobody launches a project every time a rep retires. Which is precisely why nobody has been doing this at all.
Try It This Week
Pick a rep who’s leaving. Better, pick one who might leave in the next two years. Gather what you can and paste this in:
You’re a senior sales operations consultant with deep experience in wholesale distribution. I’m transitioning a territory from a departing rep to a new one. Everything I’ve attached is the source material: [list it].
Rules: use only what I’ve given you, cite the source behind every factual claim, and mark what you don’t know as unknown. A blank is useful. A plausible guess about a real customer is a liability. Where my interview transcripts and my system data disagree, tell me about the conflict instead of smoothing it over. That gap is usually the most useful thing in the file.
First, analyze the territory. Revenue and margin trends, concentration risk, and a brief on each of the top 25 accounts covering who really decides, what they buy from us, what they’re clearly buying somewhere else, and the one thing a new rep would get wrong. Rank the specific customer-plus-category opportunities and show me your logic. Flag the at-risk accounts, including the ones that look fine in the numbers but not in the interviews. Tell me our service strengths and weaknesses in customers’ own words. And for every major account, tell me who besides the departing rep our customer could name at our company. If the answer is nobody, say nobody.
Then stop. Before you write any training material, give me your best clarifying questions ranked by how much the answers would change the program, tell me what data is missing, and write the interview guide for the follow-up conversation you’d want with the outgoing rep.
After I answer, build a 90-day onboarding curriculum with a knowledge check and answer key for each module, all written from real situations in this territory. Include a one-page day-one crib sheet and a first-90-days call plan sequenced by risk and opportunity rather than revenue. Finish with a gap register listing every open question and unverified claim.
Then argue with what comes back. Good prompting is a conversation, not a transaction. Ask it what other data would sharpen the analysis. Ask it to write the interview guides for the people you still need to talk to. Ask it to build the tests, then argue with it over the questions it wrote. Treat these systems like elite consultants: they give you better answers when you give them better material, and they’ll tell you what they’re missing if you bother to ask.
Two rules, though. Make it cite a source for every claim about a customer and state plainly what it doesn’t know, or you’ll get fluent, confident, wrong statements about real accounts that your new rep repeats in front of the buyer. And make the departing rep read the whole thing. He’s your fact-checker, and a playbook he signed off on carries authority with his successor that a generated document never will.
None of this replaces the ride-along. It makes the ride-along worth something because the new rep shows up already knowing which questions matter.
Start Before the Notice
Veterans slow-walk transitions when a clean handoff costs them income, and no prompt ever written solves that. Pay for the overlap. Tie a bonus to whether those accounts are still yours a year and two years later. Make mentoring a paid part of the job instead of a favor you’re asking for.
The balance of art and science in selling really is shifting, but the art was never really art. It was expertise nobody bothered to write down. We finally have a practical way to document expertise and pass it down, and the distributors who use it will start the process of owning their customers more than their reps do.
For more state of the art information on coaching and leading sales, don’t miss our upcoming webinar, State of Distributor CRM and Sales, Wednesday, August 26th, 9AM PT, Noon ET. Leading sales training expert, Mike Kunkle, will join Jonathan Bein, Ph.D. from Distribution Strategy Group, to review best practices and deep research data about how to get better results and productivity from your sales force.
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