The neon yellow highlighter on the corner of the mahogany desk has been dry for , yet Marcus still uncaps it every . He doesn’t actually mark the paper; he just drags the felt tip across the “Industry Benchmarks” section of the quarterly report, leaving a faint, jagged indentation in the fiber that only he can see.
To him, that ghost-line represents due diligence. To Fenella, sitting across from him with a mounting sense of vertigo, it represents the moment where collective fiction becomes corporate law.
Marcus is currently obsessed with the number 400. Specifically, he is obsessed with the fact that CompeteCo-a firm with a headcount within 12% of their own-reportedly maintains 400 Remote Desktop Services (RDS) seats. He wants Fenella to “align” their next licensing true-up with this figure, despite her own environment logs suggesting they only need 264. He treats the 400-seat figure as an objective gravity constant, a physical law of the market that they are currently “violating” by being efficient.
The Anatomy of a Friday Afternoon Guess
But Fenella was at the IT Admin Mixer at the downtown Marriott . She stood near a tray of lukewarm sliders and listened to Sarah, the lead sysadmin for CompeteCo, explain exactly where that 400 came from. Sarah had been cornered by her CFO on a while her toddler was screaming in the background of a Zoom call.
“
The CFO wanted a number for the budget by . Sarah looked at her last invoice, saw 380, added a “buffer” of 20 because she didn’t have time to run a report on active sessions, and hit send.
– Fenella recounting Sarah’s Mixer confession
The number was a panic-button response to a deadline. It was a rounded-up anxiety. Yet here it is, later, appearing in a glossy industry report as a “standardized benchmark for mid-market logistics firms,” and Marcus is using a dead highlighter to etch it into their company’s financial future.
The 51.5% “Panic Premium” – a tax paid to avoid the fear of being different.
We spend millions of dollars trying to “match the market,” ignoring the fact that the market is just a collection of people like Sarah, making things up at on a so they can go start their weekend.
I slept on my left arm wrong last night, and as I write this, a persistent, rhythmic tingling is crawling from my elbow to my pinky. It makes me impatient. It makes the pretense of “market alignment” feel especially grating. When your nerves are firing off false signals, you become acutely aware of how much of our professional lives are built on similar, phantom data points.
We are all just reacting to the pins and needles of someone else’s outdated estimate. The phenomenon of the benchmark is, at its core, a defensive maneuver. If Marcus buys 400 licenses and they only need 260, he has wasted money, but he has “followed the industry.” If he buys 260 and they hit a spike where they need 261, he has “failed to plan.”
The Binary Handshake vs. The Vibe
Because a benchmark is defined as a standard against which things may be compared or assessed, we assume the standard itself has been assessed; however, if the standard is merely the aggregate of unassessed guesses, then comparing oneself to it is not an act of measurement, but an act of joining a crowd.
Consider the actual mechanism of how these licenses work. In a standard Windows Server environment, the Remote Desktop Licensing service is not a mystical oracle. It is a ledger. When a user or device requests a connection, the Licensing Server performs a very specific handshake.
First, it checks the connection request against the available pool. If it’s a Per User CAL, the server looks for an existing license issued to that specific Active Directory object. If one doesn’t exist, it attempts to issue a new one from the “Open” pool. If the pool is empty, the connection is either denied or a temporary license is issued, depending on the grace period settings. This is a binary, technical reality. It is not a “vibe.” It is not something that should be influenced by what a guy at a different company guessed while his kid was screaming.
When you look at the infrastructure of companies that actually scale without hemorrhaging cash, you find they’ve abandoned the “peer comparison” model entirely. They’ve realized that their environment is as unique as a fingerprint. Their shift patterns, their use of thin clients versus remote laptops, and their seasonal contractor spikes create a demand curve that no “industry average” can map.
Fenella tried to explain this. She brought a printout of their actual concurrent usage peaks from the last . Their highest point was 264. She even suggested a 10% buffer, bringing them to 290.
“But Sarah’s team is at 400,” Marcus said, tapping the paper. “If we’re at 290, it looks like we’re under-provisioned. It looks like we’re taking a risk.”
“We aren’t taking a risk,” Fenella said, her voice flat. “We’re taking a measurement. Sarah admitted to me that she made that number up in four minutes.”
Marcus paused. He looked at the highlighter. For a second, Fenella thought she had broken through. Then he said, “Well, the report says it’s the standard. We should probably stick to the standard.”
Breaking the Recursive Guessing Game
This is why places like the RDS CAL Store exist-not just to sell the plastic or the digital keys, but to provide a path out of this recursive guessing game. When you can buy exactly what you need, in the quantities that actually reflect your server logs, the “industry standard” starts to look like a fantasy.
The beauty of a perpetual license is that it doesn’t care about your neighbor’s budget. It only cares about the handshake between the client and the host. Whether you are running or moving into the ecosystem, the math remains the same. You have X users, and they need Y access points.
If you find yourself in Fenella’s position, the best weapon isn’t more data-it’s the refusal to validate the fiction. It’s pointing out that the map we are using was drawn by people who have never visited the terrain. We treat “Best Practices” as if they were handed down on stone tablets, but most of them were typed up in a frantic Slack message by a guy named Kevin who was trying to finish his lunch.
The “X is the new Y” of corporate IT is that “Compliance is the new Benchmarking.” Managers used to want to be the best; now they just want to be compliant with the average. It’s a race to the middle, fueled by the fear of being the only one standing outside the circle of shared errors.
I’m still rubbing my arm. The tingling is fading, replaced by a dull ache. It’s a reminder that sometimes, the signals our body (or our management) sends us are just noise. The “standard” is often just a echoes of a guess that was made so long ago that everyone forgot it was a mistake.
Fenella eventually gave up. She let Marcus buy the 400 seats. She watched as 136 licenses sat in the digital equivalent of a dusty warehouse, unused, unneeded, but “aligned.” She realized then that Marcus wasn’t buying software; he was buying a sense of belonging. He was paying for the privilege of saying he was just like everyone else.
But the next time she saw Sarah at a meetup, they didn’t talk about seat counts. They talked about the money-back guarantees and the delivery times they wished their other vendors had. They talked about the reality of the rack, not the fantasy of the report. Because at the end of the day, the server doesn’t know what the benchmark is. The server only knows if it has a license to let the user in.
When a highlighter runs dry, it no longer identifies truth but merely scratches the surface of a borrowed panic.
If you are the one holding the actual logs, you have a responsibility to the reality of your environment. You are the only one who knows the difference between a “target” and a “requirement.” When the pressure comes to match the neighbors, remember that the neighbors are probably just looking at you, wondering what number you’re about to pull out of thin air. It’s a circle of people staring at each other’s homework, and everyone’s page is blank.
Breaking that cycle requires a bit of bravery. It requires saying that 264 is a better number than 400, not because it’s smaller, but because it’s real. Precision is the only cure for the industry-wide habit of laundering guesses.
And if your manager still insists on the 400? Well, at least you can sleep well knowing you tried to save the company from its own desire to be average. Just try not to sleep on your arm. It’s a nuisance you don’t need when you’re already dealing with the pins and needles of corporate logic.