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Published example by Shingikai, run September 25, 2026, using anthropic/claude-sonnet-5, openai/gpt-5.6-sol, x-ai/grok-4.6.
Models: anthropic/claude-sonnet-5, openai/gpt-5.6-sol, x-ai/grok-4.6
This comes down to one number you already know and didn't put in the post: how reliably you hit your current $120,000 OTE. It decides almost everything, because of a fact the "should I trade comfort for more money" framing hides — the new job's guaranteed base, $120,000, is exactly your current OTE. If you reliably earn that $120,000 today, the new base isn't a raise in cash that lands in your account. It's the same number, moved from the "commission" column to the "salary" column. Every dollar above it depends on earning commission at a company where you have no book of business yet. So before you weigh 9 miles against a resume stamp, answer that one question, because it changes what you're actually being offered.
Here are your numbers, and only your numbers. Current job: $95,000 base plus about $25,000 of variable, for a $120,000 OTE, fully remote, a role you know cold and where you're respected. New offer at a bigger company: base rises by $25,000 to about $120,000, with a potential $37,000 higher OTE (to roughly $157,000), in exchange for three days a week in an office nine miles away, days you choose, under managers you describe as relaxed. The reason you're looking at all is that your current culture is declining.
Two things you didn't state, and we won't assume: whether you actually hit your $120,000 OTE reliably, and how much of the new $37,000 variable you'd realistically earn in year one starting cold. Both are branched below rather than guessed, because they're the hinges.
Decompose it and the headline shrinks. The guaranteed part of the move is the base going from $95,000 to $120,000, a $25,000 raise in your floor that doesn't depend on hitting any target. That's real, and it's worth having as downside protection.
But measure it against what you actually earn, not against your base. If you reliably bank the full $120,000 today, then:
The entire increase — the whole $37,000 — has moved into the at-risk column, at a company where you have no relationships, no pipeline, and no ramp yet. That's not a $37,000 raise. It's a bet on your own year-one ramp, dressed as a raise. Price the bet honestly. New quota-carriers starting cold commonly land well under target in year one; at an illustrative 30% to 50% of the new $37,000, that's about $11,100 to $18,500 of real first-year upside over your current cash, not $37,000. The $37,000 only shows up if you hit 100% in year one, which is the least likely outcome for someone starting from zero.
The flip side matters just as much: if you don't reliably hit your current OTE — if your real trailing cash is closer to $110,000 — then the $120,000 base alone is a genuine, guaranteed raise before a single new commission dollar, and the case for moving gets much stronger. Same offer, opposite conclusion, depending entirely on that one number.
Nine miles is cheap in cash and needs no drama. Eighteen miles round trip, three days a week, about 48 working weeks, is roughly 2,592 miles a year. At gas only that's around $390; at an all-in per-mile figure that includes wear and depreciation it's around $1,700. Either way it's small next to a $25,000 base change. The distance is not the cost.
The time is the cost, and it can't be read off the distance — nine miles is 15 minutes or 45 depending on traffic, so measure your actual door-to-door drive at the real hours before you price it. At a 30 to 60 minute round trip, three days a week, that's roughly 72 to 144 hours a year of your life you don't get back. Keep that separate from the cash. One of the models in this council tried to convert those hours into a dollar figure by multiplying them by your salary rate and subtracting the result from your pay; the other caught it and threw it out, because your commute time isn't hours you could otherwise sell to your employer, and a pre-tax salary dollar isn't the same as a post-tax dollar spent on gas. The honest way to price the hours is to name what they'd cost you — sleep, the gym, dinner at home, midday flexibility — and set your own number.
Four things decide this, and the flip condition sits inside the first two.
Do you reliably hit your current $120,000 OTE? If yes, the new base is a lateral move in cash and the whole decision rides on the commission bet plus the value of what you're giving up. If no, the base is a real raise and the answer tilts toward taking it.
What will you realistically earn of the new $37,000 in year one? Not the number on the offer letter — the number people hired into that same role actually hit in their first twelve months. This converts the "raise" from a hope into a figure.
How durable is the "three days, your choice, relaxed managers" arrangement? That describes today's practice, not necessarily a written term. Return-to-office requirements have a habit of ratcheting from three days to four to five when a new manager arrives or headcount targets shift. If you're pricing the office at three days, price the four- and five-day versions too, because you may not be able to get fully remote back once you've left it.
What is fully remote work actually worth to you, in dollars? Full remote is not just "comfort." It's control over your schedule, no commute, insulation from exactly the RTO risk above. Put a number on it — the smallest annual raise that would make you give it up — and use that number as the bar the offer has to clear.
The flip condition, stated plainly: stay (or decline this specific offer and keep looking for a remote role at higher pay) if you reliably hit your current OTE, your honest year-one commission estimate is low, and your price for remote is high. Take the offer if any one of those breaks — your current OTE is shaky, or you can verify strong first-year attainment, or the bigger-company credential and escape from a declining culture clear your remote price.
A single strong model got most of this. Claude, working first, did the useful thing the whole thread missed: it split the money into guaranteed floor versus at-risk upside and noticed the new base merely equals your current OTE. But it made one ledger error twice — pricing your commute time as if it were billable salary and netting it against pre-tax pay — and it packed two conditions into what it called a "single" flip condition. GPT-5.6 caught both, kept the cash cost and the time cost separate, and turned the loose recommendation into an actual decision rule: compare your conservative, after-tax, after-commute first-year cash gain against the price you'd set for giving up remote, and decline if it doesn't clear that price. That back-and-forth is the value here — one model built the frame, the other found where it was fooling itself. In the interest of honesty: a third model was seated for this and passed both rounds without adding anything, so the work above is two models', not three.
We asked the council to argue the opposite of its own lean — to make the strongest case for staying. Neither model flipped its underlying logic, which is the tell that the logic is sound: the "stay" case is the same decision rule seen from the other side. It surfaced the third option the offer's urgency hides — you don't have to choose between this hybrid job and your declining current one, because declining every hybrid offer while you search for a remote one that pays more is a real path, and the offer being on the table now doesn't mean it's the last one. And it put the RTO-ratchet risk on the board, which the "9 miles is nothing" instinct ignores entirely.
This is checkable in about a week, and every step converts a guess into a fact.
Pull your last 24 months of commission statements and compute your real attainment against target. That answers the question the whole decision rides on. Ask the new company, before you sign, what people hired into your exact role actually earned in variable pay in their first year — the median, not the top performer — plus whether there's a ramp quota, a guaranteed draw, or a sign-on that de-risks the first few months. Get the three-day, self-select schedule in writing, and ask directly whether there are any plans to increase in-office days. Have one honest conversation with your current leadership about the culture before you treat leaving as the only lever, and consider using this offer to negotiate. And drive the actual commute at the actual hours before you let it weigh on you at all.
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