# Token Math: feedback on the hed, dek, and opening

## Bottom line

The piece has a real hook, and the current package buries it. The hook is that the person at the top of the usage leaderboard, by more than 3x, is the one telling everyone else to spend more. Neither hed says so. The dek doesn't either. The opening paragraph gets there only in sentence 2, after a slack first line. I'd move the paradox into the hed, use the dek for the guardrail ("worth it" vs. "just tokenmaxxing"), and open on the stat.

## The strongest idea

**The top spender is the one arguing for more spending, and the reason is ambition, not tokens.** The draft's own line, "the size of the gap has him wondering whether the rest of us are being ambitious enough with AI," is the sharpest sentence in the opening. It reframes a cost story as an ambition story, and it sets up everything after it: the "not tokenmaxxing" caveat, Arielle's three questions, and Randy's 4.5-billion-token flop that still paid off.

A close second is the sequence in paragraph 4: experiment first, "only then do the token math." That's the piece's actual thesis, and the current hed only gestures at it.

## Headline

**Original: "Token Math"**
- It's a label, not a claim. It reads like a section slug and would be a weak email subject line.
- Its payoff ("only then do the token math") doesn't arrive until paragraph 4.
- Keep the phrase, but use it in the body or as a section tag, not as the hed.

**Alt: "How Many Tokens are Too Many?"**
- It's a better subject line than the original, but it has two problems.
- It leans toward restraint, while the piece's surprise runs the other way (the top user wants more). It undersells the story.
- It promises a threshold the piece never gives. The body offers a method (cost, what it bought, what you learned), not a number.
- Style nit: "Are" is a verb and should be capitalized in title case.

**Recommended hed: "Our CEO Wants You to Burn More Tokens"** (37 characters)
- It states the surprising claim and fits an email subject line.
- It's bold on purpose. The qualifications ("should consider," "not tokenmaxxing," "case by case") belong in the dek and body, and they're already there.
- The risk is that it reads as an endorsement of tokenmaxxing. The dek below handles that.

**Other options**
- "How Many Tokens Are Too Few?" flips the alt hed to match the piece's real direction. It's a question, but a more surprising one.
- "Spend First, Do the Token Math Later" keeps the original phrase and states the thesis. It's slightly riskier, since it can sound like permission to be reckless. The body's guardrails (retrospectives, card-refill alerts, Marcus's usage cap) do temper it.

## Dek

**Original: "What's the ROI on experimentation?"**
- It's a question that repeats the hed's question form and adds no detail or implication.
- "ROI on experimentation" is abstract. It doesn't say what's being experimented with, what's at stake, or who's spending.

**Alt: "When expensive experimentation is worth it and when to rein your tokenmaxxing in."**
- This is the better of the two. It has a clear implication and both sides of the tradeoff, and the "rein in" echo is nice.
- It pairs well with the recommended hed above.
- It's a little stiff ("expensive experimentation"). "Your tokenmaxxing" also accuses the reader.
- "Tokenmaxxing" isn't defined until paragraph 2. That's probably fine for Every's audience, but the dek shouldn't be the reader's first encounter with a term the piece has to explain.
- If the opening keeps "reining yourself in," the dek repeats it. My rewrite below drops that phrase from the opening.

**Recommended dek: "When an expensive AI experiment is worth it—and when you're just tokenmaxxing."**

If the hed stays a question or a label, use this stat-forward dek instead:
"Dan Shipper uses more than three times as many OpenAI tokens as anyone else at Every. The real test isn't the bill—it's what the spend produced."

## Opening paragraph

**What's working**
- The inversion is right: the top spender says spend more.
- "Should consider ramping up" is appropriately hedged.

**What's not**
1. **Sentence 1 is the weakest in the draft.** "Often if you are the highest spender at your company you might think about reining yourself in" has three hedges in a row ("often," "if," "might"). It's missing a comma after "company" and it's generic. It spends the most valuable line on a premise the reader already assumes.
2. **The stat is buried in sentence 3.** "More than three times as many tokens as the next-highest user" is the concrete, surprising fact, and it should land in the first sentence.
3. **"Spender" and "consumes tokens" mix units.** "Spender" implies dollars, but the leaderboard measures tokens. Pick one: "user" or "consumer."
4. **The scope is loose.** The screenshot caption calls it Every's *OpenAI* token leaderboard, but the body says "next-highest user at the company." Marcus, for one, works mainly in Claude Code, so the claim needs the OpenAI qualifier to be safe.
5. **The caveat comes late.** The reader doesn't learn this isn't about burning tokens for sport until paragraph 2, after an image. The hed and dek now carry some of that, which helps.
6. **The end of the paragraph is good, but the draft leans on it too little.** "Whether the rest of us are being ambitious enough" is the payoff and should stay last.

**Suggested replacement**

> Every CEO Dan Shipper uses more than three times as many OpenAI tokens as the next-highest user at the company. Most people who top their company's usage leaderboard would think about reining it in; Dan thinks everyone else should consider ramping up. The size of the gap has him wondering whether the rest of us are being ambitious enough with AI.

**Lighter-touch alternative** (keeps the draft's original order)

> Most people who top their company's usage leaderboard would think about reining themselves in. But Every CEO Dan Shipper, who uses more than three times as many OpenAI tokens as the next-highest user at the company, thinks everyone else should consider ramping up. The size of the gap has him wondering whether the rest of us are being ambitious enough with AI.

I prefer the first version. It puts the number first, and the inversion reads as the punchline of the second sentence.

## Suggested package

- **HED:** Our CEO Wants You to Burn More Tokens
- **DEK:** When an expensive AI experiment is worth it—and when you're just tokenmaxxing.
- **Opening:** the replacement above.

The sequence works because the hed makes the claim. The dek adds the guardrail, and the first sentence supplies the evidence for both. From there the "goal isn't tokenmaxxing" paragraph follows without a jolt.

## Qualifications preserved

- "More than three times as many" is kept as-is. I didn't round it to "3x" in body copy, and I kept it out of the hed.
- "Next-highest user" is kept.
- "OpenAI" is added to match the caption. **Assumption:** the leaderboard is OpenAI-only. If it covers all providers, drop the word.
- Dan "thinks everyone else should *consider* ramping up" and is "*wondering* whether" the rest of us are ambitious enough. Neither line is turned into a flat assertion that people *are* underambitious.
- The tokenmaxxing caveat and the "case by case" evaluation remain in the body. The hed is bold, but the piece doesn't recommend spending without accountability.
- I didn't add any absolute token figures for Dan. The draft doesn't give one. If the leaderboard has one, adding it to sentence 1 would make "three times" much more concrete. The 4.5 billion figure is Randy's, not Dan's, so it shouldn't be implied as the comparison.

## Out of scope, noticed in passing

- "caped the orchestrator" should be "capped."
- "Unwittingly large token spends … is an Every rite of passage" has a subject-verb mismatch. "Spends" is plural, so use "are."
- "Arielle typically asks … or check the usage leaderboard and message" has a tense and parallelism slip. It should be "or checks the usage leaderboard and messages."
- There's a double space in "Willie Williams,  the two settled."