Quick Kit

AI Unit-Economics & Token-Shock Exposure Kit

A workflow can look cheap per run and still bankrupt a budget at scale. This prices each AI workflow per outcome and flags the contract terms that let a growth month become an unbounded bill.

No baked-in per-token price. Every dollar is computed from the inputs you enter, so the verdict is yours, not ours.

instant download · .xlsx · yours to keep

The problem

The pilot was cheap. The bill wasn't.

Per run
looks trivial — fractions of a cent — so nobody prices the outcome.
Retries + growth
quietly multiply the real cost the moment volume climbs.
Uncapped terms
turn a growth month into a bill nobody signed off on.

See it work

Your numbers, your exposure.

Try it — your numbers only

4,000
$0.008
10,000
1.20x
1.3x
9,500
Usage cap in place?
True-up terms capped?
VerdictTOKEN SHOCK
$499.20
Monthly cost
$0.05
Cost / outcome

No usage cap and uncapped true-up — this reads TOKEN SHOCK even at $0.05 per outcome, because an unpriced growth month becomes an unbounded bill. Add either a cap or a capped true-up to clear it.

Or load the six-workflow example

WorkflowMonthly$/outcomeVerdict
Support triage$1,014.30$0.03PREDICTABLE
Sales email drafts$1,008.00$0.14TOKEN SHOCK
Doc summarization$475.20$0.16PREDICTABLE
Lead enrichment$187.20$0.01TOKEN SHOCK
Contract review$631.80$1.21DRIFTING
Meeting notes$290.40$0.06PREDICTABLE

Every figure is computed from your own inputs — no per-token price or multiplier is baked in. Deterministic and offline; it prices workflows and grades terms, not people.

The standard

Three rules it never breaks.

No invented prices
Every dollar traces to an input you entered. No per-token rate is hidden in a cell.
Exposure over snapshot
The gate judges whether a bad month is capped, not just what today costs.
Prices work, not people
It grades workflows and contract terms. It never scores or ranks a person.

How it works

Cost in, exposure out.

  1. 1.Enter tokens per run, price per 1K, runs, retry and growth multipliers, and outcomes — per workflow.
  2. 2.The workbook computes monthly cost and cost per outcome with live formulas.
  3. 3.It bands each workflow PREDICTABLE, DRIFTING, or TOKEN SHOCK against your editable thresholds.
  4. 4.The gate forces TOKEN SHOCK when a workflow has no usage cap and uncapped true-up — even if it looks cheap.

What you'll see

The number the pilot never showed you.

A per-workflow table of monthly cost and cost per outcome, a per-workflow verdict, a contract scorecard, and a portfolio rollup that names your exposure. It is a planning estimate from your own numbers — not accounting or financial advice, and it connects to nothing.

Who it's for

For the operator scaling AI past the pilot.

For
  • Founders and ops taking an AI workflow from pilot to production.
  • Anyone signing or renewing an AI vendor contract.
  • Finance pressure-testing unit economics before volume climbs.
Not for
  • Developer routing and caching — use the Token Economics Workbook.
  • Incident response on a leaked key — that is a different tool.
  • An audited financial figure — it is a planning estimate.

Common questions

Answers before you buy.

Two things. Per AI workflow, it computes the fully-loaded cost per successful outcome — accounting for retries and expected growth — and bands it PREDICTABLE, DRIFTING, or TOKEN SHOCK. And it grades the contract behind each workflow on four controls, so you know whether an unpriced growth month can turn into an unbounded bill.

Get the Kit

Price the exposure before you scale.

  • One .xlsx — Start Here, Dashboard, Workflow Calculator.
  • Live formulas, a contract scorecard, a worked six-workflow example.
  • Your numbers only — no AI, no upload, no login.
$59

one-time

Buy the Kit

instant download · yours to keep

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