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Free concept playground · no account

Did It Actually Pay Off

Claim automation savings, then audit your own number.

All 90 playgrounds Join the free cohort

Did It Actually Pay Off

AvailableFree
$50,000claimed
$19,000measured
38%survived audit
◆Deduction ledger — where the win wentthe three silent costs

Human review time (-$15,000) is the biggest bite out of your claimed $50,000.

  • Claimed savings$50,000
  • Error rework-$10,000
  • Human review time-$15,000
  • Tooling / API cost-$6,000
  • Measured savings$19,000
Was this playground useful?

Did it actually pay off?

Claim a savings figure for an automation — hours saved × rate — then audit your own number. The deduction ledger subtracts what the headline always leaves out: error rework, the human review time it really takes, and tooling cost. Claimed and measured sit side by side, and they rarely match. Runs entirely in your browser (0 uploads, works offline).

How to use it

  1. Enter the claimed win: hours saved and the fully-loaded hourly rate.
  2. Add the reality: error/rework rate, the review hours a human actually spends, and tooling cost.
  3. Read the X-ray ledger — it names which of the three silent costs ate the win.

What this clears up (the fundamentals)

  • Automation ROI measurement — a saving isn't real until you subtract the cost of getting it. "Hours × rate" is the gross claim, not the net.
  • Claimed vs. measured — the headline number is almost always the gross; the honest number is what's left after audit.
  • Error-rate accounting — every wrong output the automation produces costs a human's time to catch and redo, quietly clawing back the win.
  • True cost of ownership — review time and tooling/API spend are recurring costs that belong in the same ledger as the savings.

Where it's used

A Business companion for proving an automation paid for itself, and a manager-portal ROI sanity-check. It's a miatz build-lab concept playable — learn to build it yourself.

FAQ

How do I measure automation ROI honestly?

Start from the gross claim (hours saved × fully-loaded rate), then subtract the real costs: rework for errors, the human review/supervision time, and tooling. What remains is the measured ROI. This page does that subtraction live.

Why is my measured saving so much lower than the claimed one?

Because the claim usually counts only the hours removed, not the hours added back — reviewing outputs, fixing errors, and paying for the tool. Those three are the culprits behind nearly every inflated ROI number.

Is anything I type uploaded?

No. The whole calculation runs in your browser and nothing is transmitted or stored — turn off your Wi-Fi and it still works. Your cost figures never leave your device.

Can an automation actually lose money?

Yes. If review time and tooling cost more than the hours saved, the measured saving goes negative — the audit shows that plainly.

Limits

An estimate to pressure-test a claim, not accounting. The error-rework model treats errors as a share of the claimed win; for a precise figure, use your real per-error rework hours.

Related

Part of the miatz playgrounds. Explore the rest from the playground catalog.

Bookmark this page (Ctrl+D, or ⌘D on Mac) — it works offline the next time you need it.

Try it live

  • Give the Agent Access

    Live

    Grant an agent permissions, then see the blast radius light up.

    AiBrowser (JS)Medium
    Play it now
  • The Vendor Pitch

    Live

    Negotiate an AI vendor's pitch, then check what's actually proven.

    AiBrowser (JS)Medium
    Play it now
  • Dilution Slider

    Live

    Drag the option pool and watch your ownership quietly shrink.

    AiBrowser (JS)Medium
    Play it now
  • Doubling Down Doesn't Double

    Live

    Every channel bends — find the knee before your CFO does.

    AiBrowser (JS)Medium
    Play it now
  • Evals Runner

    Live

    Where the code grader and the AI judge disagree, look closer.

    AiBrowser (JS)Medium
    Play it now
  • Everyone Sounds the Same

    Live

    Your sharp positioning line, scored against everyone else's.

    AiBrowser (JS)Medium
    Play it now

Ninety playgrounds. Zero setup.

Every concept here is playable free, no account — and inside the program you learn to rebuild the machinery yourself.

Browse all playgrounds Join free