Tool Gate · How it works
How the Quote-to-Actual Cost Calibration Tripwire gate works
How the Quote-to-Actual Cost Calibration Tripwire rolls up 4 work types by the dollar share of open quotes still priced on non-calibrated work: welded assemblies quote blind at +22% labor drift, pushing 45% of the book past the 35% line — which is how the desk reads QUOTE BOOK COMPROMISED.
How the gate works
This tool grades an open quote book against what your own closed jobs already proved it costs. It reads 4 work types and rolls them into one verdict — the worst, never the average — and then a gate that can only make it worse.
The 4 work types
| Work type | Verdict |
|---|---|
| Welded Assembliesfix first | QUOTING BLIND4 jobs · labor +22.0% over quoted · $176,000 open |
| Sheet Metal | DRIFTING3 jobs · material +11.0% over quoted · $45,500 open |
| Powder Coating | UNPROVEN1 closed job · not enough data to trust the estimate |
| CNC Machining | CALIBRATED4 jobs · worst drift +4.0% (setup) · $99,000 open |
The verdict bands
The desk verdict is driven by the SHARE of open-quote dollars still priced on a work type that isn't calibrated - not by how many work types are blind. Over 35% of the book on unproven or blind costing reads QUOTE BOOK COMPROMISED even if the rest of the shop is fine.
In the worked sample it reads QUOTE BOOK COMPROMISED — Three of four work types are calibrated or merely drifting - but Welded Assemblies is QUOTING BLIND, with labor running +22% over quoted, and it carries $176,000 of open quotes, including the $122,000 Ironline Structures job still priced on disproven labor cost. That one work type pushes 45.3% of the open book onto unproven or blind pricing - past the 35% line - so the desk reads QUOTE BOOK COMPROMISED. The one thing to fix first: Welded Assemblies - reprice the $122,000 Ironline Structures quote against the +22% measured labor drift, or mark it repriced, before sending anything else at the old numbers..
Common questions
Can every work type look survivable on the How the Quote-to-Actual Cost Calibration gate works and the company still read QUOTE BOOK COMPROMISED?
Yes. The roll-up takes the worst of 4 work types — never the average — then a worsen-only gate, the Dollar-exposure gate gate, escalates when trouble clusters. In the worked sample it reads QUOTE BOOK COMPROMISED because three of four work types are calibrated or merely drifting - but Welded Assemblies is QUOTING BLIND, with labor running +22% over quoted, and it carries $176,000 of open quotes, including the $122,000 Ironline Structures job still priced on disproven labor cost. That one work type pushes 45.3% of the open book onto unproven or blind pricing - past the 35% line - so the desk reads QUOTE BOOK COMPROMISED.
What is a worsen-only gate?
A dispositive rule that can only lower a verdict, never raise it. One fatal flaw overrides an otherwise-set of survivable lines, because a single disqualifying gap shouldn't hide behind an average of the healthy ones. The tool also names the one thing to fix first — here, "Welded Assemblies - reprice the $122,000 Ironline Structures quote against the +22% measured labor drift, or mark it repriced, before sending anything else at the old numbers.".
Grades cost estimates, never people. Not an accounting or audit opinion. Runs offline in the workbook and engine.
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<iframe src="https://redhub.ai/visuals/tool/quote-to-actual-cost-calibration-tripwire.html" title="How the Quote-to-Actual Cost Calibration Tripwire gate works — RedHub AI" width="760" height="1845" loading="lazy" style="border:0;width:100%;max-width:760px"></iframe>
<p style="font:14px/1.5 system-ui,sans-serif"><a href="https://redhub.ai/visuals/tool/quote-to-actual-cost-calibration-tripwire">How the Quote-to-Actual Cost Calibration Tripwire gate works</a> — by <a href="https://redhub.ai">RedHub AI</a>, the AI that tells you when to doubt it.</p>Image + link — a static picture for any blog
<a href="https://redhub.ai/visuals/tool/quote-to-actual-cost-calibration-tripwire"><img src="https://redhub.ai/visuals/tool/quote-to-actual-cost-calibration-tripwire-share.png" alt="Diagram of the Quote-to-Actual Cost Calibration Tripwire: four work types rolled up by dollar exposure, a 35% gate, and the desk reading QUOTE BOOK COMPROMISED at 45% exposed." width="760" loading="lazy" style="max-width:100%;height:auto;border-radius:16px"></a>
<p style="font:14px/1.5 system-ui,sans-serif"><a href="https://redhub.ai">RedHub AI</a> — the AI that tells you when to doubt it.</p>
This is how Quote-to-Actual Cost Calibration Tripwire works. More diagrams in the Visual Field Guide.