Skip to main contentDodone

Public Models / Publication

Palm

Manufacturing / IndustrialMultiple regions201-1000 engineersScenario - not audited

By Anonymous · published 2 Nov 2026 · DODONE-MOD-001 revision 1 · engine 0.1.3

Decking specialists

Use these assumptions
Copy link

Incremental AI cost: £318,000.00 per year. These are two different valuations of the same output gain. Do not add them together. Neither value is a guaranteed minimum or maximum.

Capacity-based value

The cost of the engineer time used for more work. It is not a cash saving.

£836,151.75 per year · ROI 162.94%

Revenue-linked value

A hypothetical contribution scenario. It is not a sales forecast.

£28,451.61 per year · ROI -91.05%

Inputs - company

Item
Value
Source
Revenue, last completed financial year£90,000,000.00Your figure
Business-as-usual revenue growth0.00%Illustrative, not validated
Incremental contribution margin20.00%Your figure

Inputs - workforce

Item
Value
Source
Engineering FTE (annual average)1,000Your figure
Licensed seats (annual average)700—

Inputs - AI tool costs

Item
Value
Source
Engineers with a paid seat70.00%Illustrative, not validated
Seat price per month£25.00Illustrative, not validated
Extra usage per active engineer per month£15.00Illustrative, not validated
Implementation, training and governance (year one)£0.00Illustrative, not validated

Inputs - productivity and adoption

Item
Value
Source
Engineering work eligible for AI35.00%Illustrative, not validated
Net time saved on eligible work20.00%Illustrative, not validated
Active engineers (adoption)60.00%Illustrative, not validated
Released time used for extra output (redeployment)50.00%Illustrative, not validated

Inputs - commercial response

Item
Value
Source
Engineering commercial response20.00%Illustrative, not validated
Commercial diffusion loss65.00%Illustrative, not validated
Downside commercial transmission100.00%Illustrative, not validated

Workforce cohorts

Location
Seniority
FTE
Fully loaded cost (original currency)
FX rate
Rate date
FX source
Loaded cost (GBP)
Capacity benefit
UKjunior40£52,000.001—reporting currency (no conversion)£52,000.00£43,680.00
UKmid100£78,000.001—reporting currency (no conversion)£78,000.00£163,800.00
UKsenior60£117,000.001—reporting currency (no conversion)£117,000.00£147,420.00
PLjunior60PLN 120,000.000.192026-11-02Entered by user£22,800.00£28,728.00
PLmid150PLN 225,000.000.192026-11-02Entered by user£42,750.00£134,662.50
PLsenior90PLN 325,000.000.192026-11-02Entered by user£61,750.00£116,707.50
INjunior100₹875,000.000.00792026-11-02Entered by user£6,912.50£14,516.25
INmid250₹2,250,000.000.00792026-11-02Entered by user£17,775.00£93,318.75
INsenior150₹3,750,000.000.00792026-11-02Entered by user£29,625.00£93,318.75

Incremental annual AI cost

Item
Value
Licences£210,000.00
Additional usage£108,000.00
Implementation, training and governanceExcluded (set to 0) - not a claim that deployment is free£0.00
Total incremental AI cost£318,000.00

Productivity chain

Item
Value
Active engineers (annual average)600
Released time per active engineer7.0000%
Theoretical output uplift per active engineer7.5269%
Released baseline time, whole workforce4.2000%
Realised workforce output uplift2.2581%
Adverse output change (stress channel)0.0000%

Capacity-based value

Item
Value
Capacity benefit (cost-equivalent of redeployed time)Not a cash or payroll saving£836,151.75
Net value after AI cost£518,151.75
Capacity economic ROI162.94%
Benefit / cost2.63×

Revenue-linked contribution value (scenario)

Item
Value
Forecast BAU revenue (no AI)£90,000,000.00
Incremental revenue scenarioScenario, not a sales forecast£142,258.06
Incremental contribution benefit£28,451.61
Net value after AI cost-£289,548.39
Commercial scenario ROI-91.05%
Benefit / cost0.09×
Effective commercial response e × (1 − d)7.0000%

Diagnostics (calculated by the model, not audited)

Item
Value
Engineering-addressable contribution per FTE£3,600.00
BAU revenue at which the two valuations are equalNeither valuation is a fixed minimum or maximum£2,644,969,821.43

Sensitivity - net time saved on eligible work ±10 points

Scenario
Shift
Capacity benefit
Capacity ROI
Commercial benefit
Commercial ROI
Conservative-10%£418,075.8831.47%£13,709.84-95.69%
Base0%£836,151.75162.94%£28,451.61-91.05%
Optimistic10%£1,254,227.63294.41%£44,346.37-86.05%

Reproducibility

Reproduced exactly by the current engine (0.1.3). Input hash fa97a5196aa4c703…, output hash 96dd195b7610490f….

  • Capacity-based and revenue-linked values are two alternative valuations of the same output gain. Never add them.
  • Neither valuation is a guaranteed minimum or maximum; which one is higher depends on the inputs.
  • Capacity value is the cost-equivalent of redeployed engineer time, not a payroll or cash saving.
  • Revenue-linked value is a hypothetical scenario based on stated assumptions, not a causal sales forecast.
  • Illustrative estimate - not an observed financial result until supported by evidence.
  • Dodone Model v1 is a controlled draft for independent methodological audit; it has not been audited.
  • One 12-month period; a new AI tool compared with no tool. Not valid for replacing an existing AI tool.