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Targus Consulting

IT Consulting / Professional ServicesUnited Kingdom1000+ engineersScenario - not audited

By HarryPerk · published 4 Nov 2026 · DODONE-MOD-001 revision 1 · engine 0.1.3

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Incremental AI cost: £954,000.00 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.

£7,605,000.00 per year · ROI 697.17%

Revenue-linked value

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

£238,700.00 per year · ROI -74.98%

Inputs - company

Item
Value
Source
Revenue, last completed financial year£93,000,000.00Your figure
Business-as-usual revenue growth0.00%Illustrative, not validated
Incremental contribution margin35.00%Illustrative, not validated

Inputs - workforce

Item
Value
Source
Engineering FTE (annual average)3,000Your figure
Licensed seats (annual average)2,100—

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 AI50.00%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 response40.00%Illustrative, not validated
Commercial diffusion loss45.00%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
UKjunior600£52,000.001—reporting currency (no conversion)£52,000.00£936,000.00
UKmid1,500£78,000.001—reporting currency (no conversion)£78,000.00£3,510,000.00
UKsenior900£117,000.001—reporting currency (no conversion)£117,000.00£3,159,000.00

Incremental annual AI cost

Item
Value
Licences£630,000.00
Additional usage£324,000.00
Implementation, training and governanceExcluded (set to 0) - not a claim that deployment is free£0.00
Total incremental AI cost£954,000.00

Productivity chain

Item
Value
Active engineers (annual average)1,800
Released time per active engineer10.0000%
Theoretical output uplift per active engineer11.1111%
Released baseline time, whole workforce6.0000%
Realised workforce output uplift3.3333%
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£7,605,000.00
Net value after AI cost£6,651,000.00
Capacity economic ROI697.17%
Benefit / cost7.97×

Revenue-linked contribution value (scenario)

Item
Value
Forecast BAU revenue (no AI)£93,000,000.00
Incremental revenue scenarioScenario, not a sales forecast£682,000.00
Incremental contribution benefit£238,700.00
Net value after AI cost-£715,300.00
Commercial scenario ROI-74.98%
Benefit / cost0.25×
Effective commercial response e × (1 − d)22.0000%

Diagnostics (calculated by the model, not audited)

Item
Value
Engineering-addressable contribution per FTE£4,340.00
BAU revenue at which the two valuations are equalNeither valuation is a fixed minimum or maximum£2,962,987,012.99

Sensitivity - net time saved on eligible work ±10 points

Scenario
Shift
Capacity benefit
Capacity ROI
Commercial benefit
Commercial ROI
Conservative-10%£3,802,500.00298.58%£113,068.42-88.15%
Base0%£7,605,000.00697.17%£238,700.00-74.98%
Optimistic10%£11,407,500.001,095.75%£379,111.76-60.26%

Reproducibility

Reproduced exactly by the current engine (0.1.3). Input hash f207dcdc6823e1b1…, output hash 71577c11b4238e9d….

  • 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.