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Syntheica

Financial ServicesUnited Kingdom11-50 engineersScenario - not audited

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

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Incremental AI cost: £11,448.00 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.

£73,008.00 per year · ROI 537.74%

Revenue-linked value

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

£21,130.43 per year · ROI 84.58%

Inputs - company

Item
Value
Source
Revenue, last completed financial year£15,000,000.00Your figure
Business-as-usual revenue growth0.00%Illustrative, not validated
Incremental contribution margin40.00%Illustrative, not validated

Inputs - workforce

Item
Value
Source
Engineering FTE (annual average)36Your figure
Licensed seats (annual average)25.2—

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 AI40.00%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 response30.00%Illustrative, not validated
Commercial diffusion loss55.00%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
UKjunior7.2£52,000.001—reporting currency (no conversion)£52,000.00£8,985.60
UKmid18£78,000.001—reporting currency (no conversion)£78,000.00£33,696.00
UKsenior10.8£117,000.001—reporting currency (no conversion)£117,000.00£30,326.40

Incremental annual AI cost

Item
Value
Licences£7,560.00
Additional usage£3,888.00
Implementation, training and governanceExcluded (set to 0) - not a claim that deployment is free£0.00
Total incremental AI cost£11,448.00

Productivity chain

Item
Value
Active engineers (annual average)21.6
Released time per active engineer8.0000%
Theoretical output uplift per active engineer8.6957%
Released baseline time, whole workforce4.8000%
Realised workforce output uplift2.6087%
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£73,008.00
Net value after AI cost£61,560.00
Capacity economic ROI537.74%
Benefit / cost6.38×

Revenue-linked contribution value (scenario)

Item
Value
Forecast BAU revenue (no AI)£15,000,000.00
Incremental revenue scenarioScenario, not a sales forecast£52,826.09
Incremental contribution benefit£21,130.43
Net value after AI cost£9,682.43
Commercial scenario ROI84.58%
Benefit / cost1.85×
Effective commercial response e × (1 − d)13.5000%

Diagnostics (calculated by the model, not audited)

Item
Value
Engineering-addressable contribution per FTE£50,000.00
BAU revenue at which the two valuations are equalNeither valuation is a fixed minimum or maximum£51,826,666.67

Sensitivity - net time saved on eligible work ±10 points

Scenario
Shift
Capacity benefit
Capacity ROI
Commercial benefit
Commercial ROI
Conservative-10%£36,504.00218.87%£10,125.00-11.56%
Base0%£73,008.00537.74%£21,130.4384.58%
Optimistic10%£109,512.00856.60%£33,136.36189.45%

Reproducibility

Reproduced exactly by the current engine (0.1.3). Input hash 7d9823a9de8c6a69…, output hash 2fb8d99c70cd7ff5….

  • 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.