TAI Total Addressable Impact Engine
TAI//SWITCH Antonym Industries Model TAI v2.0 Restricted distribution

Value is obvious.
Decisions stall.
A physics-driven switching dossier breaks the stall.

The Problem

A physics-driven GTM decision engine designed to compress notoriously slow sales cycles in large OEM and legacy industrial environments. In these sectors, the technical win is easy — the real barrier is internal justification. Every stakeholder is structurally incentivised to say no: the factory floor protects uptime, procurement manages risk, and the board demands defensible, CFO-grade data.

As a result, value is often obvious, but decisions stall. There is a structural mismatch between innovation teams, who are incentivised to find the next capability, and the rest of the organisation, which is incentivised to maintain reliability.

The Engine

TAI solves the internal justification gap by acting as a board-ready decision layer. Customers upload a part CAD and operating context, and within minutes generate a 34-page McKinsey-style full switching dossier that evaluates the part across its cradle-to-grave lifecycle. The output quantifies economic, environmental, sovereignty, and resilience impact — translating technical advantage into defensible, decision-grade language.

The Output

Crucially, it prescribes decisive actions — it highlights the cost of inaction, establishes confidence levels and break-even thresholds, and provides clear directives on when to switch, qualify, and commit production on Antonym's network. The output dossier is generated in the customer's own organisational language, allowing it to move frictionlessly through procurement and board workflows without reinterpretation or loss of fidelity.

The result is a deterministic decision engine that compresses months of internal alignment into minutes, transforming manufacturing from a debated procurement choice into a quantified capital decision — by removing the psychological and operational cost of saying yes.

Enter Engine
Sheet 01 of the switching dossier — the cover and the claim
01The case for moving
Sheet 02 of the switching dossier — executive summary
02Executive summary
Sheet 05 of the switching dossier — the switching thesis
05The switching thesis
Sheet 06 of the switching dossier — incumbent route vs Antonym
06Incumbent vs Antonym
Sheet 08 of the switching dossier — availability and downtime
08Availability and downtime
Sheet 10 of the switching dossier — manufacturing economics
10Manufacturing economics
Sheet 11 of the switching dossier — logistics and border exposure
11Logistics and border
Sheet 12 of the switching dossier — end-of-life and circularity
12End-of-life
Sheet 13 of the switching dossier — environmental and carbon
13Environmental and carbon
Sheet 14 of the switching dossier — resilience and network
14Resilience and network
Sheet 15 of the switching dossier — strategic value, segregated
15Strategic value
Sheet 16 of the switching dossier — sensitivity and break-even
16Sensitivity and break-even
12 of 34 sheets shown
Worked example · Jet engine bracket V3 · Ti-6Al-4V · aerospace 48 units/yr
Rendered view of the submitted part geometry
Net annual value
$8.50M
after network fee
Lead time
105d → 3d
incumbent to local node
Cost of inaction
$29K/day
while the decision is open
Run confidence
57%
20 of 44 inputs defaulted
One CAD upload  ·  34 sheets  ·  18 chapters  ·  7 annexes  ·  qualification $591K
What the engine computes
Manufacture
  • Machine hours
  • Setup and changeover
  • Post-processing
  • Inspection
  • Energy
  • Consumables
  • Qualification amortisation
Movement
  • Freight
  • Port handling
  • Customs duty
  • Expediting
  • Emergency procurement
  • Rerouting
  • Border exposure
Service life
  • Downtime
  • Disruption events
  • Fill rate
  • Asset utilisation
  • Maintenance burden
  • SLA exposure
  • Inventory holding
  • Working capital
End-of-life
  • Replacement interval
  • Residual value
  • Disposal cost
  • Material recovery
  • Circularity
Across every phase
  • Cost of inaction
  • NPV and payback
  • Carbon-priced emissions
  • Network availability
  • Sovereignty exposure
  • Strategic value
  • Sensitivity and break-even
  • Coefficient self-audit
Antonym Industries · TAI Switch Engine Figures shown are one worked example, not a projection for any other part