CASES · AI × VALUE CHAIN
AI only matters when embedded in the value chain
"AI+" treats AI as a tool outside the main process — helpful, but never accumulating into system capability. "AI×" embeds AI into the value chain, strengthening how the business senses, analyzes, decides and acts. Every case here is a real landing point on a manufacturer's value chain.
The value map WHERE AI LANDS
The R&D chain (concept → phase-out) and the operations chain (order → delivery) meet at manufacturing. Click any stage to browse the corresponding chain's cases. For the method, see the research agenda.
Click a stage to jump to its cases
Two value chains BROWSE BY CHAIN
Each chain has its own core capability and optimization goal — R&D pursues speed and novelty; operations pursues stability and cost. Featured and full cases live inside each chain page.
R&D VALUE CHAIN
Product R&D →
Core capability: systematic design, rapid iteration
Goal: competitive products in the shortest cycle
1 public case · concept / design / process / pilot
OPERATIONS VALUE CHAIN
Operations →
Core capability: control variation, deliver reliably
Goal: guaranteed delivery at minimum cost
5 public cases · process / equipment / operations / supply chain
Value by stage ZOOM IN
Zooming in: what AI can create at each stage of the chain — solid cards link to public cases; dashed ones are under NDA, let's talk.
Click a card to open its case; dashed cards are confidential — click to get in touch