AI-EMPOWERED SEMICONDUCTOR MANUFACTURING

From experience-driven
to AI-driven.

AI-SEMI brings together algorithms, process data and manufacturing expertise to reshape the lithography value chain.

Close-up of a semiconductor wafer
WAFER INTELLIGENCEALGORITHM · DATA · PROCESS

01 · THE INTELLIGENCE LAYER

One flywheel. Every wafer smarter.

Our algorithm + data + process flywheel learns across the fab, turning manufacturing signals into faster decisions, tighter control and continuously improving intelligence.

01ALGORITHM
02DATA
03PROCESS
Semiconductor intelligence engine illustration
CONNECTED INTELLIGENCEFROM FAB DATA TO REAL-TIME DECISIONSINFERENCE · CONTROL · LEARNING

02 · THE INFLECTION POINT

Critical software cannot remain a black box.

Manufacturing EDA and computational lithography depend on a concentrated software ecosystem. Independently developed, production-grade AI-OPC helps fabs build greater control over critical manufacturing technology.

2019.12EDA export restrictions01
2020.10EUV-related EDA restrictions02
2022.10Advanced EDA controls tightened03
2024.12Computational lithography OPC controls04
2025.05Vendor export restrictions05
2025.10Critical software controls06

03 · INTELLIGENT OPTICAL PROXIMITY CORRECTION

Turn mask optimization into an image-generation task.

At small feature sizes, optical diffraction distorts printed patterns. AI-SEMI brings AI inference to high-speed, high-precision mask correction.

04 · FULL-STACK VALUE MATRIX

Three outcomes. Seven intelligent capabilities.

AI-enabled semiconductor manufacturing illustration
01

YIELD

Beyond the >95% threshold
  • Closed-loop defect detection
  • Process-window optimization
  • Predictive control
02

THROUGHPUT

+20–30% capacity
  • Equipment coordination
  • Reinforcement-learning scheduling
03

COST

7–8× combined leverage
  • Precise energy control
  • Engineering workflow optimization

05 · FROM GREATER BAY AREA TO GLOBAL FABS

An innovation trajectory built on production proof.

2025 Q1
1

Customer demo validation

Validate product capabilities against customer manufacturing scenarios.

2025 Q4
2

Asia AI Startup Competition

Track Grand Champion at the 2025 Asia AI Startup Competition.

2026 Q1
3

HSITP incubation programme

Connect Hong Kong algorithm research with manufacturing expertise across the Greater Bay Area.

2026 Q2
4

SEMICON industry conference host

Host industry discussions at SEMICON, connecting AI innovation with semiconductor manufacturing.

2026 Q3
5

WAIC World AI Conference

Present AI-SEMI at WAIC and share its AI-driven manufacturing platform with a global audience.

Generative lithography illustration

06 · THE FUTURE OF COMPUTATIONAL LITHOGRAPHY

Beyond correction—toward generative lithography.

01FROM ITERATION TO GENERATION

Generate optimized mask images directly from design intent.

02CLOSED-LOOP CO-EVOLUTION

Use exposure and inspection feedback to keep improving the model.

07 · ABOUT AI-SEMI

Built at the intersection of AI and the fab.

AI-SEMI develops AI-driven semiconductor manufacturing technology across optical proximity correction, yield intelligence and process optimization. Its algorithm + data + process flywheel connects AI research with manufacturing knowledge to help fabs move from experience-driven to AI-driven decisions.

AI-enabled semiconductor manufacturing illustration

START A CONVERSATION

Move manufacturing forward with AI.

Tell us about your manufacturing challenge or partnership idea. Reach our team at TEAM@AISEMI.AI.
Area of interest

This opens an email draft addressed to our team. Send it from your email app to complete your enquiry.

AI-EMPOWERED SEMICONDUCTOR MANUFACTURING

The future is not predicted.It is patterned.

TEAM@AISEMI.AI