Enrich AI-era Investing

Decode the frontier.
Capture the return.

Industrial research. Quantitative intelligence. Built for the AI era.

InAI Capital turns that depth into two products: early-stage investments in frontier AI, semiconductor, and robotics companies, and published industrial research & quantitative intelligence for the broader stock market, so you invest smarter and earn more.

Our investments Read our research

Direct Investment

From silicon to the physical world.
And what comes next.

We invest along the full path intelligence travels: from the hardware it's computed on, through the software that serves it, to the machines it moves. When the current paradigm saturates, we back the science that builds the next one.

COMPUTE

AI Silicon & Interconnect

The physical layer of AI performance: accelerator architectures, next-gen HBM memory, and high-bandwidth interconnects that move data to compute faster.

SERVE

AI Software Infrastructure

The critical software layer powering AI workloads: LLM serving and inference optimization, data orchestration, and cloud-native developer tooling.

ACT

Robotics

Where intelligence meets the physical world: industrial automation, embodied AI, and intelligent machines that convert bits into motion, force, and precision.

DISCOVER

Frontier AI Science

When scaling laws plateau, alpha returns to the lab. Next-generation architectures, novel reasoning paradigms, and fundamental breakthroughs that redefine what's possible.

We don't just study the frontier. We fund it. First-hand access to the companies building tomorrow's infrastructure is the signal source behind every research report and quantitative model we publish.

InAI Capital Advisor

Research → Framework → Data

Industrial research builds our proprietary Bit-Watt framework, which defines the stock universe for quantitative intelligence: AI-native data products and institutional technology licensing.

Research

Deep-dive analysis on AI model architecture, GPU economics, US-China dynamics, robotics, and energy infrastructure. The theoretical foundation.

Model Architecture GPU Economics US-China

Browse research →

Bit-Watt Wiki

The Bit-Watt framework: mapping coupling points between compute density (Bit) and power density (Watt). The industry knowledge graph that defines our investment universe.

Bit · Compute Density Watt · Power Density Coupling Points

Explore framework →

Quant Signals

5,190 A-share stocks tracked daily across 150+ quantitative dimensions. Sector overview, company financials, signal optimizer, sentiment intelligence, delivered as interactive dashboards, JSON, and API. US stock coverage coming soon.

222 Coverage Universe 150+ Dimensions JSON · API US Market · Soon

View quant signals →

Quantitative analytical frameworks

15+

Research reports

50+

Research advisory clients

5,190

A-share stocks tracked

150+

Dimensions per stock

Daily

Automated rebuild

Track Record

Trusted by global banks
and top-tier funds.

Over the last several years, Yumei Dou has served as an expert advisor to global investment banks, sovereign wealth investors, and leading venture and private equity funds.

The clearest framing I've seen of where the China AI stack actually has a moat versus where it's just price competition. We routed our team to her notes.

Tech equity research lead, Tier-1 global investment bank

Yumei has the rare combination of having built AI companies and underwritten them. Her perspective on Ascend migration timelines reframed our hardware exposure.

Partner, Asia-Pacific growth fund

Numbers-first, ego-second. Exactly the kind of independent analyst we wish more of our coverage looked like.

Senior PM, Multi-strategy hedge fund

Selected advisory engagements

Enterprise

Technology licensing
for institutions.

Our A-share quantitative system, from theoretical framework to production deployment, is available for technology licensing to private funds and brokerages seeking systematic quantitative capabilities.

Factor Signal System

Multi-period momentum, chip structure analysis, and institutional flow tracking, with clear mathematical and physical meaning behind every signal.

Sentiment-Catalyzed Value Chain

AI-powered news processing combined with supply-chain value-stock scoring. Sentiment signals that drive factor activation, not just headlines.

Backtesting Infrastructure

9×9 grid-search optimization, per-stock custom signals, W-phase detection, with overfitting markers and statistical confidence scoring.

Factor Research Toolchain

Automated factor health monitoring, signal quality evaluation, and hypothesis testing framework. The research pipeline behind the signals.

Telegram Bot System

Production-ready bot with sentiment reports, signal alerts, portfolio tracking, and interactive menu system, deployable on your infrastructure.

Full Documentation

Complete factor documentation with mathematical derivations, physical analogies, and implementation specifications. Not a black box.

Explore enterprise plans [email protected]

Decode the frontier. Capture the return.

From silicon to the physical world. And what comes next.