# AI startups are racing to go public — buy the established chip and equipment makers before the IPO wave

_AI-generated trading idea · LONG · ASML, NVDA, SMCI_

> Canonical page: https://commonquant.ai/research/for-you/ai-startups-are-racing-to-go-public-buy-the-established-chip--54c08092-d63c-4cff-b978-9cf741603fd9

Multiple major AI companies are ramping up to go public, with new AI models from China shaking up the market. This wave of IPOs means established AI chip and equipment makers are looking at a massive pipeline of new customers.

## Idea

A wave of blockbuster AI companies — Moonshot AI and Anthropic — are actively preparing for public listings, meaning fresh capital and public market pressure to build out infrastructure. As these newcomers scale, they will need the same chips and servers that the current AI leaders use. Rather than betting on which AI software company wins, buying the established hardware and equipment suppliers gives you a way to profit from all this new competition and spending at once.

## Advanced Analysis

### Verdict: compelling thesis, but wait for triggers and catalysts

The AI-IPO infrastructure thesis is compelling on paper — NVIDIA's $215.9B in FY revenue at a 60.4% operating margin and ASML's $11.1B in free cash flow genuinely validate the idea that these incumbents are already converting AI demand into cash. The basket's near-zero pairwise correlations (ASML-NVDA at 0.0079) lend structural support to the risk-parity framing, even though all three names share semiconductor supply-chain exposure that could converge in a downturn. The critical weakness is SMCI: its gross margin has collapsed to 11.1% (9th percentile among IT peers), and the strategy's 4-hour warmup history was insufficient to produce an evaluable backtest window, so no trade statistics or validated parameter setup exist to confirm the entry rules work as designed. Until Anthropic or Moonshot AI file an S-1 and the technical triggers converge — particularly ADX above 20 on NVDA (currently 19.2) — this is a watchlist setup, not a live trade.

\*\*Conviction Breakdown\*\*
\- \*\*Thesis support: 68\*\* — The pick-and-shovel logic is sound and backed by genuine fundamentals, but SMCI's deteriorating margins undercut the "all three benefit equally" premise.
\- \*\*Trade readiness: 22\*\* — None of the three tickers have all entry conditions met; NVDA is closest on ADX but still 0.83 points shy, and OBV is unavailable across all names.
\- \*\*Risk quality: 35\*\* — A 2.4% stop on SMCI's 101.8% annualized volatility invites whipsaw risk, and the portfolio's 43.8% expected max drawdown is substantial.
\- \*\*Fundamentals trend: 62\*\* — NVDA and ASML show accelerating cash flows and elite profitability; SMCI's margin trajectory is worsening, dragging the basket average down.

#### Conviction score breakdown

Composite score computed by the server from the applicable evidence-tier dimensions.

| Measure | Value |
| --- | ---: |
| Thesis support | 68/100 |
| Trade readiness | 22/100 |
| Risk quality | 35/100 |
| Fundamentals trend | 62/100 |
| Score | 47/100 |
| Composite Score | 47/100 |
| Evidence Tier | not\_backtestable |

### Trade now

\*\*SMCI is the closest to a live signal — but not there yet.\*\* SMCI closed the latest 4-hour bar at $30.26, trading above its 50-period average ($27.83), and ADX (14) sits at 22.8 — above the 20 threshold the strategy demands. That means two of the four primary entry conditions are already met for SMCI. However, the broader setup also requires OBV above zero (currently unavailable) and a support-level tag-and-reclaim pattern that has not triggered. Price is about $2.43 above its 50-period average, which puts the entry condition for a pullback-to-mean long still out of range. The nearest support sits at $30.36, and price is already fractionally below that — so a clean close back above that level could be the first actionable trigger.

\*\*ASML and NVDA are further away.\*\* ASML last closed at $1,769.53 on the 4-hour, roughly $41 below its 50-period average of $1,810.61, with ADX at just 13.1 — well under the 20 required. NVDA closed at $207.43, essentially flat against its 50-period average of $207.41, with ADX at 19.2 — close but still under the threshold by about 0.8 points. Neither is in entry range today.

\*\*Risk parameters are explicit.\*\* The strategy enforces a hard stop at 2.4% loss and a take-profit at 4.9% gain, yielding an effective reward-to-risk of roughly 2:1. A Fibonacci 78.6% retracement stop and 127.2% extension target also apply on a per-position basis. Maximum hold is 30 bars, and position sizing caps at 25% of equity per trade with a fixed-risk method. "Wait" means: do not initiate any position until price, ADX, OBV, and support-reclaim conditions all align on a closed 4-hour candle — monitor the watch items below for real-time convergence.

\*\*Scope note:\*\* The strategy could not be backtested because the 4-hour data series for ASML, NVDA, and SMCI did not contain enough warmup candles in the evaluation window to produce an evaluable result. No robust parameter setup was established, so the rules below reflect the published thesis-consistent triggers as authored, not an optimized variant.

#### ASML price and trigger map

Uses the idea timeframe and keeps price levels on the price axis.

| Measure | Value |
| --- | ---: |
| Ticker | ASML |
| Timeframe | 4h |

#### NVDA price and trigger map

Uses the idea timeframe and keeps price levels on the price axis.

| Measure | Value |
| --- | ---: |
| Ticker | NVDA |
| Timeframe | 4h |

#### SMCI price and trigger map

Uses the idea timeframe and keeps price levels on the price axis.

| Measure | Value |
| --- | ---: |
| Ticker | SMCI |
| Timeframe | 4h |

### The pick-and-shovel margins back the bull case

The idea's core argument is that a coming wave of AI IPOs will drive infrastructure spending across the sector, and the fundamentals for the two established leaders strongly support that demand thesis. Per the cited Yahoo Finance and CoinDesk articles, both Anthropic and Moonshot AI are actively preparing for public listings, which the idea argues will lock these newcomers into building out the same hardware stacks that incumbents…

#### ASML Free cash flow

Free cash flow trend from CommonQuant fundamentals/XBRL data; +378.8% from first to latest point.

| Measure | Value |
| --- | ---: |
| 2007-12-31 | $521859000 |
| 2008-12-31 | $23209000 |
| 2009-12-31 | $-5765000 |
| 2010-12-31 | $811320000 |
| 2011-12-31 | $1769542000 |
| 2012-12-31 | $531600000 |
| 2013-12-31 | $843369000 |
| 2014-12-31 | $666926000 |
| 2015-12-31 | $1653700000 |
| 2016-12-31 | $1349600000 |
| 2017-12-31 | $1479400000 |
| 2018-12-31 | $2498700000 |
| Latest Value | $2498700000 |
| Change Pct | $378.8074939782585 |
| Ticker | ASML |
| Timeframe | reported periods |

#### ASML Revenue

Revenue trend from CommonQuant fundamentals/XBRL data; +190.4% from first to latest point.

| Measure | Value |
| --- | ---: |
| 2007-12-31 | $3768185000 |
| 2008-12-31 | $2953678000 |
| 2009-12-31 | $1596063000 |
| 2010-12-31 | $4507938000 |
| 2011-12-31 | $5651035000 |
| 2012-12-31 | $4731555000 |
| 2013-12-31 | $5245326000 |
| 2014-12-31 | $5856277000 |
| 2015-12-31 | $6287400000 |
| 2016-12-31 | $6875100000 |
| 2017-12-31 | $8962700000 |
| 2018-12-31 | $10944000000 |
| Latest Value | $10944000000 |
| Change Pct | $190.4316003593242 |
| Ticker | ASML |
| Timeframe | reported periods |

#### ASML sector percentile check

Ranks ASML against 487 companies in its sector using CommonQuant fundamentals.

| Measure | Value |
| --- | ---: |
| Free cash flow | \99.48665297741272th percentile |
| Operating margin | \95.80223880597016th percentile |
| Return on equity | \93.71584699453553th percentile |
| Gross margin | \86.28117913832199th percentile |
| Ticker | ASML |
| Sector | Industrials |
| Peer Count | 487 |

### Scores

- **Conviction score breakdown:** 47
- **Thesis support:** 68
- **Trade readiness:** 22
- **Risk quality:** 35
- **Fundamentals trend:** 62

### Watch items

- **SMCI — ADX (14)**
- **SMCI — Price vs. nearest support**
- **NVDA — ADX (14)**
- **NVDA — Price vs. 50-period average**
- **ASML — ADX (14)**
- **ASML — Price vs. 50-period average**
- **SMCI — RSI (14)**
- **ASML — RSI (14)**
- **ASML — Price**
- **ASML — Price above SMA (50)**
- **ASML — ADX (14) above 20**

## Key details

- Symbols: ASML, NVDA, SMCI
- Timeframes: H4, D1
- Tags: \#ai, \#ipo, \#pick-and-shovel, \#swing

## Community

- Upvotes: 9
- Views: 48
- Copies: 0
- Cosigns: 0

## News sources

- [Anthropic is offering $600,000 to someone to shape its Wall Street story as it gears up for a blockbuster IPO](https://finance.yahoo.com/technology/ai/articles/anthropic-offering-600-000-someone-103000640.html) — Yahoo Finance
- [Moonshot AI IPO push follows Kimi, Alibaba AI releases that shook bitcoin](https://www.coindesk.com/tech/2026/07/20/moonshot-ai-ipo-push-follows-kimi-alibaba-ai-releases-that-shook-bitcoin) — CoinDesk

## Related

- [ASML trade ideas](https://commonquant.ai/stocks/asml)
- [NVDA trade ideas](https://commonquant.ai/stocks/nvda)
- [SMCI trade ideas](https://commonquant.ai/stocks/smci)
- [Latest market news](https://commonquant.ai/news)

## About CommonQuant Research

Ideas and Advanced Analysis are generated with fresh, LLM-selected news headlines and grounded in SEC XBRL fundamentals and peer percentiles. Strategies built from these ideas are automatically backtested (12-month and 5-year, walk-forward tuned) and stress-tested before they can go live, then monitored against the news hourly while they run.