← Bottleneck Solvers

BN · rank #13 · 2026-10-22

LRCX

NASDAQ · $326.38B (USD)

SignalSell
verdict · CAUTION

The exact numbers the algorithm saw.

Bottleneck themes
The structural shortage this name supplies into.
Advanced AI chip supply
Factor scores and the inputs behind this pick.
Composite score
Z-score blend of the factors below; drives the rank.
0.29
Forward revenue growth
Consensus forward revenue growth.
+20.5%
Forward net margin
Consensus forward net margin.
+32.7%
Net margin TTM
Trailing twelve month net margin.
+31.3%
Margin expansion
Forward minus trailing net margin (percentage points).
+1.4%
Forward PEG
Forward P/E to growth. Below 1 is cheap for the growth.
1.45
Debt / FCF
Net debt relative to free cash flow. Lower is safer.
0.54×
Analyst upside
Spread between the consensus 12m target and the current price.
+44.5%
Last EPS surprise
Most recent reported EPS versus consensus.
-42%
Market cap (USD)$326.38B

The AI research card

Independent qualitative review of each pick before the order is placed. On the rare day the research service is unavailable, the paper book trades on the quant ranking alone and no card appears here.

Summary

Lam Research provides semiconductor wafer-fabrication equipment and services specializing in conductor/dielectric etch, deposition, and advanced packaging essential for high-density 3D NAND, HBM, and AI chiplets.

Rationale

The quant signal is validated by Lam's critical process moat in high-aspect-ratio etch (Cryo 3.0) and >50% growth in advanced packaging, driving projected 20.5% forward revenue growth and 32.7% forward net margins.

Material risks

  • 1Heightened U.S. export restrictions targeting China (which represented 26% of June-quarter revenue) could curb equipment shipments and accelerate Chinese domestic tool substitution.
  • 2A cyclical pullback or architecture shift in AI, HBM, and NAND capital spending, coupled with competitive encroachment from Applied Materials or Tokyo Electron.

AI verdict council

Each pick is reviewed independently by 3 models before any order. 1 of 3 voted to proceed.

OpenAI
Caution
Claude
Caution
Gemini
Proceed