← Bottleneck Solvers

BN · rank #13 · 2026-10-21

LRCX

NASDAQ · $329.69B (USD)

SignalBuy3.1strength 3.1 / 10
verdict · PROCEED

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.
0.31
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.
0.83×
Analyst upside
Spread between the consensus 12m target and the current price.
+37.6%
Last EPS surprise
Most recent reported EPS versus consensus.
+8%
Market cap (USD)$329.69B

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 is a wafer-fabrication equipment leader supplying etch, deposition, clean, and advanced-packaging tools that sit at structural process bottlenecks in leading-edge logic, DRAM, HBM, and 3D NAND manufacturing.

Rationale

The bottleneck-solver thesis is directly reinforced by Lam's process-specific moat in high-aspect-ratio etch and HBM/TSV deposition, 30% YoY revenue growth, >50% advanced-packaging growth guided for 2026, and a fwd PEG of 1.45 that prices in meaningful but not euphoric upside against 37% analyst consensus upside.

Material risks

  • 1U.S. export-control tightening on China (still ~26% of revenue) could trigger an abrupt revenue step-down that collapses the September-quarter guidance beat the market is pricing in ahead of the October 21 earnings print.
  • 2June-quarter operating cash flow fell ~43% YoY, a meaningful divergence from reported earnings growth that warrants scrutiny on working-capital build and whether margin expansion is durable or front-loaded by mix.

AI verdict council

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

OpenAI
Proceed
Claude
Proceed
Gemini
Proceed