← Bottleneck Solvers

BN · rank #9 · 2026-10-26

LRCX

NASDAQ · $287.95B (USD)

SignalStrong Buy3.5strength 3.5 / 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.
0.43
Forward revenue growth
Consensus forward revenue growth.
+20.6%
Forward net margin
Consensus forward net margin.
+33.8%
Net margin TTM
Trailing twelve month net margin.
+32.3%
Margin expansion
Forward minus trailing net margin (percentage points).
+1.5%
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.
0.56×
Analyst upside
Spread between the consensus 12m target and the current price.
+58.2%
Last EPS surprise
Most recent reported EPS versus consensus.
+1%
Market cap (USD)$287.95B

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 the dominant supplier of deposition, etch, and clean wafer-fabrication equipment, with nearly every advanced chip built on its tools and a growing installed-base services business generating recurring revenue.

Rationale

The bottleneck-solver thesis is directly reinforced by management's explicit statement that demand exceeds tool availability, 8–10 new Tier 1 clean rooms are coming through 2027, and Lam's WFE share could expand from the low-30% to high-30% range — structural supply constraint, not sentiment rotation.

Material risks

  • 1China concentration at 35% of revenue creates binary export-control risk; a single regulatory tightening could immediately remove Lam's largest geographic segment while simultaneously handing captive share to domestic Chinese competitors.
  • 2Supply-chain and manufacturing-capacity constraints are currently preventing Lam from converting record customer demand into shipments, meaning near-term revenue and margin could disappoint even as the long-term thesis holds.

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