← Bottleneck Solvers

BN · rank #10 · 2026-10-20

LRCX

NASDAQ · $340.64B (USD)

SignalStrong Buy4.2strength 4.2 / 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.
0.29
Forward revenue growth
Consensus forward revenue growth.
+19.2%
Forward net margin
Consensus forward net margin.
+32.6%
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.
+38.1%
Last EPS surprise
Most recent reported EPS versus consensus.
+8%
Market cap (USD)$340.64B

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 are structurally embedded in leading-edge logic, DRAM, HBM, and 3D NAND manufacturing flows.

Rationale

LRCX screens validly as a bottleneck-solver because its Cryo 3.0 etch, HBM/TSV, and advanced-packaging platforms address genuine process-intensity inflection points in AI-chip supply chains, with 30% YoY revenue growth, >50% advanced-packaging growth, and a $8.1B September-quarter guide confirming real order visibility rather than sentiment rotation.

Material risks

  • 1U.S. export-control tightening on China (~26% of revenue) could trigger an abrupt revenue step-down that collapses near-term guidance and invalidates the forward growth assumptions underpinning the fwd-PEG and analyst-upside figures.
  • 2Earnings are reported one day after the as-of date (October 21, 2026), creating binary event risk where a September-quarter miss or cautious December guidance could gap the stock sharply before the position can be managed.

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