NVDAAMDAVGOSMCIAMATLRCX·Apr 13, 2026·6 min read

NVDA's $1T AI Premium Justified — But AMD Is the Cheapest Chip Play Right Now

Motley Fool's April 11 warning on NVIDIA's mispriced $1T AI growth sparks valuation review of semis. AMD emerges cheapest on growth, NVDA justified premium, equipment plays solid indirect bets amid robust demand signals.

Is NVIDIA's $1 Trillion AI Growth Story Mispriced? Unpacking Valuation Gaps in Top AI Chip Plays

On April 11, 2026, The Motley Fool published a provocative analysis arguing that investors are misinterpreting NVIDIA's path to $1 trillion in AI-related growth, potentially leaving its stock undervalued despite recent pullbacks. With AI data center spending projected to surge amid robust demand for accelerators and networking, the piece questions whether peak demand concerns have created a rare valuation dislocation across leading semis. Are NVIDIA and its rivals trading at discounts to their explosive growth trajectories, or are multiples already baking in too much optimism?

The AI chip boom has reshaped semiconductors since ChatGPT's 2022 debut, but 2026 marks a pivotal moment. NVIDIA's FY2026 revenue exploded 65% to $216 billion, per financial filings, fueled by Blackwell GPUs and sovereign AI deals. Yet, U.S. export curbs on China shaved $4.5 billion in H20 inventory charges, sparking fears of demand peaking. Earnings calls from peers echo relentless AI tailwinds: Broadcom's AI semis hit $20 billion in FY2025 (up 65%), AMD's data center GPUs ramped with MI350 series, and equipment makers like Applied Materials report wafer fab expansions. Against this, stocks have dipped YTD—NVIDIA down 3%, AMD off 12%—prompting the mispricing debate. We'll dissect six key players to see who's best positioned.

NVIDIA (NVDA): The AI Kingpin Still Growing at Warp Speed

NVIDIA dominates AI with 80-90% GPU market share, its Data Center segment driving FY2026 revenue to $216B (up 65% YoY). Q4 earnings highlighted $68B quarterly revenue (+73% YoY), Blackwell ramps, and Rubin platform samples, with Q1 FY2027 guidance at $78B. Management dismissed peak demand, noting sovereign AI tripled YoY and networking up 3.5x.

Despite a $4.6T market cap, forward P/E of 23x looks reasonable versus 65% EPS growth. Recent China curbs hurt, but SEC filings confirm Blackwell as the majority of Data Center revenue now.

MetricValue
Market Cap$4.59T
FY2026 Revenue$216B (+65% YoY)
EBIT Margin TTM60%
P/E TTM/Fwd38x / 23x
Price Return YTD/3M-3% / +7%

Verdict: Bull. NVDA's growth justifies premiums; mispricing tilts undervalued per Motley Fool thesis.

AMD (AMD): Gaining AI Share at a Steeper Discount

AMD's Instinct GPUs and EPYC CPUs are chipping away at NVIDIA in data centers, with FY2025 revenue at $34.6B (+34% YoY). Q4 calls touted MI350 ramps, ROCm 7 adoption, and partnerships with OpenAI/Oracle; Q1 2026 guidance: $9.8B (+32% YoY). Client/gaming added tailwinds via Ryzen and Radeon.

At $400B market cap, 32x fwd P/E screens cheap next to 163% EPS growth TTM, though margins lag at 11% EBIT.

MetricValue
Market Cap$400B
FY2025 Revenue$34.6B (+34% YoY)
EBIT Margin TTM11%
P/E TTM/Fwd92x / 32x
Price Return YTD/3M-12% / -1%

Verdict: Strong Bull. Best value play for AI inference/share gains; undervalued vs. growth.

Broadcom (AVGO): AI Networking Powerhouse with Software Moat

Broadcom's custom XPUs and AI networking (Spectrum-X) fueled FY2025 revenue to $64B (+24% YoY), with AI semis at $20B. Q1 FY2026 hit $19.3B (+29% YoY), guiding Q2 semis to $14.8B (+76% YoY, AI $10.7B). VMware integration boosts recurring software revenue.

$1.76T cap, 32x fwd P/E, 41% EBIT margins—premium but earned via 146% EPS growth and $27B FCF.

MetricValue
Market Cap$1.76T
FY2025 Revenue$64B (+24% YoY)
EBIT Margin TTM41%
P/E TTM/Fwd70x / 32x
Price Return YTD/3M-7% / 0%

Verdict: Bull. Diversified AI exposure (chips + nets + soft) at fair multiples.

Super Micro (SMCI): AI Server Surge, Margin Squeeze Ahead?

SMCI rides AI rack demand, FY2025 revenue $22B (+47% YoY est.), with Blackwell/NVL72 shipments and DCBBS solutions. Q2 FY2026 guided $12.3B+, full-year $40B; backorders top $13B.

Tiny $15B cap belies 35% rev growth, but 4% EBIT margins and capex needs cap appeal. 10x fwd P/E screams cheap.

MetricValue
Market Cap$15B
FY2025 Revenue$22B (+47% YoY)
EBIT Margin TTM4%
P/E TTM/Fwd17x / 10x
Price Return YTD/3M+3% / +7%

Verdict: Cautious Bull. High growth, but execution risks in margins/server commoditization.

Applied Materials (AMAT): Wafer Fab Enabler Poised for Capex Wave

AMAT supplies tools for AI chip production; FY2025 revenue $28.4B (+4% YoY), but broadline systems demand AI-driven. Q4 calls note semis up 2% TTM, EPS +27%.

$317B cap, 33x fwd P/E reasonable for 29% EBIT margins and fab expansions.

MetricValue
Market Cap$317B
FY2025 Revenue$28.4B (+4% YoY)
EBIT Margin TTM29%
P/E TTM/Fwd41x / 33x
Price Return YTD/3M+29% / +39%

Verdict: Bull. Indirect AI bet with cyclical buffer; strong recent returns.

Lam Research (LRCX): Etch/Depo Leader in AI Node Race

LRCX's etch tools critical for advanced nodes; FY2025 revenue $18.4B (+24% YoY), systems revenue surging. Benefits from NVIDIA/TSMC ramps.

$329B cap, 40x fwd P/E vs. 34% EBIT margins, 49% gross.

MetricValue
Market Cap$329B
FY2025 Revenue$18.4B (+24% YoY)
EBIT Margin TTM34%
P/E TTM/Fwd54x / 40x
Price Return YTD/3M+19% / +42%

Verdict: Bull. Pure-play on AI fab intensity; elevated but justified.

Ranked Conviction: Best Bets Amid the Dislocation

  1. AMD (top pick: explosive growth, deepest discount to fwd multiples).
  2. NVDA (unrivaled moat, $1T thesis intact).
  3. AVGO (balanced AI stack).
  4. AMAT (fab leverage).
  5. LRCX (node purity).
  6. SMCI (growthy but risky).

Skip QCOM/TXN—less direct AI exposure, muted growth (10-13%).

Risks to Watch: China export escalations (monitor USG rules); energy/data center bottlenecks delaying capex (track $600B infra spend); open-source AI eroding GPU rents (watch Hopper/Blackwell utilization). Key signals: Q2 earnings guidance beats, Blackwell backlog fills. If AI capex holds mid-$100Bs quarterly, semis rerate higher.

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