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Trend

AI data centers: where the shortage is and what stage it is in

The original pattern. Memory and storage are priced in; optics have pulled back; circuit board materials are just starting.

Stage count for ai data centers

1StartingPrices just started rising. Stocks have not moved yet.2 stocks
2Pulled backShortage is real, but the stock dropped on a specific fear.6 stocks
3Priced inShortage is real and the stock already reflects it.6 stocks
4Slow buildMulti-year demand with no sudden price jump.0 stocks
✕GlutToo much supply. Prices falling.1 stock

Where it is pinched

Glass cloth for chip boards (one maker holds about 90%) and MLCC capacitors. Prices up 30% to 140%.

Fear: Most makers trade in Japan and Taiwan; US exposure is thin.

TTMI, VSH5/6
Trend: AI data centers

Optical lasers

Stage 2 · Pulled back

Indium phosphide lasers for fiber links between AI chips. Lumentum says tight into 2028.

Fear: September AI-spending wobble cut many of these 35% to 58%.

LITE, COHR, CIEN, FN, AAOI, AXTI5/6
Trend: AI data centers

Memory and storage

Stage 3 · Priced in

HBM memory, flash and hard drives allocated into 2028.

Fear: Already priced: SanDisk went about 41x in 21 months.

MU, SNDK, STX, WDC4/6
Trend: AI data centers

Server CPUs

Stage 3 · Priced in

AMD's 2027 output reportedly committed; prices up over 40%.

Fear: Stocks already at analyst targets.

AMD, INTC2/6
Trend: AI data centers

Plenty of assemblers. They buy the scarce parts.

Fear: Thin margins.

SMCI1/6
Trend: AI data centers

Stocks tied to ai data centers

Stocks tied to these shortages, with stage, price on 30 Sep 2026, 12-month range, analyst target and what-if cases
TTMI
TTM Technologies
Stage 1 · Starting$122.80
$53.36 – $223.83
45%$203.00$165.31$46.25
VSH
Vishay
Stage 1 · Starting$32.46
Sep 29
$11.77 – $69.47
53%$40.00$123.23$55.00
AAOI
Applied Optoelectronics
Stage 2 · Pulled back$99.26
$18.50 – $233.67
58%$163.40$164.62$5.50
AXTI
AXT
Stage 2 · Pulled back$77.41
$4.00 – $143.16
46%$91.60$118.33$52.00
CIEN
Ciena
Stage 2 · Pulled back$351.82
$143.19 – $637.51
45%$516.83$146.90$67.25
COHR
Coherent
Stage 2 · Pulled back$287.81
$105.02 – $440.00
35%$415.36$144.32$47.50
FN
Fabrinet
Stage 2 · Pulled back$424.27
$355.50 – $748.89
43%$734.11$173.03$69.75
LITE
Lumentum
Stage 2 · Pulled back$971.26
$147.81 – $1,086
11%$1,157$119.13$61.50
AMD
AMD
Stage 3 · Priced in$611.76
$159.33 – $639.00
4%$618.51$101.10$38.00
INTC
Intel
Stage 3 · Priced in$120.23
$32.89 – $142.35
16%$116.37$96.79$44.25
MU
Micron
Stage 3 · Priced in$1,065
$164.00 – $1,255
15%$1,523$143.00$44.00
SNDK
SanDisk
Stage 3 · Priced in$1,740
$112.00 – $2,354
26%$2,137$122.80$37.50
STX
Seagate
Stage 3 · Priced in$922.34
$209.00 – $1,145
19%$1,125$121.97$47.75
WDC
Western Digital
Stage 3 · Priced in$454.46
$112.52 – $799.87
43%$664.92$146.31$45.50
SMCI
Supermicro
Glut$41.07
$19.48 – $58.78
30%$42.38$103.19$50.00

Range bar: the dark tick is the price between the 12-month low (left) and high (right). The green tick is the analysts' average 12-month target, capped at the high. Good case uses that target. Bad case is a 2022-style slump: a 25% market drop scaled by the stock's beta (floor 0.5; 2.5 where beta is missing). Event stocks use an "event fails" estimate. These are what-if numbers, not predictions.

Dates that could move these

Mid-2027First new glass cloth capacity for chip boardsTTMI

Questions about ai data centers

What is the bottleneck in ai data centers?

The original pattern. Memory and storage are priced in; optics have pulled back; circuit board materials are just starting.

Which ai data centers shortages are at stage 1 or 2?

Circuit board materials and tiny capacitors (stage 1, 5 of 6 signals); Optical lasers (stage 2, 5 of 6 signals). Stage 1 means prices just started rising and the stocks have not moved. Stage 2 means the shortage is real but the stocks fell on a specific fear.

Is there a glut in ai data centers?

Yes, in some parts: Servers and assembly. A glut means too much supply, which is the opposite of a bottleneck.

Is this investment advice?

No. Bottleneck Finder is education and public data. It never tells anyone to buy or sell, and it does not know your finances.

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