What would change our mind
01 AI revenue grows faster than capex for two consecutive quarters
02 GPU rental prices hold firm through a supply wave
03 Total token spend (price x volume) rises despite per-token price declines
04 A hyperscaler voluntarily shortens server depreciation lives without an earnings shock
The Panel
Data Center Construction Spend US data-center construction put in place, $M at a seasonally adjusted annual rate — Census C30, government-primary. The physical buildout: nearly 4x since January 2023, now more than half of all office construction.
Data center construction $59,307 M SAAR
MoM +0.6% · YoY +23%
17k 31k 44k 58k 2023 2024 2025 2026 Data center construction — Jan 2023: $15,589 M SAAR Data center construction — Feb 2023: $17,920 M SAAR Data center construction — Mar 2023: $18,015 M SAAR Data center construction — Apr 2023: $17,943 M SAAR Data center construction — May 2023: $18,232 M SAAR Data center construction — Jun 2023: $18,735 M SAAR Data center construction — Jul 2023: $19,641 M SAAR Data center construction — Aug 2023: $20,498 M SAAR Data center construction — Sep 2023: $21,285 M SAAR Data center construction — Oct 2023: $23,720 M SAAR Data center construction — Nov 2023: $23,864 M SAAR Data center construction — Dec 2023: $24,238 M SAAR Data center construction — Jan 2024: $26,412 M SAAR Data center construction — Feb 2024: $28,319 M SAAR Data center construction — Mar 2024: $30,172 M SAAR Data center construction — Apr 2024: $28,069 M SAAR Data center construction — May 2024: $32,271 M SAAR Data center construction — Jun 2024: $35,304 M SAAR Data center construction — Jul 2024: $36,124 M SAAR Data center construction — Aug 2024: $36,668 M SAAR Data center construction — Sep 2024: $37,576 M SAAR Data center construction — Oct 2024: $40,048 M SAAR Data center construction — Nov 2024: $40,951 M SAAR Data center construction — Dec 2024: $44,703 M SAAR Data center construction — Jan 2025: $45,341 M SAAR Data center construction — Feb 2025: $46,409 M SAAR Data center construction — Mar 2025: $46,593 M SAAR Data center construction — Apr 2025: $52,818 M SAAR Data center construction — May 2025: $48,210 M SAAR Data center construction — Jun 2025: $46,850 M SAAR Data center construction — Jul 2025: $47,810 M SAAR Data center construction — Aug 2025: $49,052 M SAAR Data center construction — Sep 2025: $50,700 M SAAR Data center construction — Oct 2025: $54,260 M SAAR Data center construction — Nov 2025: $53,043 M SAAR Data center construction — Dec 2025: $55,461 M SAAR Data center construction — Jan 2026: $56,211 M SAAR Data center construction — Feb 2026: $57,361 M SAAR Data center construction — Mar 2026: $58,121 M SAAR Data center construction — Apr 2026: $58,977 M SAAR Data center construction — May 2026: $59,307 M SAAR Year-over-year change
14 38 62 86 2024 2025 2026 Data center construction — Dec 2023: 55.5% Data center construction — Jan 2024: 69.4% Data center construction — Feb 2024: 58% Data center construction — Mar 2024: 67.5% Data center construction — Apr 2024: 56.4% Data center construction — May 2024: 77% Data center construction — Jun 2024: 88.4% Data center construction — Jul 2024: 83.9% Data center construction — Aug 2024: 78.9% Data center construction — Sep 2024: 76.5% Data center construction — Oct 2024: 68.8% Data center construction — Nov 2024: 71.6% Data center construction — Dec 2024: 84.4% Data center construction — Jan 2025: 71.7% Data center construction — Feb 2025: 63.9% Data center construction — Mar 2025: 54.4% Data center construction — Apr 2025: 88.2% Data center construction — May 2025: 49.4% Data center construction — Jun 2025: 32.7% Data center construction — Jul 2025: 32.3% Data center construction — Aug 2025: 33.8% Data center construction — Sep 2025: 34.9% Data center construction — Oct 2025: 35.5% Data center construction — Nov 2025: 29.5% Data center construction — Dec 2025: 24.1% Data center construction — Jan 2026: 24% Data center construction — Feb 2026: 23.6% Data center construction — Mar 2026: 24.7% Data center construction — Apr 2026: 11.7% Data center construction — May 2026: 23% View data DATE DATA CENTER CONSTRUCTION May 2026 $59,307 M SAAR Apr 2026 $58,977 M SAAR Mar 2026 $58,121 M SAAR Feb 2026 $57,361 M SAAR Jan 2026 $56,211 M SAAR Dec 2025 $55,461 M SAAR Nov 2025 $53,043 M SAAR Oct 2025 $54,260 M SAAR Sep 2025 $50,700 M SAAR Aug 2025 $49,052 M SAAR Jul 2025 $47,810 M SAAR Jun 2025 $46,850 M SAAR May 2025 $48,210 M SAAR Apr 2025 $52,818 M SAAR
Commercial Power Price Spend Data-center alley (Virginia) vs the national average — the buildout bidding up its own input. VA meters data centers as commercial customers, so this is the rate class that carries the signal.
Virginia 10.3 cents/kWh
US average 13.5 cents/kWh
Virginia: MoM +1.7% · YoY +14% US average: MoM -2.9% · YoY +4.8%
8.3 10 12 14 2023 2024 2025 2026 Virginia — Jan 2023: 9.99 cents/kWh Virginia — Feb 2023: 9.19 cents/kWh Virginia — Mar 2023: 9.19 cents/kWh Virginia — Apr 2023: 8.99 cents/kWh Virginia — May 2023: 9.28 cents/kWh Virginia — Jun 2023: 8.97 cents/kWh Virginia — Jul 2023: 8.84 cents/kWh Virginia — Aug 2023: 8.65 cents/kWh Virginia — Sep 2023: 8.29 cents/kWh Virginia — Oct 2023: 8.83 cents/kWh Virginia — Nov 2023: 8.77 cents/kWh Virginia — Dec 2023: 8.65 cents/kWh Virginia — Jan 2024: 9.19 cents/kWh Virginia — Feb 2024: 8.68 cents/kWh Virginia — Mar 2024: 8.72 cents/kWh Virginia — Apr 2024: 8.93 cents/kWh Virginia — May 2024: 9.09 cents/kWh Virginia — Jun 2024: 9.01 cents/kWh Virginia — Jul 2024: 8.67 cents/kWh Virginia — Aug 2024: 8.07 cents/kWh Virginia — Sep 2024: 8.52 cents/kWh Virginia — Oct 2024: 8.8 cents/kWh Virginia — Nov 2024: 8.28 cents/kWh Virginia — Dec 2024: 8.86 cents/kWh Virginia — Jan 2025: 8.87 cents/kWh Virginia — Feb 2025: 9.1 cents/kWh Virginia — Mar 2025: 8.84 cents/kWh Virginia — Apr 2025: 9.03 cents/kWh Virginia — May 2025: 8.99 cents/kWh Virginia — Jun 2025: 9.43 cents/kWh Virginia — Jul 2025: 10.2 cents/kWh Virginia — Aug 2025: 9.46 cents/kWh Virginia — Sep 2025: 9.96 cents/kWh Virginia — Oct 2025: 10.2 cents/kWh Virginia — Nov 2025: 10.3 cents/kWh Virginia — Dec 2025: 10.2 cents/kWh Virginia — Jan 2026: 11.4 cents/kWh Virginia — Feb 2026: 13 cents/kWh Virginia — Mar 2026: 10.2 cents/kWh Virginia — Apr 2026: 10.3 cents/kWh US average — Jan 2023: 12.6 cents/kWh US average — Feb 2023: 12.5 cents/kWh US average — Mar 2023: 12.4 cents/kWh US average — Apr 2023: 12.1 cents/kWh US average — May 2023: 12.2 cents/kWh US average — Jun 2023: 12.6 cents/kWh US average — Jul 2023: 12.9 cents/kWh US average — Aug 2023: 13.1 cents/kWh US average — Sep 2023: 13.1 cents/kWh US average — Oct 2023: 12.7 cents/kWh US average — Nov 2023: 12.4 cents/kWh US average — Dec 2023: 12.2 cents/kWh US average — Jan 2024: 12.5 cents/kWh US average — Feb 2024: 12.5 cents/kWh US average — Mar 2024: 12.5 cents/kWh US average — Apr 2024: 12.3 cents/kWh US average — May 2024: 12.3 cents/kWh US average — Jun 2024: 12.9 cents/kWh US average — Jul 2024: 13.4 cents/kWh US average — Aug 2024: 13.2 cents/kWh US average — Sep 2024: 13.2 cents/kWh US average — Oct 2024: 12.9 cents/kWh US average — Nov 2024: 12.3 cents/kWh US average — Dec 2024: 12.6 cents/kWh US average — Jan 2025: 12.8 cents/kWh US average — Feb 2025: 13 cents/kWh US average — Mar 2025: 13.2 cents/kWh US average — Apr 2025: 12.9 cents/kWh US average — May 2025: 12.9 cents/kWh US average — Jun 2025: 13.5 cents/kWh US average — Jul 2025: 14.1 cents/kWh US average — Aug 2025: 13.9 cents/kWh US average — Sep 2025: 14 cents/kWh US average — Oct 2025: 13.5 cents/kWh US average — Nov 2025: 13.2 cents/kWh US average — Dec 2025: 13.6 cents/kWh US average — Jan 2026: 13.6 cents/kWh US average — Feb 2026: 14.4 cents/kWh US average — Mar 2026: 13.9 cents/kWh US average — Apr 2026: 13.5 cents/kWh Year-over-year change
-11 6 24 41 2024 2025 2026 Virginia — Dec 2023: -13.4% Virginia — Jan 2024: -8.01% Virginia — Feb 2024: -5.55% Virginia — Mar 2024: -5.11% Virginia — Apr 2024: -0.67% Virginia — May 2024: -2.05% Virginia — Jun 2024: 0.45% Virginia — Jul 2024: -1.92% Virginia — Aug 2024: -6.71% Virginia — Sep 2024: 2.77% Virginia — Oct 2024: -0.34% Virginia — Nov 2024: -5.59% Virginia — Dec 2024: 2.43% Virginia — Jan 2025: -3.48% Virginia — Feb 2025: 4.84% Virginia — Mar 2025: 1.38% Virginia — Apr 2025: 1.12% Virginia — May 2025: -1.1% Virginia — Jun 2025: 4.66% Virginia — Jul 2025: 17.8% Virginia — Aug 2025: 17.2% Virginia — Sep 2025: 16.9% Virginia — Oct 2025: 15.3% Virginia — Nov 2025: 24.2% Virginia — Dec 2025: 15.2% Virginia — Jan 2026: 28.9% Virginia — Feb 2026: 43% Virginia — Mar 2026: 14.9% Virginia — Apr 2026: 14.4% US average — Dec 2023: -2.93% US average — Jan 2024: -0.87% US average — Feb 2024: 0% US average — Mar 2024: 0.89% US average — Apr 2024: 2.24% US average — May 2024: 1.32% US average — Jun 2024: 2.06% US average — Jul 2024: 3.56% US average — Aug 2024: 0.61% US average — Sep 2024: 1.22% US average — Oct 2024: 1.26% US average — Nov 2024: -0.64% US average — Dec 2024: 3.27% US average — Jan 2025: 2.56% US average — Feb 2025: 3.59% US average — Mar 2025: 5.53% US average — Apr 2025: 4.37% US average — May 2025: 4.95% US average — Jun 2025: 5.04% US average — Jul 2025: 5.09% US average — Aug 2025: 5.85% US average — Sep 2025: 5.74% US average — Oct 2025: 4.65% US average — Nov 2025: 6.8% US average — Dec 2025: 7.83% US average — Jan 2026: 6.4% US average — Feb 2026: 10.7% US average — Mar 2026: 5.78% US average — Apr 2026: 4.81% View data DATE VIRGINIA US AVERAGE Apr 2026 10.3 cents/kWh 13.5 cents/kWh Mar 2026 10.2 cents/kWh 13.9 cents/kWh Feb 2026 13 cents/kWh 14.4 cents/kWh Jan 2026 11.4 cents/kWh 13.6 cents/kWh Dec 2025 10.2 cents/kWh 13.6 cents/kWh Nov 2025 10.3 cents/kWh 13.2 cents/kWh Oct 2025 10.2 cents/kWh 13.5 cents/kWh Sep 2025 9.96 cents/kWh 14 cents/kWh Aug 2025 9.46 cents/kWh 13.9 cents/kWh Jul 2025 10.2 cents/kWh 14.1 cents/kWh Jun 2025 9.43 cents/kWh 13.5 cents/kWh May 2025 8.99 cents/kWh 12.9 cents/kWh Apr 2025 9.03 cents/kWh 12.9 cents/kWh Mar 2025 8.84 cents/kWh 13.2 cents/kWh
Virginia Commercial Power Volume Spend Electricity actually consumed by the rate class that contains data-center alley — demand that can't be faked.
Virginia commercial 6,832 M kWh
MoM +0.9% · YoY +5.7%
5.4k 6.3k 7.2k 8.1k 2023 2024 2025 2026 Virginia commercial — Jan 2023: 5,319 M kWh Virginia commercial — Feb 2023: 5,374 M kWh Virginia commercial — Mar 2023: 6,116 M kWh Virginia commercial — Apr 2023: 5,313 M kWh Virginia commercial — May 2023: 6,276 M kWh Virginia commercial — Jun 2023: 6,211 M kWh Virginia commercial — Jul 2023: 7,168 M kWh Virginia commercial — Aug 2023: 7,283 M kWh Virginia commercial — Sep 2023: 6,297 M kWh Virginia commercial — Oct 2023: 6,255 M kWh Virginia commercial — Nov 2023: 6,031 M kWh Virginia commercial — Dec 2023: 6,165 M kWh Virginia commercial — Jan 2024: 6,151 M kWh Virginia commercial — Feb 2024: 6,205 M kWh Virginia commercial — Mar 2024: 6,083 M kWh Virginia commercial — Apr 2024: 6,058 M kWh Virginia commercial — May 2024: 6,106 M kWh Virginia commercial — Jun 2024: 7,185 M kWh Virginia commercial — Jul 2024: 7,492 M kWh Virginia commercial — Aug 2024: 7,617 M kWh Virginia commercial — Sep 2024: 6,686 M kWh Virginia commercial — Oct 2024: 6,374 M kWh Virginia commercial — Nov 2024: 6,313 M kWh Virginia commercial — Dec 2024: 6,441 M kWh Virginia commercial — Jan 2025: 7,170 M kWh Virginia commercial — Feb 2025: 6,249 M kWh Virginia commercial — Mar 2025: 6,399 M kWh Virginia commercial — Apr 2025: 6,465 M kWh Virginia commercial — May 2025: 6,681 M kWh Virginia commercial — Jun 2025: 7,412 M kWh Virginia commercial — Jul 2025: 7,553 M kWh Virginia commercial — Aug 2025: 8,159 M kWh Virginia commercial — Sep 2025: 7,094 M kWh Virginia commercial — Oct 2025: 6,957 M kWh Virginia commercial — Nov 2025: 6,413 M kWh Virginia commercial — Dec 2025: 7,072 M kWh Virginia commercial — Jan 2026: 7,317 M kWh Virginia commercial — Feb 2026: 6,587 M kWh Virginia commercial — Mar 2026: 6,772 M kWh Virginia commercial — Apr 2026: 6,832 M kWh Year-over-year change
-2 3.9 9.9 16 2024 2025 2026 Virginia commercial — Dec 2023: 15.9% Virginia commercial — Jan 2024: 15.6% Virginia commercial — Feb 2024: 15.5% Virginia commercial — Mar 2024: -0.54% Virginia commercial — Apr 2024: 14% Virginia commercial — May 2024: -2.7% Virginia commercial — Jun 2024: 15.7% Virginia commercial — Jul 2024: 4.51% Virginia commercial — Aug 2024: 4.59% Virginia commercial — Sep 2024: 6.18% Virginia commercial — Oct 2024: 1.9% Virginia commercial — Nov 2024: 4.68% Virginia commercial — Dec 2024: 4.48% Virginia commercial — Jan 2025: 16.6% Virginia commercial — Feb 2025: 0.71% Virginia commercial — Mar 2025: 5.2% Virginia commercial — Apr 2025: 6.72% Virginia commercial — May 2025: 9.42% Virginia commercial — Jun 2025: 3.16% Virginia commercial — Jul 2025: 0.82% Virginia commercial — Aug 2025: 7.11% Virginia commercial — Sep 2025: 6.11% Virginia commercial — Oct 2025: 9.15% Virginia commercial — Nov 2025: 1.58% Virginia commercial — Dec 2025: 9.79% Virginia commercial — Jan 2026: 2.05% Virginia commercial — Feb 2026: 5.41% Virginia commercial — Mar 2026: 5.83% Virginia commercial — Apr 2026: 5.67% View data DATE VIRGINIA COMMERCIAL Apr 2026 6,832 M kWh Mar 2026 6,772 M kWh Feb 2026 6,587 M kWh Jan 2026 7,317 M kWh Dec 2025 7,072 M kWh Nov 2025 6,413 M kWh Oct 2025 6,957 M kWh Sep 2025 7,094 M kWh Aug 2025 8,159 M kWh Jul 2025 7,553 M kWh Jun 2025 7,412 M kWh May 2025 6,681 M kWh Apr 2025 6,465 M kWh Mar 2025 6,399 M kWh
GPU Rental Price Pricing Median listed $/GPU-hr across ~50 providers (floor and ceiling tracked in the data). The gap between generations is the market's own depreciation schedule. H100 history before Jul 2026 reconstructed from Silicon Data's marketplace-tier index.
B200 (current gen) $5.56 /hr
H100 (last gen) $2.44 /hr
H100 (last gen): YoY +22%
2.1 3.2 4.3 5.4 2025 2026 B200 (current gen) — Jul 2026: $5.56 /hr H100 (last gen) — Sep 2024: $2.58 /hr H100 (last gen) — Mar 2025: $2.29 /hr H100 (last gen) — Jun 2025: $2 /hr H100 (last gen) — Oct 2025: $1.95 /hr H100 (last gen) — Jul 2026: $2.44 /hr View data DATE B200 (CURRENT GEN) H100 (LAST GEN) Jul 2026 $5.56 /hr $2.44 /hr Oct 2025 — $1.95 /hr Jun 2025 — $2 /hr Mar 2025 — $2.29 /hr Sep 2024 — $2.58 /hr
Market-Implied Bubble Odds Belief Polymarket: “AI bubble burst in 2026?” — what the market pays for the thesis.
Yes price
16.2%▼ 0.7%
as of Jul 2026 · 2 obs — series accumulating