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Market Brief

Market Brief: Thursday, November 12, 2026

Start-of-day AI compute market report.

Published Monday through Friday with the prior day’s source-backed signals across GPU pricing, cloud capacity, power constraints, data centers, and AI infrastructure. Track the prior day’s source-backed news and changes shaping GPU supply, cloud availability, power constraints, data centers, and compute market pressure.

Market Brief

Morning Tape

Report date
Thursday, November 12, 2026
  • Constellation pursues hybrid capacity contracts alongside nuclear uprates
  • GE Vernova to spend $34.5M expanding Louisiana transformer manufacturing capacity
  • Anthropic signs another $4.3bn in compute agreements with Microsoft

Today in Compute College

Lesson & Term of the Day

Today's lesson

Long context is not the same as good context

Learn why adding more tokens can increase cost and distraction without improving an AI answer. Why it matters today: Today's lesson connects the Prompt & Context Engineering track to the compute market readers are watching.

Term of the Day

Reserved capacity

Reserved capacity is compute a buyer commits to in advance, usually for a lower effective price or better access. Instead of renting GPUs only when needed, the buyer locks in a block of capacity for a period of time. This can improve planning, but it may also create stranded cost if demand falls.

Market signals

Compute market signals

H100 IndexWhat it costs to rent one H100 GPU for an hour on demand — the market’s anchor price.

Value
$5.42 / H100-hr
Last Price Change
Nov 9, 2026

Spot Compute PriceThe cheaper, interruptible GPU price — a read on whether spare capacity is available.

Value
$2.46 / H100e-hourH100e-hour means an H100-equivalent GPU hour, a normalized unit used to compare different GPUs and providers.
Last Price Change
May 27, 2026

Model Serving CostRoughly what it costs to run a model and generate its output at scale, per million tokens.

Value
$2.78 / 1M tokens
Last Price Change
Aug 8, 2026

GPU AvailabilityHow easy or hard it is to actually get GPU capacity right now, scored 0–100.

Value
83 / 100 score
Last change
Sep 17, 2026

Signals

Top market signals

These are the highest-impact source-backed items behind this morning’s brief.

Nov 11, 2026

Constellation pursues hybrid capacity contracts alongside nuclear uprates

The source for “Constellation pursues hybrid capacity contracts alongside nuclear uprates” does not yet establish a supported change in compute supply, demand, price, availability, power delivery, financing, or deployment timing.

Nov 10, 2026

GE Vernova to spend $34.5M expanding Louisiana transformer manufacturing capacity

The change described in “GE Vernova to spend $34.5M expanding Louisiana transformer manufacturing capacity” can increase inference or self-hosting demand, raising accelerator-hours consumed even without an immediate change in public GPU prices.

Nov 11, 2026

Anthropic signs another $4.3bn in compute agreements with Microsoft

The source for “Anthropic signs another $4.3bn in compute agreements with Microsoft” does not yet establish a supported change in compute supply, demand, price, availability, power delivery, financing, or deployment timing.

Nov 11, 2026

Consortium to develop 400MW hyperscale AI data center in Oman

The project described in “Consortium to develop 400MW hyperscale AI data center in Oman” adds prospective compute capacity, but permitting, power procurement, construction, and deployment timing prevent it from increasing immediately available GPU supply.

Nov 11, 2026

Kraft Group could build 900MW data center campus in Sutton, Massachusetts, investing $16 billion

The project described in “Kraft Group could build 900MW data center campus in Sutton, Massachusetts, investing $16 billion” adds prospective compute capacity, but permitting, power procurement, construction, and deployment timing prevent it from increasing immediately available GPU supply.

Power & Data Center Watch

  • GE Vernova to spend $34.5M expanding Louisiana transformer manufacturing capacity (Utility Dive).
  • Consortium to develop 400MW hyperscale AI data center in Oman (Data Center Dynamics).
  • Kraft Group could build 900MW data center campus in Sutton, Massachusetts, investing $16 billion (Data Center Dynamics).

Market report

Latest GPU pricing report

For a durable pricing artifact, use the monthly report rather than a single Market Brief issue.

H100 GPU Pricing Report: September 2026

Canonical CT-H100 median, reviewed H100 provider rows, freshness dates, and composition caveats in one citable report.

Recent Briefs

Brief archive

Use the archive to move between dated Market Brief issues without relying on the sitemap.