The Price of Intelligence

The month before, that bill was roughly $100.

Each one depends on the other two. 1. The model is no longer the moat. Frontier closed models and open-weight models have compressed to within roughly four months and eight points of each other on the best available capability index.

It puts the closed-versus-open gap at 1.70%, down from 8.04%, in a single year.

Intelligence, as a raw commodity, is deflating at 5–10× per year on a capability-adjusted basis (arXiv 2511.23455). 2. The value has moved to the harness. The same frontier model can score 30.91% or 74.55% on the GAIA agent benchmark…

Intelligence, as a raw commodity, is deflating at 5–10× per year on a capability-adjusted basis (arXiv 2511.23455). 2. The value has moved to the harness. The same frontier model can score 30.91% or 74.55% on the GAIA agent benchmark…

On SWE-bench Verified Mini, changing the scaffold moves scores by 34 to 48 points on identical weights.

Instead, they were building with simple, composable patterns".

Michigan is cancelling 71% of contested projects, Indiana 56%, and Texas about 17%.

That compression is being priced into PJM capacity auctions, with three consecutive clearings at the FERC cap, the latest at $16.4 billion.

That compression is being priced into PJM capacity auctions, with three consecutive clearings at the FERC cap, the latest at $16.4 billion.

It is being priced into rate cases like Dominion's November 2025 order, which raised typical residential bills by $11.24 per month while creating a new large-load class.

And it is being priced into the CPI itself, where electricity ran 4.2% year over year in the July 2026 print against 3.4% headline (BLS). So the thesis is not that AI is expensive because of chips.

On the LMArena text leaderboard as of this writing, ten entries fit inside seventeen Elo points, with overlapping confidence intervals.

It also documented at least one episode of outright parity: "until the release of o1-mini, Llama 3.1-405B was rated on par with … Claude 3.5 Sonnet".

OpenAI stated explicitly that gpt-oss-120b "achieves near-parity with OpenAI o4-mini on core reasoning benchmarks, while running efficiently on a single 80 GB GPU," and that gpt-oss-20b runs on 16 GB.

Artificial Analysis calls that spread "close to 10x cheaper" (Artificial Analysis). Read that sequence slowly.

It benchmarked itself explicitly against "DeepSeek-R1, o1, o3-mini, Grok-3, and Gemini-2.5-Pro".

DeepSeek's public price list, even after its August 2026 4× increase, shows v4-flash at $0.22–0.44 per million input tokens with peak and off-peak tiers.

It puts the closed-versus-open gap at 1.70%, down from 8.04%, in a single year.

That includes the open-weight competitors it does not employ. Sam Altman himself, in conversation with Fed Vice Chair Michelle Bowman, framed the trajectory in plain language: "It does in fact look like we're about to deliver on…

Effective August 16, 2026, one day before I wrote this essay, DeepSeek raised its API prices approximately 4×.

OpenAI's share fell from 50% in 2023 to 27%.

In its 2025 Enterprise AI report, a16z states flatly that "the enterprise model layer has not become commoditized".

It states directly that "even a frontier coding model like Opus 4.5 … will fall short … if it's only given a high-level prompt".

"Context engineering" is defined as "optimizing the utility of those tokens against the inherent constraints of LLMs" and framed as "the natural progression of prompt engineering".

"An LLM agent runs tools in a loop to achieve a goal," he writes.

In his agentic-engineering guide, a coding agent is "a piece of software that acts as a harness for an LLM." He reduces it to "LLM + system prompt + tools in a loop" (Simon Willison). Count the components.

MCP is "a universal, open standard for connecting AI systems with data sources".

The company crossed 500 customers spending more than $1 million.

Its Fortune 500 customer count nearly doubled year over year, 85%+ of customers deploy across five or more departments, and its weekly DAU/MAU ratio is 45%.

McKinsey reports that "only 7 percent of companies have fully scaled AI" and that "more than two-thirds of high-performing companies say data is the primary obstacle for enabling AI" (McKinsey). Two-thirds of the best-performing companies…

It found 60% of companies, the laggard group, achieving no material value from AI and only 5% qualifying as "future-built." Future-built firms showed 1.7× revenue growth, 1.6× EBIT margins, and 3.6× three-year total shareholder return.

It found 57.3% of respondents running agents in production, rising to 67% at organizations with 10,000+ employees.

MultiState identified 14 statewide moratorium bills across 11 states in 2026, and none of them passed its originating chamber.

NCSL's tracker documents the full field, including proposed bans reaching to 2030 in Vermont, and a 20-MW threshold in Maine that passed the legislature and was vetoed.

The shape of the refusal is the shape of the infrastructure future, so I read the ordinances, not the press releases. New York wrote the first statewide moratorium in the United States. Executive Order 62, signed July 14, 2026, directs the…

It is paired with a Department of Public Service proceeding that would require data centers to pay more or supply their own energy, an Empire State Development community-benefits framework due in 60 days, and Governor Hochul's stated…

The policy core is simple: "bring your own power, or pay the full cost." Louisiana wrote that mechanism into an executive order first. Governor Landry's Executive Order 26-058, the "Louisiana Ratepayer and Community Protection Initiative,"…

The governor's summary carries the whole order: "If you cannot meet it, you're not coming to Kentucky" (Lexington KY News). Texas took the opposite approach: keep building, but make the load curtailable. Senate Bill 6 imposes mandatory…

It requires mandatory remote shutoff equipment and creates a voluntary demand-response path with 24-hour notice.

Nothing like it had happened before. Virginia priced the load directly. The 2026–2028 biennial budget imposes a $0.011/kWh electricity consumption tax on data centers, capped at $600M per year and $1.2B per biennium with excess refunded…

Unconstrained future demand, driven primarily by data centers, would double within ten years.

Residential bills fell 1.3%, roughly $1.91 per month.

The Governor's announcement framed the savings from the administration's full package of actions, this bill included, at more than $1 billion per year for New Jerseyans (New Jersey Governor's Office). Five states have converged on a common…

The Governor's announcement framed the savings from the administration's full package of actions, this bill included, at more than $1 billion per year for New Jerseyans (New Jersey Governor's Office). Five states have converged on a common…

On December 19, 2025, it certified 9,985 MW of new generation, with Georgia Power agreeing to financially "backstop" those costs through 2031 if data center contracts fail to materialize.

Load ramp minimums run 50%/65%/80%/90% across years one through four, with an initial term equal to the ramp period plus eight years.

The result, as Data Center Dynamics reported, was that "the County has no legal ability to control noise at any level from data center cooling equipment" (Data Center Dynamics). Read that sentence as a policy-drafting brief.

Staff had originally proposed 60 dBA daytime and 50 dBA nighttime.

It applies +5 dB evening and +10 dB night penalties, and it requires a full sound study including dBC and octave-band analysis.

The Environmental and Energy Study Institute puts the health-effects layer plainly: noise above 85 dB is harmful, above 65 dB raises stress and blood pressure, data centers can reach 96 dB, and diesel generators can hit 105 dB.

That is why noise, thermal design, and power are the same problem seen from three sides. Constraint two: water, in ordinance language and in academic evidence. The academic reference case is "Making AI Less Thirsty." It states that…

NCSL identifies three converging trends in state law: tighter pre-permit water-supply demonstration, mandatory reporting, and efficiency/technology requirements.

Amsterdam and Haarlemmermeer announced a data center ban on July 12, 2019.

He said the government would be "more selective" and would seek facilities "best in class in terms of resource efficiency." Market sources cited by Mingtiandi suggested new sites might be limited to around 5 MW.

It described Dublin as "a constrained area" that "will remain so for the foreseeable future," with data center load potentially reaching 30% of Irish electricity by 2030.

Good Jobs First's Money Lost to the Cloud report identifies "11 data center megadeals with the average cost per job of $1.95 million." It documents that Google, Apple, Microsoft, Facebook, and Amazon Web Services collectively "have been…

It finds that "existing data centers have already increased wholesale prices by 3 to 5% on average nationwide, with substantially larger effects in regions hosting major data center corridors".

For the 2025–2026 delivery year, capacity cleared at $269.92/MW-day, up from $28.92 the year before.

The RTO failed the Three-Pivotal-Supplier market structure test, which triggered mitigation on all existing generation (PJM 2027/2028 BRA Report). The 2028/2029 auction cleared at the cap again, $325/MW-day UCAP across all LDAs.

"Over the past three years, the 5-year forecast of utility peak load growth has increased by more than a factor of six, from 24 GW to 166 GW," with annual growth rates rising "more than four-fold, from 0.8% to 3.7%".

It puts the U.S. data center share of national electricity at 11.8% by 2030 in its central scenario, with a range of 9.5% to 15.3%.

The IEA's global figure has data centers moving from about 415 TWh in 2024 (roughly 1.5% of global electricity) to around 945 TWh by 2030, "slightly more than Japan's total electricity consumption today," with a 700-1,700 TWh range for 2035.

An AI data center is 10 times more capital-intensive than an aluminum smelter. Goldman Sachs Research's Six Ps report projects data center power demand up 175% by 2030 versus 2023 levels, "the equivalent of adding another Top 10 power…

The macro effects: consumer spending growth down 0.2% through 2027, GDP growth slowed by 0.1%, and core inflation raised by 0.1% through 2027 and 0.05% in 2028, "as businesses pass on higher costs to consumers" (CNBC). That last clause is…

Dominion forecast Northern Virginia peak demand rising more than 75% by 2039 with data centers, versus 10% without (Bloomberg). That last comparison, 75% against 10%, is the cleanest statement of what happens with and without data centers…

That brings the typical residential bill to approximately $165 per month, according to Inside Climate News's reporting on the same order (Inside Climate News). The dollars are not the interesting part.

E3 argues that electricity rates reflect multiple interacting factors, including inflation raising labor, materials, and financing costs, and natural gas price volatility between 2019 and 2025, and "not load growth alone".

The authors attribute the effect to large existing fixed costs, economies of scale in transmission and distribution, and declining generation unit costs.

The AI product itself is being priced by usage, not by seat. Salesforce lists Agentforce at $2 per conversation for external-facing customer agents, $500 per 100,000 Flex Credits (fungible across Actions, Prompts, Translations, and Voice…

It was the first Microsoft 365 Personal and Family price increase in twelve years.

It was the first Microsoft 365 Personal and Family price increase in twelve years.

More than 90% of Fortune 500 companies use Microsoft 365 Copilot (Microsoft). Google Workspace lists Starter at $7 per user/month standard, Standard at $14, Plus at $22, and Enterprise as "Let's talk," each with a discounted promotional…

Starter explicitly includes "Gemini AI assistant in Gmail," "Chat with AI in the Gemini app," and "Google Vids AI-powered video creator and editor".

The BLS Producer Price Index for Data Processing, Hosting and Related Services (NAICS 518210) stood at 124.178 in July 2026, up from 122.695 in April.