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Token Cost of Ownership
AI token pricing vs true total cost of ownership from January 2023 to 19 April 2026, with emphasis on 2025–2026 signals: lab subsidisation strategies, infrastructure economics (compute, energy, data centres, hardware, security, ops), how user-facing prices have evolved, and analyst and researcher projections for token cost trajectories through 2028.
- Claude Opus 4.8
- financial
- frontier
- academic
- vc
- blogs
Synthesised 2026-04-19
Full brief
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The headline number is simple and misleading. A million input tokens from a flagship model cost roughly $30 in March 2023 and cluster around $1.75 to $5 by early 2026, an 85 to 95% drop in under three years. Beneath that decline sits a market where published prices and actual serving costs have decoupled almost…
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academic
Academic & arXiv
``json { "lane": "academic", "label": "Academic & arXiv", "sources": [ { "title": "The Rising Costs of Training Frontier AI Models", "url": "https://arxiv.org/html/2405.21015v2", "date": "2024-05", "outlet": "arXiv / Epoch AI Research", "significance"…
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blogs
25 sources
Blogs & Independent Thinkers
The independent blog and newsletter ecosystem tells three tightly interlocking stories about AI token pricing. The first is subsidisation at scale. ScaleDown (tinyml.substack.com), the most analytically rigorous Substack on inference economics, concluded in…
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financial
25 sources
Financial Press
Bloomberg has emerged as the dominant financial outlet for AI cost and infrastructure coverage. Its February 2026 news pieces quantified combined Big Tech AI capex at $650 billion for 2026 alone and characterised the associated debt financing as a '$3…
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frontier
25 sources
Frontier Lab & Model News
The central story from frontier lab coverage is a dramatic and continuing collapse in published API token prices - GPT-4 launched in March 2023 at roughly $30–$36 per million input tokens; by mid-2024 GPT-4o was available at ~$5/M, and by early 2026 flagship…
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vc
25 sources
VC & Analyst Reports
The central story from VC and analyst coverage between 2023 and April 2026 is a deepening tension between rapidly falling per-token prices and a structurally widening total cost-of-ownership gap. Sequoia Capital's David Cahn crystallised this in 'AI's $600B…
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