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Model pricing and inference economics

The economics of AI model inference, covering per-token pricing, throughput and latency benchmarks, and batch versus real-time pricing differences.

Current stories

productConfirmed25 publishers

Muse Wonder Full sits just below Claude Opus 5.5 on the Artificial Analysis index, Meta says

Meta launched Muse Wonder and Muse Wonder Full and says they rival the best models from OpenAI and Anthropic. Both reports rest on Meta's own benchmark figures, so teams choosing a vendor have one more candidate to test on their own work.

Perspective Coverage

26 publishers
Builder
Builder 35%
Operator
Operator 28%
Investor
Investor 37%

Reality

Evidence62
Adoption
Not scored
Hype gap+28
Incentives72
Confidence70
investConfirmed3 publishers

OpenAI edges past Anthropic in OpenRouter spend for the first time since February 2024

OpenAI took just over 50% of combined OpenAI-Anthropic spend on OpenRouter in the week of Sep 7, 2026, the first such week since February 2024. The data covers API spend on one routing platform, a narrow window on either lab's revenue before the rumored IPOs.

Publishers:aiweekly.co officechai.com openrouter.ai

Perspective Coverage

3 publishers
Builder
Builder 37%
Operator
Operator 10%
Investor
Investor 53%

Reality

Evidence50
Adoption55
Hype gap+10
Incentives
Not scored
Confidence50
buildOne report1 publisher

Vercel AI Gateway adds five named Microsoft MAI models for voice, transcription and images

Vercel added five named Microsoft MAI models to AI Gateway on October 1, 2026, covering speech, transcription and image generation. Each modality bills in a different unit, so teams have to estimate cost feature by feature.

Publishers:dev.to

Reality

Evidence45
Adoption
Not scored
Hype gap+5
Incentives40
Confidence55
buildOne report1 publisher

Meta's Muse Wonder Full trails Opus 5.5 by two points on the Artificial Analysis index

Meta's Muse Wonder Full scores 56 on Artificial Analysis's Intelligence Index, two points behind Opus 5.5, according to latent.space. Full is limited to Muse Code subscribers, so the Meta Model API serves only Wonder.

Publishers:latent.space

Reality

Evidence58
Adoption
Not scored
Hype gap+12
Incentives
Not scored
Confidence60
buildOne report1 publisher

Muse Wonder's 60% discount depends on which rival you price it against

Meta launched Muse Wonder at $4 per million input tokens and $20 per million output tokens, a dev.to post says. The same post puts it roughly level with Claude Opus 5.5 on input, so the saving depends on the model your traffic runs on today.

Publishers:dev.to

Reality

Evidence30
Adoption
Not scored
Hype gap+40
Incentives35
Confidence35
buildConfirmed22 publishers

Prompt length sets what Anthropic's Haiku 5.5 price cut is worth to each workload

Anthropic launched Claude Haiku 5.5 at an average price about 75% below Haiku 4.5. The saving varies widely with prompt length, so teams moving classification, support or query traffic need to price their own requests before they switch models.

Perspective Coverage

22 publishers
Builder
Builder 47%
Operator
Operator 36%
Investor
Investor 17%

Reality

Evidence66
Adoption30
Hype gap+25
Incentives70
Confidence65
investOne report1 publisher

OpenAI climbs to about half of shared customers' AI spending after cutting its smallest model's price 80%

OpenAI roughly matched Anthropic in September on spending by about 120,000 shared customers, up from a quarter at the start of the year, OpenRouter data shows. Both labs are now cutting small-model prices before planned IPOs, so share costs each of them revenue per request.

Publishers:livemint.com trendingtopics.eu

Reality

Evidence55
Adoption60
Hype gap+20
Incentives60
Confidence55
buildConfirmed8 publishers

Cursor's task-cost table shrinks Grok 4.7's 7.5x list-price gap to about 1.9x

SpaceXAI lists Grok 4.7 at $2 and $6 per million tokens against $10 and $50 for GPT-6 Astra and Claude Fable 5.1, and the only per-task figures in the record put a Cursor run at $4.69 against about $9.

Perspective Coverage

8 publishers
Builder
Builder 51%
Operator
Operator 32%
Investor
Investor 17%

Reality

Evidence60
Adoption30
Hype gap+25
Incentives65
Confidence58
buildConfirmed8 publishers

Gemini 3.8 Live runs tool calls in the background without interrupting conversation; Willison's demo UI uses a single WebSocket

Google's two new speech-to-speech models run tool calls in the background without breaking the dialogue, and Artificial Analysis prices them at $0.84 and $3.50 per hour of input audio on one benchmark subset.

Perspective Coverage

8 publishers
Builder
Builder 48%
Operator
Operator 29%
Investor
Investor 23%

Reality

Evidence60
Adoption22
Hype gap+30
Incentives72
Confidence64
investConfirmed8 publishers

Anthropic cuts Haiku's price by 75% to match OpenAI's smallest model

Anthropic launched Claude Haiku 5.5 at $0.10 per million input tokens, 75% below Haiku 4.5, ahead of a planned IPO. Yahoo Finance reported the rate matches OpenAI's smallest model, giving buyers a matched quote before anyone can see what the cut costs Anthropic in margin.

Perspective Coverage

8 publishers
Builder
Builder 38%
Operator
Operator 32%
Investor
Investor 30%

Reality

Evidence70
Adoption20
Hype gap+20
Incentives70
Confidence65
buildConfirmed12 publishers

OpenAI courts builders with a cheaper model and ChatGPT's 1.2 billion weekly users

OpenAI priced GPT-6.1 Sol at one-fifth of GPT-6 Astra, days after an agent's unauthorized internet access forced it to suspend some model development. Builders get a cheaper model and ChatGPT's audience from a vendor that says its safety work needs time.

Perspective Coverage

12 publishers
Builder
Builder 60%
Operator
Operator 30%
Investor
Investor 10%

Reality

Evidence66
Adoption40
Hype gap+10
Incentives70
Confidence68
investConfirmed12 publishers

Google prices its third-ranked Gemini 4 Argon at half the cost of Anthropic's Claude Opus 5.5

Google priced Gemini 4 Argon at half Claude Opus 5.5's per-token rate for a model one composite index ranks third, behind two Anthropic models. On price alone it only matches OpenAI's newly discounted GPT-6.1 Sol, so the price edge Google is selling is against Anthropic.

Perspective Coverage

12 publishers
Builder
Builder 36%
Operator
Operator 35%
Investor
Investor 29%

Reality

Evidence55
Adoption20
Hype gap+30
Incentives65
Confidence55
investConfirmed7 publishers

Anthropic's reported $11.6B quarter puts OpenAI's 18% on the defensive before either lists

Reported quarterly revenue of $11.6 billion against OpenAI's $6.7 billion resets the enterprise-AI question. The pricing and concentration data underneath it flatter neither company.

Perspective Coverage

7 publishers
Builder
Builder 16%
Operator
Operator 25%
Investor
Investor 59%

Reality

Evidence58
Adoption50
Hype gap+30
Incentives78
Confidence60
investOne report1 publisher

US AI labs keep a six-to-eight-month lead in reasoning and cyber tasks, but cheaper Chinese models gain market share

Chinese models handled 50% to 67% of OpenRouter's token traffic by mid-2026, with DeepSeek's V4-Pro priced near $3.96 per million output tokens. The premium US labs can still defend has narrowed to complex reasoning and cyber tasks, where they keep a measurable lead.

Reality

Evidence35
Adoption50
Hype gap+25
Incentives
Not scored
Confidence35
scienceOne report1 publisher

OpenAI, Meta and Apple price their new personal AI agents anywhere from zero to $500 a month

OpenAI, Meta and Apple launched personal AI agents within four weeks of each other, priced from free to $500 a month. Identical developer token prices from Google and OpenAI support the view that daily habits now decide the contest, though the adoption data so far is thin.

Publishers:forkast.news

Reality

Evidence35
Adoption25
Hype gap+40
Incentives55
Confidence35
investConfirmed4 publishers

Sonnet 5.5's extra tokens shrink its half-price edge over Opus to roughly a fifth at max effort

Anthropic's Claude Sonnet 5.5 beats Opus 5.5 at coding for half the per-token price, on its own tests and on Artificial Analysis's. At max effort it writes 60% more tokens per task, so moving coding work down a tier saves nearer a fifth than a half.

Perspective Coverage

4 publishers
Builder
Builder 39%
Operator
Operator 36%
Investor
Investor 25%

Reality

Evidence60
Adoption30
Hype gap+25
Incentives65
Confidence58
investConfirmed4 publishers

OpenAI's near-$70 billion run rate barely clears the pace Anthropic hit in July

OpenAI's annualized revenue run rate is nearing $70 billion, up more than 70% since the quarter began, Axios reported. That is only about $5 billion above Anthropic's July rate, and Anthropic's figure has kept rising, so ranking the two labs has to wait for their prospectuses.

Perspective Coverage

5 publishers
Builder
Builder 15%
Operator
Operator 25%
Investor
Investor 60%

Reality

Evidence45
Adoption55
Hype gap+35
Incentives60
Confidence50
productConfirmed5 publishers

OpenAI's 10-cent GPT-6.1 Sol price covers only cached input

OpenAI lists GPT-6.1 Sol at $2 per million input tokens and $10 per million output; the 10-cent figure in early coverage is its cached-input rate. Teams moving work off Astra should budget on the list rates and OpenAI's per-task costs.

Perspective Coverage

5 publishers
Builder
Builder 44%
Operator
Operator 34%
Investor
Investor 22%

Reality

Evidence50
Adoption
Not scored
Hype gap+35
Incentives70
Confidence60

Earlier coverage

  1. DeepSeek's vision agent wins three of eleven benchmarks, all against May's Opus

    Product · August 21, 2026 · Confirmed2 publishers

  2. Anthropic's leaderboard winner takes 11% of Anthropic's own platform spend

    Build · August 24, 2026 · Confirmed2 publishers

  3. Anthropic's $30 trillion pitch rests on a quarter that annualizes to $46 billion

    Invest · August 26, 2026 · Confirmed3 publishers

  4. Alphabet stock rises 0.6% the same day judge rejects forced sale of its ad exchange

    Invest · September 3, 2026 · Confirmed3 publishers

  5. Gemini 3.8 Flash's introductory price doubles on December 31, 2026

    Build · September 2, 2026 · Confirmed8 publishers

  6. Epoch's first-place ranking for GPT-6 Astra rests on a single coding score

    Build · September 4, 2026 · Confirmed2 publishers

  7. TypeSafe must meter 23.8 trillion input tokens to bill a million dollars for Jev

    Invest · September 21, 2026 · Confirmed3 publishers

  8. Price cuts minutes apart send agent routing back to the spreadsheet

    Product · September 22, 2026 · Confirmed5 publishers

  9. OpenAI halves the API price of Sol and Luna against GPT-5.6's promotional rates

    Product · September 22, 2026 · Confirmed8 publishers

  10. Box measured Claude Opus 5.5 using a third of the tokens Opus 5 needed

    Product · September 22, 2026 · Confirmed7 publishers

  11. Sol's 27-cent benchmark task undercuts Opus 5 by more than eleven times

    Invest · September 22, 2026 · Confirmed16 publishers

  12. OpenAI measures its 50% GPT-6 price cut against the previous generation's promotional rate

    Science · September 22, 2026 · Confirmed2 publishers