AI 'tokenmaxxing' fades as workplaces look to cut tech spending
The practice of “tokenmaxxing,” or maximizing AI token usage, is losing popularity as companies curb tech spending. Analysts note that high token consumption drives costs without proportional productivity gains. Experts recommend a more disciplined approach to AI deployment.
- ▪Tokenmaxxing refers to maximizing the use of tokens, the basic units of text processed by generative AI models.
- ▪Companies have found that extensive token usage leads to rising bills, prompting a reassessment of AI cost-effectiveness.
- ▪Vincent Gusdorf of Moody’s Ratings highlighted the need for disciplined AI usage in a new report.
- ▪The trend follows a shift from earlier hype around tools like OpenAI’s ChatGPT and Anthropic’s Claude to a more cautious stance.
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Story provenance
Attribution is not the same as permission. This drawer separates discovery metadata, excerpts, WeSearch-generated summaries, reuse status, and whether the publisher receives the visit. Nothing here claims a legal grant the publisher has not made.
Record
| Original publisher | AP News |
| Canonical URL | https://apnews.com/article/ai-token-openai-anthropic-corporate-31bb80ac1cd7862d05f6397177d826b1 |
| Publication time | Tue, 28 Jul 2026 06:48:53 +0000 |
| Retrieval time | 2026-07-28T07:01:43.897Z |
| Last seen | 2026-07-28T07:01:46.859Z |
| Headline source | Publisher (no WeSearch rewrite) |
| Excerpt source | publisher body |
| Excerpt method | First ~120 words (~800 chars) of extracted publisher body, fair-use limited. |
| Summary | WeSearch · cerebras-chat (WeSearch summarizer) |
| Summary source text | contentText |
| Citation coverage | Summary is a WeSearch-generated derivative; primary citation is the original publisher URL. |
| Cluster | LJpiTJe4BnbY · 1 stories |
| Cluster logic | Grouped by semantic title/content similarity across sources within a rolling window. Same-publisher template collisions are excluded from coverage comparison. |
| Ranking reason | Story pages are not engagement-ranked. Hub feeds use recency, with optional source-diversified chronological ordering (cap consecutive stories per source). No personalized ranking. |
| Publisher visit | Yes — open original |
| Substitutes article? | No — link-out required for full text |
Rights status (four layers)
WeSearch handling by dimension
| Indexing | May the item be indexed (stored, ranked, made findable)? | Allowed |
| Snippet | May a short excerpt of the publisher's text be shown? | Allowed |
| AI summary | May WeSearch generate its own short summary of the article? | Limited |
| Retrieval / RAG | May the content be exposed for third-party retrieval-augmented generation? | Not asserted |
| Model training | May the content be used to train AI models? | Not asserted |
| Commercial reuse | May the content be reused commercially? | Not permitted |
Basis: Derived from the published RSS/Atom feed. Contact: [email protected]. Reviewed: 2026-07-24.
Opening excerpt (first ~120 words) tap to expand
Pages from the Anthropic website and the company’s logo are displayed on a computer screen in New York, Feb. 26, 2026. (AP Photo/Patrick Sison, File) By MATT O’BRIEN Updated [hour]:[minute] [AMPM] [timezone], [monthFull] [day], [year] Add AP News on Google Add AP News as your preferred source to see more of our stories on Google. Share (function () { const counter = document.getElementById("scrollToComments"); const HEADER_OFFSET = 120; function findCommentsModule() { return document.querySelector('#ap-comments'); // return document.querySelector('.vf3-comments, #vf-conversations, [data-test="vf-conversations-root-element"]'); } function maybeShowCounter() { if (findCommentsModule()) { counter.style.display = "inline-flex"; } else { counter.style.display = "none"; } } // Show only when…
Excerpt limited to ~120 words for fair-use compliance. The full article is at AP News.