---
title: "Token 末日已至：企业竞相削减 AI 支出，PDF 转换成最大吞金兽"
source: "Simon Willison 博客（Atom）"
source_tier: "t2"
url: "https://simonwillison.net/2026/Aug/7/pdfs-are-terrible/#atom-everything"
permalink: "https://feed.astralor.com/items/itm_96580ff4fe48f5967132a2fa"
published: "2026-08-07T16:18:51.000Z"
score: 54
channel: "ai"
tags: ["PDF 转换","Token 消耗","企业 AI 成本","埃森哲"]
---

# Token 末日已至：企业竞相削减 AI 支出，PDF 转换成最大吞金兽

## AI 点评

> 这个内部玩笑恰恰戳中了 AI 落地中最容易被忽视的盲区——成本往往不是被炫酷的应用吃掉的，而是被日常的笨拙操作悄悄掏空的。对于所有正在大规模部署 AI 的公司，这都是一记警钟：花点时间审视非技术员工的典型工作流，可能比调参更省钱。

## 速览

据 404 Media 报道，埃森哲内部数据显示，推动 token 消耗激增的并非工程师，而是大量非技术人员。高层在一次泄露的会议录音中调侃，将 PDF 转换为图片再转为 Markdown 是企业最大的 token 消耗来源之一。这一现象折射出 AI 成本失控的普遍焦虑，企业正急于优化提示词和文档处理流程，以遏制不断膨胀的 AI 账单。

## 关键点

- 埃森哲内部数据表明，非工程师员工才是 token 消耗的主力。
- 高管在录音中调侃 PDF 转图片再转 Markdown 是典型的高消耗行为。
- 企业正积极寻找方法减少 AI 支出，包括优化文档处理与提示词策略。

## 全文

The Tokenpocalypse Is Here: Companies Are Scrambling To Stop Spending So Much on AI There's a fun anecdote from Accenture (apparently via leaked meeting audio recordings) in this 404 Media piece from June 24th: “We’re seeing from some of the data internally at least that it’s actually not our engineers that are driving the token consumption. It’s a lot of the non-engineers that are doing some of those behaviors [...] you were talking about,” Justice Kwak, Accenture’s agentic AI strategy lead, said [...] Stuart Henderson, Accenture’s client group lead, interrupts. He jokes he hopes Kwak didn’t just convert a PDF into images and then into markdown files. “I’m learning that’s one of the big token chewers,” Henderson says. “Turning PDFs into markdown: is that right?” That’s when Kwak says that’s what Accenture’s own data shows. Maybe if Accenture figure out that PDFs are a terrible medium for communicating information they'll be able to push that message out to the rest of the business world too! Via @404.media on TikTok Tags: pdf, markdown, ai, generative-ai, llms, ai-misuse

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引用前请核对原文;本文由星际流动整理:https://feed.astralor.com/items/itm_96580ff4fe48f5967132a2fa