I went down a rabbit hole this morning reading the late-2025 Juejin AI tool roundups side by side — the 12-scenario 2025 年度盘点 piece, the December authoritative eight-mainstream coding ranking, the November frontend-developer picking guide, and the July global LLM leaderboard — and the thing that finally crystallized for me is that the 2025 roundup format made a quiet structural shift that nobody called out, the broad-market roundups and the category-specific roundups stopped sharing a common price-anchor frame, and the engineer doing the actual selection is left multiplying per-scenario subscriptions in their head to discover the cumulative monthly bill that neither format is willing to print. I want to put it down before the price-anchor split hardens into a permanent format split.
The piece that pushed me over the edge was the December coding ranking that printed Tencent CodeBuddy at 9.6 out of 10, Sourcegraph Cody at 8.2, Replit Ghostwriter at 8.0, Codeium at 7.8, Tabnine at 7.6, Amazon CodeWhisperer at 7.5, JetBrains AI Assistant at 7.4, and Blackbox at 7.2 on a five-axis card nobody else seems to use, alongside the 2025 年度盘点 piece that priced Gemini Pro and ChatGPT Plus and Claude Pro all at 140 元 per month with no attempt to combine them. To be fair the December ranking was explicit about being coding-only, and I am taking the exact decimal scores with a grain of salt because the test corpus is undisclosed, but the structural disconnect is what has been rattling around in my head all morning. The coding post ranks eight tools and never mentions price, the broad-market post prices five flagship tools and never asks which two you would actually combine.
The meta-pattern I want to call out is that the 2025 Juejin roundups split into a price-aware broad-market camp and a price-blind category-specific camp, and neither asks the cross-category stack question most engineers are quietly trying to answer. The 2025 年度盘点 priced Gemini Pro and ChatGPT Plus and Claude Pro at the same 140 元 per month anchor, then noted Midjourney standard at 210 元 per month and Claude MAX at 700 元 per month, which tells a Chinese reader exactly what tier to budget for the general-assistant slot but stops short of asking which coding tool and which image tool would pair with that tier without doubling the bill. The December coding ranking filled the alternative-survey job with the eight-tool card and the long-tail walk, but skipped the price column entirely, so a reader who finishes the coding post still does not know whether to budget 10 元 per month for GitHub Copilot, 20 元 per month for Cursor, or 200 元 per month for Cursor Business. Honestly I am a little skeptical of any 2025 roundup that prints a five-axis decimal scorecard without a price column, because what the price-blindness is really telling me is that the format has been optimized for the Juejin front-page ranking contest rather than for telling a working engineer how to assemble a stack they can actually afford.
The practical takeaway I want to put down is that the late-2025 roundups are still useful for two narrow jobs and not useful for the integration job most readers think they are doing. They are good at the per-category pick, because the 2025 年度盘点 named a clear general-assistant pick and the December coding ranking named a clear coding pick and the November frontend guide named Cursor as the large-project pick with Codeium as the free fallback. They are good at the long-tail survey, because the December ranking walked through JetBrains AI Assistant and Blackbox which I had not seen anyone discuss in months, and the 2025 年度盘点 named a half-dozen Chinese-native options including 通义灵码 and Doubao that the English-language coverage mostly skips. They are not good at the monthly-bill integration, because the engineer has to do the multiplication across 140 元 for Gemini plus 20 元 for Cursor plus 20 元 for Claude Code plus 210 元 for Midjourney, and that calculation is not in any of the four posts. The fact that no late-2025 Juejin roundup publishes the cross-category total monthly estimate is the structural tell.
I will reassess in three months. The last time I said that I was mostly on Cursor and Claude Code for coding and ChatGPT for everything else, which is still roughly where I land, and the monthly bill is roughly where I expected it because I had to do the addition myself. What has changed is that I now read the late-2025 Juejin roundups as one half of a two-piece reading and I look for the price column in the coding posts and the decimal scorecard in the broad-market posts, and when neither is there I treat the verdict as provisional. Give it six months and I expect either the coding roundups to start including a price column or the broad-market roundups to start publishing a cross-category total monthly estimate, and whichever format moves first will tell me whether the roundups have finally noticed the bill is bigger than any single post hints.
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