A full-service test prep brand covers SAT, ACT, AP, ISEE, SSAT, and sometimes GRE and LSAT under one roof. Each exam has its own enrollment windows, each window has multiple formats (group, semi-private, 1:1), and each format has multiple price tiers. The catalog can run to forty active cohorts at peak, each one with its own page on the WordPress site, and historically every one of them shared the same site-wide OG image.

The cohort data is on the site. A multi-exam prep service typically runs a cohort CPT with exam, format, schedule, seats, and price as fields, plus a parent category page per exam. The pages render fine. The grid of OG cards across forty cohort URLs is the gap, because forty cohorts shared in forty different channels all preview as the same logo.

SleekPixel renders the OG card from the cohort fields. Each cohort post saves with its own 1200x630 image carrying exam, format, schedule, seats, and price. Forty cohorts now have forty specific previews, with no design work per cohort.

A full-service prep brand's catalog is its product. Forty active cohorts is forty different pitches to forty different audiences, and the share preview is the first impression every one of them. A parent who got an SAT bootcamp recommendation from another parent does not want to see the ISEE landing page logo on their share.

The whole point of running a catalog is that each cohort is distinct, and the OG image is where that distinction either shows or disappears. SleekPixel renders the card from the cohort post, so the catalog's distinctness carries into every shared link. Group, semi-private, 1:1, scholarship, retake, intensive, weekend, weeknight, summer, school-year - whatever variations the catalog supports, the OG image captures the right one for the cohort being shared.

The catalog stops looking like a generic prep brand and starts looking like a real catalog with specific cohorts inside it.