A plain-language record of visible GoodCase.ai changes: new features, experience updates, and open interfaces.
FeaturesTransparency
Creator methods and shared Skills derived from Cases
Creator credits on Case cards now link directly to creator pages, whose Case count covers all published work.
A shared Skill appears only after the same method is evidenced by at least three Cases across two creators.
A creator method requires at least three matching Cases by the same creator; source popularity is not part of the threshold.
Skills have shareable evidence pages but remain outside the primary navigation and are not a separate submission type.
OperationsOpen
Operator metrics and agent entry points
The operator page now summarizes anonymous visits, case activity, submissions, public evidence, and hidden historical data from the last 30 days.
Test feedback is explicitly marked and archived separately from real user suggestions.
Added /llms.txt so agents can discover the public API, RSS, Skill, and evidence-use rules from one address.
The public API and case library now support AI copy and AI hardware categories consistently.
ExperienceBrand
Agent access moved to the top and brand icons aligned
Agent Access is now the orange primary action in the header and home hero.
Changelog and Feedback moved into the top navigation; the footer now contains only the brand and page note.
Browser favicon, Apple icon, and the in-product thumbs-up mark now use one identity.
DataTransparency
The popularity ranking became a traceable Source Heat Ranking
Source Heat reads likes, comments, reposts, saves, and capture time from the original post instead of using a static popularity score.
Interactions use likes + 2×comments + 3×reposts + 4×saves; the final score combines within-platform interaction percentile, velocity, and data completeness.
Cross-platform ranking is normalized within each platform first; missing fields remain null rather than being penalized as zero.
Cases without a verifiable interaction snapshot can remain public but do not enter the ranking.
Features
Search, favorites, RSS, Connect, and share posters
The case library now supports keyword search across models, methods, and creators.
Favorites are stored locally in the browser and require no account.
Added an RSS feed at /feed.xml, with new cases delivered automatically.
Added the Connect page for Skill, RSS, and API access.
Every case can generate a QR-coded share poster.
Open
Open API and Skill launched
Released a free public API with anonymous access for case lists and case details.
Released the GoodCase Skill so AI assistants can search and compare cases in conversation.
Experience
Cases no longer require registration
Removed the login wall so every public case is readable without an account.
Full prompts and retest records are public; likes remain a local interest marker.
Launch
GoodCase launched
The first 12 real AI cases launched across video, coding, and image creation.
Each case surfaces source heat, stability, creators, prompts, and reproducibility signals.
Roadmap
Next
Stability scores will increasingly come from Lab retests instead of manual labels.
The submission workflow will continue to improve as more reproducible cases arrive.
