Verified Ratings

IMDb ratings are not culturally or commercially congruent to social media upvotes - or even governmental elections; IMDb ratings outlast topicality cyles and outlive governments globally - they appear at the top sections of search engine results and are the permanent face of a film; it's beyond an emergency that instead of truth derived from verifiable viewers - IMDb continues to enable the graffitying of public trust in the veracity of its ratings. 

It's unclear what the internal model of the pervasive IMDb review-bombing problem is, but externally IMDb has permitted itself to become a central statistical amplifier of culture war signals - particularly conservative sentiment, and fanbase conflict. 

Simply acknowledging the oddity of a rating in a tiny flag within the ratings page does not correct the cultural damage it imposes - companies lose potentially hundreds of millions of box office dollars to what amounts to orchestrated ballot-stuffing: 

-this "suspicious rating" flag is invisible within external views of the rating. 

It's possible a set of - or a single high-level executive within the company mirrors the sentiments expressed in these forced deviations from the true weighted public mean, but personal biases shouldn't be permitted to corrupt systems predicated on public trust. 

a solution is necessary - halt all review and rating features until resolved

a verified rating should be added to all titles - and should feature only ratings from users who have provided:

1) Identity Verification: government-issued ID to ensure one genuine human individual per account, and one account per individual 

-duplication must be prohibited via internal unique ID, to prevent proliferation of single-user sentiment via multiple valid IDs 

2) Streaming Verification: cryptographically verifiable playback metadata (e.g., platform-issued viewing/session ID, title identifier, completion percentage,); where 3rd party APIs do not currently exist - such titles shall be unrateable until such features are instituted 

3) Cinema Verification: verifiable e ticket or physical ticket purchase plus attendance confirmation (e.g., ticket scan or equivalent proof where available).

-any images must be scanned for markers of alteration, generative AI synthesis and other proofs of inauthenticity

4) Physical Media Verification: verifiable disc purchase linked to authenticated playback metadata indicating substantial or complete viewing.

-instances of secondary observers (eg watching at a non-rater party's residence) must feature the primary owner's verifiable data from categories above - and the rater's privacy-preserving location data with temporal evidence proving sufficient time spent to complete the runtime of the title

the reviews themselves should be automatically scanned for 

1) LLM linguistic markers 

2) plagiaristic similarities to other reviews beyond a threshold of linguistic overlap 

-either as basis for disqualification

The financial impacts of fraudulent IMDb ratings are sufficient to provide basis for at least dozens of possible categories of lawsuits - at the very least, some shall be filed by some parties if the issues are not rectified promptly.