How Does Filmy Meet.Com Verify Bollywood Movie Reviews?

Review verification for the platform filmymeet.com is somewhat of a religion for me. By verifying reviews to be written by real accounts (email confirmation sent to the given email address for sign up optional phone OTP for added security for sign up & logins via social media profiles linked to email), basic human judgment kicks in for noise reduction on the site. When someone writes a review for ‘3 Idiots’ or ‘Dangal’ for instance, you can track back the account in question to verify if it is an old account, regular postings under the name or linked to other social profiles etc.

This is followed by a deep editorial layer which randomly selects submitted reviews for potential ‘spam’, ‘copy-paste press release’ or ‘coordinated attack’ content. This content is then further cross verified against various review sites and press releases to verify originality of the review. The site also has a handful of pre-verified critics who get the ‘verified critic’ badge on their content. Further, automated tools like duplicate detection, content filters which can identify promotional reviews and even AI generated reviews based on sentiment analysis are enabled on the platform.

A particular point of interest for me is how community signals such as upvotes, comments and reports also feed into the moderation process. So for example if someone creates a fake account to leave a barrage of extremely positive 5 star reviews or very negative 1 star reviews, other users can report them and they can be brought into the review section for moderator attention. Also, reviewer histories are displayed so you can tell if someone is a regular contributor of well thought out and informative reviews or just a person who posts a load of click bait from time to time. It is a number of layers which makes the site feel a lot more safe when reading a review late at night with my popcorn.

I find the Filmymeet.com reviews to be largely useful (even well thought out) given that there is a layered process to verify useful reviews. First all the reviews are linked to valid Filmymeet.com account holders (email accounts, phone numbers, Facebook, etc). Then they are screened for plagiarism, duplicate content as well as by language models to attempt to detect bot written reviews. Hand moderation of certain borderline reviews is also done. In addition to all of that, each reviewer has a full history of their reviews on Filmymeet.com which is used to verify the credibility of reviewers based on past content.

The ways in which filmymeet.com’s community helps to moderate content is also noteworthy. Upvotes, comments and flagging of suspect content can all prompt speedy moderation. For large releases the site tends to prioritize reviews from well established film critics and also partners with a variety of contributors. Transparency features that list the full edit history of a review and show badges next to the names of verified contributors to the site mean that I can easily tell a reviewer’s quality and worth to read from their history of content on the site.

This verification process looks pretty intuitive on the phone. First it does identity verification and then content verification and a trust score for each. For validation of accounts,Filmymeet uses email verification or social verification using other social networking sites. Regular contributors verify their profiles with public social profiles as well. This is to prevent anonymous accounts writing one-off reviews that would severely skew the ratings for a movie,like for ‘Gully Boy’ for instance.

This automated system is then supplemented by the site’s moderation team who will manually verify the quality of reviews on the site for high profile releases such as Gully Boy. The team of human moderators can verify whether automated verification system has flagged a review incorrectly or not. Sites like filmymeet.com therefore use a very robust hybrid tech + community moderation model to save users from negatively impacted reviews posted by fake ids.

What’s interesting is that the site also tracks the reputation of the reviewers. Good reviewers get positive feedback from other users, increasing their own trust score, thus weighing more in the aggregated rating for future reviews from them. And reviewers that get flagged have their influence reduced over time. It’s not a perfect system, but the hybrid of technology and community moderation has worked well for me so far and is nice to know that it’s there.