How BollyAI works

How a verdict is built, and what it refuses to fake

BollyAI reads verified metadata, trade estimates, and OTT signals through human-edited gates before it publishes a word. The method is the product; the refusals are the moat.

About BollyAI

Updated

The pipeline

Five steps from raw signal to a signed answer

01Read verified metadata

Every external value is stored with its source, fetch time, and a confidence label (verified or reported). Titles and people are keyed on Wikidata QIDs, never guessed.

02Ground the reception, not an opinion

BollyMeter reads what critics and audiences actually reported to land a /10 craft score with a grounded one-line basis. If reception is too thin to ground, the score is left null rather than invented.

03Apply the box-office publish rule

Two independent same-metric readings within 10 percent render the lower figure as a trade estimate. Ten to twenty-five percent apart shows the lower figure with a caveat. Wider, or single-source, stays in tracking.

04Pass the honesty gates at build

First-person viewing claims, invented OTT view counts, and unattributed quotes are blocked by build gates. A violation does not get softened; it breaks the build.

05Human edit and sign

Aditya Sharma edits and signs every verdict. The drafting is disclosed AI; the judgement, the source checks, and the byline are human.

The grounding

Subtitles are fuel, not cargo

Subtitles and scripts are read to ground the work, the ending explainers, the recaps, the episode guides, so an explanation is anchored to what actually happens on screen rather than to a guess. They are never served back as text. A line of dialogue appears only as a short quote, under twenty-five words, with a citation, in service of the analysis. The fuel stays in the engine; only the verdict comes out.

The fences that break the build

The honesty rules are gates, not promises

No first-person viewing claims

BollyAI has not watched anything. It writes in the third person about what critics and audiences reported, with citations.

No invented OTT numbers

Indian platforms do not publish per-title viewership, so BollyAI never fabricates one. Unverifiable means omitted.

Source rows on every value

Box-office figures and OTT dates carry their sources and confidence labels in the open, so you can see the uncertainty.

Real, attributed quotes only

Pull quotes name a real source and URL and stay short. If a quote cannot be verified, it does not appear.