neo-fm

Trust & safety

neo-fm, a TechNektar product, is built for Indian languages and for people who love music. These are the rules we hold ourselves to.

Lyric quality: what we measured, and what we didn't

We compared lyrics from our engine (candidate generation, contrastive selection and a Sonnet polish) against a strong baseline (six drafts from one model, the best one picked and revised, same polish). 150 frozen briefs, 30 each in Kannada, Tamil, Telugu, Hindi and Bengali. Judging was blind, in both orders, on prosody, diction, imagery, cultural fit and originality. 149 pairs were scored.

Head to head

Pairwise wins by judge
JudgeOur engine preferredBaseline preferred
Claude Sonnet8741
Gemini (different model family)8750

A pair counts as a win only when the scores differ by at least 1 point out of 25; the rest are ties.

By language (Claude judge)

Pairwise wins by language, Claude judge
LanguageOursBaseline
Hindi224
Tamil188
Bengali1710
Telugu1612
Kannada147

Kannada is our weakest evidence: the Gemini judge split it 13 to 15, so we don't claim a Kannada advantage. Telugu is close, and Telugu pronunciation varies more from song to song than in other languages.

Where the AI judges saw a difference

Average score difference, ours minus baseline. Prosody (meter and singability of the words) is where we are behind, and we are working on it.

Limits

Reports, takedowns and grievances

Every public song has a Report this song link. You can also write to our Grievance Officer at support@technektar.com (TechNektar). We acknowledge complaints within 24 hours, remove content that is unlawful, impersonates a real person, is sexual content involving minors, or infringes copyright within 36 hours of a valid notice, and resolve other grievances within 15 days.

Not a report? Send us feedback.