Applied ML

Editorial & Language AI

Grammar, spelling, style and translation operations for publishing workflows — including Telugu and other Indian languages, with human approval on every write.

6–10 weeks

Built for newsrooms and publishers working under deadline in Indian languages. Each language operation is separated so correction never becomes an unwanted rewrite, proper nouns are protected, and the system prefers leaving text alone when it is not confident — because a confident wrong correction in print is far worse than an uncorrected typo.

What this solves

Sub-editors hand-correcting every incoming story under deadline
Generic AI rewriting and flattening a publication’s voice
Indian-language tooling that mangles names and places
Editorial volume scaling with edition count

What you get

Separated grammar, spelling, style and translation operations
Bulk folder or FTP ingestion matching your existing workflow
Proper-noun protection and low-confidence abstention
Sub-editor review interface
Output written back in the exact structure your press consumes

Technology

FastAPIOpenAIPostgreSQLNext.js

Where we've deployed it

Mana Telangana

Media · Newspaper publishing

Reporters drop story files on an FTP server each evening; the system ingests the whole folder tree, corrects and improves the Telugu, and writes enhanced files back in the exact structure the press already uses — with every write gated on a human sub-editor.

Industries

Media & Publishing

Talk to the engineers who build it

Tell us the problem and we'll tell you whether editorial & language ai is the right answer — and what it would take.

Email us Book a call