Lok Learn: An OTT for Bharat
Regional-language infotainment designed for audiences beyond India’s metros
An end-to-end product concept for an affordable OTT platform focused on infotainment, mythology, and skill development in regional languages.

Problem statement
OTT platforms often neglect regional cultures or remain unaffordable for people in India’s Tier 2 and Tier 3 cities. This leaves a gap in infotainment and mythological content in regional languages for adults.
My role
Product Manager — end-to-end ownership
- Led strategy, research, product design, and prototyping.
- Conducted market research, user surveys, persona creation, and PRD development.
- Created the product wireframes and low-fidelity prototype in Figma.
Discovery and research
- Secondary research suggested a market projected to reach $12.5B by 2030, with strong demand for regional content.
- Regional languages: 70–75% of content consumed is in Hindi and regional languages.
- Top segment: SVoD leads, projected at ₹163.8B in 2024.
- User growth: 634M users by 2029; penetration expected to rise from 34.1% to 42.2%.
- Monetisation: ARPU expected at ₹670.20 in 2024.
Market research on India’s OTT audience
OTT market and regional content research
- Surveyed 10+ users from Tier 2 and Tier 3 cities, analysing device usage, preferred content, and pain points.
- Defined four key personas, including a homemaker from Asansol and a college student from Sambalpur.
Product vision
To be the leading OTT platform in regional languages for Bharat, offering infotainment and mythological content that promotes holistic learning at an affordable price.
Lok Learn product identity
Prioritised solutions
Feature prioritisation for Lok Learn
- Infotainment and mythology playlists.
- Certificates and quizzes after a playlist.
- Regional-language UI and subtitles.
- Offline downloads and tiered subscription pricing.
- Auto-play, suggestions, trailers, and a watchlist.
What sets the app apart is skill development and mythological content in regional languages, available through a tiered subscription model.
MVP
Lok Learn MVP definition
Use case
Lok Learn use-case model
Functional requirements
Language switching
Language selection workflow
Regional-language screen in the Lok Learn prototype
The product needs accurate translation from English to regional languages and an up-to-date regional-language library with accurate symbols.
Certification after a skill-development playlist
Start of the certification workflow
Quiz screen in the certification workflow
Quiz result in the certification workflow
Downloadable certificate in the certification workflow
The workflow takes a learner from completing a playlist through a quiz to a downloadable certificate.
Hypothesis and success metrics
Hypothesis: Providing downloadable certificates improves customer engagement and retention by 10% in one month.
Measures tied to the hypothesis:
- Number of certificates downloaded.
- Accuracy of quiz answers.
- Video replay and pause frequency.
- Number of videos watched.
- Number of quizzes taken.
- Certificates uploaded to LinkedIn with Lok Learn tagged.
- Time spent in the app.
- User feedback and CSAT.
- Churn rate.
- Drop-off while watching a video.
- Drop-off while taking a quiz.
- Acceptance rate for the quiz shown at the end of a playlist.

