Mukesh Vidyasagar — Product manager for creator tools
MUKESH VIDYASAGAR
LOS ANGELES

Mukesh Vidyasagar

Most people who can tell you why a story works can't measure it. Most people who can measure it can't tell you why it works. I use math and systems to do both.

VERDICT INDEX
01 Storytelling for Retention ENGINEERED → CONFIRMED 02 Writers Room 2.0 BUILT 03 Thumbellina BUILT 04 Fullscreen Go CONFIRMED 05 CoverDoc CONFIRMED
01 — ENGINEERED → CONFIRMED

Storytelling for Retention

YouTube audience retention graph for Anemoia showing a jump from 25% to 34% at 11:38
Audience retention across Anemoia. At 11:38, retention jumps from 25% to 34%.

I engineered the story for that.

I wrote specific moments into this story, then shot, prompted, edited, and sound designed for an emotional bump. Instinctively I knew it worked — and the data supports it.

At 11:38, a plot twist, a camera move, music, and story land at once, and people re-watch at that exact moment. Retention jumps from 25% to 34%. Viewers scrub back to watch it twice.

02 — BUILT

Writers Room 2.0

Writers Room 2.0 interface — Anemoia project showing the story phases and next-step card

There were no writers' tools for actual writers. So I built one that handles the toughest part: going from concept to story. It tracks your progress, finds and kills story orphans — the bane of every writer's existence — and the AI never writes the material.

It summarizes, guides, tracks. That's it. That rule came from copyright research: AI-generated text can't be copyrighted. And it tracks your versions, so you have a clear chain of title when it's time to sell. Your human authorship can be proven.

03 — BUILT

Thumbellina

The thumbnail and title that sell a video are craft judgments. I wanted a thumbnail generator built on emotional value, without the AI slop — no synthetic faces, no generated art. The system detects your video's genre, scores real frames against the transcript for emotional peaks, and generates the thumbnail and title to match.

GPT-4o and Gemini under the hood; 19 API routes, three latency tiers, live Stripe billing, and a mobile rearchitecture on top.

Thumbellina frame-scoring interface
Prototype interface, not the shipped build.
Open the prototype →
04 — CONFIRMED

Fullscreen Go

Creator platform, 75,000+ creators. I rebuilt the creator signup path that led to their first post.

Applications up 127%. $70,000/week in new revenue — still holding a month later, up to $74,000 after that. A/B tests on the same funnel doubled adoption and retention.

05 — CONFIRMED

CoverDoc

Resume optimizer, job campaigns, negotiation assistant, mock interviews. 3,000 users in 60 days. Recommendation accuracy up 42% through A/B testing. Prototyping went weekly to daily.

Services

01 — Integrate with your team

I join your team part-time. First an intake to find your biggest issues, then we diagnose the best fit, then we implement together with your team. I channel AI inside your existing process — saving you time and money. Ongoing, month to month.

Custom — let's talk
02 — Train your team, or complete an AI project

A five-session course on using AI within your organization or career. Or a scoped project delivered end to end. Half day to a few weeks.

$200/hour · projects from $2,000
03 — Build and hand off

An internal AI system for your business's AI and AI video needs. Plug and play. Initial period is diagnosis before implementation.

Starting at $10,000
WORK HISTORY
Universal Pictures · ABC Television · A&E / History · MGM / Apple TV+ · Fullscreen · Cappsure
ABOUT

Math first, story second

Fifteen years across entertainment and technology. Studio development at Universal. Product on creator platforms at Fullscreen and Replay. A feature script sold, software shipped to a million registered users, and a B2B SaaS company co-founded and grown from $0 to $500K ARR.

The through-line: I've spent my whole career on both sides — the room where the story gets made, and the dashboard where you find out if it worked.

CONTACT

Consulting, training, or a question about any of the above.

[email protected]
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