01 · KaDeep Studios
Low-code that survives the real web
Record or generate a test. Skills play first. The model only runs on a true miss.
100+
Internal seats
25%
Faster release
OTP
Auth in-product
Open to AI / platform PM · India, Canada, UAE
Ridhi Jolly
AI Product Manager
Engineer → PM. Three products shipped in nine months.
Shipped: KaDeep Studios, TestStudios, Accessibility, Skills-first, Plan, then drive, WCAG 2.2, IEEE published, India · Canada · UAE.
Work
Three products. One bet: the model is not the product.
Decision, tradeoff, miss. Open a study when you have a minute.
02 · TestStudios
Testing becomes a conversation
Plain English in. The agent plans, drives a real browser or device, and returns a structured report — no scripts.
0
Scripts to start
2
Platforms, one app
Plan
Before it clicks
03 · KaDeep Accessibility
What do I fix first?
A 0–100 score, legal lenses, and a P1/P2 plan — not another 300-row dump.
89
xactload.com
0
Critical / Serious
396
WCAG 2.2 checks
Proof
The product bet
Playbooks first
Deterministic skills take the common path.
True miss?
If the UI actually moved, then spend the model.
LLM second
Cost sits on novelty — not on everyday churn.
100+
QA + product seats
Analytics adopted internally
25%
Faster release
Three core modules
89
xactload.com score
0 Critical / 0 Serious
IEEE
Peer-reviewed
94.6% accuracy · 97.1% F1
Experience
How I operated.
Engineer first. Then PM. Same company, same products — a different seat in the room.
KaDeep AI
Full-time · 9 mos
Mumbai, Maharashtra, India
AI Product Manager
Aug 2026 – Present · 2 mos
Hybrid
- Software Product Management
- Artificial Intelligence (AI)
- Own the product loop across Studios, TestStudios, and Accessibility — one roadmap with founder and engineering, not four parallel plans.
- Skills-first, LLM-second: playbooks recover first so model cost sits on true misses. Analytics adopted by 100+ QA and product seats; 25% faster release across three modules.
Product Engineer
Jan 2026 – Aug 2026 · 8 mos
On-site
- Product Management
- Led end-to-end ownership of the company-wide accessibility module — defined implementation strategy, standards, and workflows, and drove cross-team execution from planning to production.
4
Surfaces, one roadmap
Automation, healing, Accessibility, TestStudios — sequenced, not parallel.
100+
Seats on analytics
Pass-rate, heal, release-readiness. 80+ bugs caught before they blocked a ship.
9
Months at KaDeep
Engineer first, then PM. Same products. Different seat in the room.
How I work
Product judgment, then the model.
I sit with engineering, QA, and the person who has to defend the release. Frame the problem, put a cost on the model, ship a loop a team will actually run.
The decisions live in the case studies. I want the next seat in AI, platform, or developer tools — India, Canada, or the UAE.
Frame first
ICP before the feature list.
Cost the model
Playbooks run. The LLM pays for true misses.
Language is a feature
Evidence from this scan. Never a fake stamp.
Own the miss
If I was wrong, it is on the page.
Can I sit in this room?
Product
- Problem framing
- Roadmapping
- PRDs
- RICE
- Packaging & GTM
AI product
- Skills-before-LLM
- Cost per miss
- NL authoring
- Agent loops
- Evals
Compliance
- WCAG 2.2
- ADA / 508
- EN 301 549
- VPAT
In the repo
- TypeScript
- Next.js
- Playwright
- Figma
- Jira
IEEE Published · Mar–May 2025
Multi-Model Sentiment Analysis for E-commerce
An ML pipeline that turns reviews into merchandising insight. Peer-reviewed. Accuracy is on that evaluation set — not a production SLA.
Read the IEEE paper (opens in a new tab)94.6%
Accuracy
97.1%
F1 score
Education
Bennett University.
B.Tech CSE. The rest is on the resume.
Sep 2022 – Jun 2026
Bennett University
B.Tech, Computer Science and Engineering
- Dean’s List
- CGPA 8.32 / 10
Dean’s List
Bennett University — selective academic honour.
HackEye’24 runner-up
National hackathon. Shipped and pitched in 24 hours.
LeetCode 1679+
500+ problems. AIR 282, Coding Ninjas Premier League DSA 2023.
Before KaDeep
Two 0-to-1 cuts.
0-to-1 campus ops
Live with 3 student councils in under 6 weeks.
SwitchStream
GitHub for SwitchStream (opens in a new tab)Live rooms that retain
A stack creators could host — not a streaming demo.
Contact
Let’s talk about the role
Hiring an AI or platform PM who has already shipped generation, healing, a no-code agent, and accessibility — write. India, Canada, UAE.