The Journey / selected work
01 / 06Research · Best Paper
Teaching graphs to reason
A final-year GNN + GAT project grew into MetaGAT, a knowledge-representation model that won Best Paper at GC4T 2025.
86.4%MetaGAT accuracy
Now Building: Masters' Union & AI Products
Om Umrania
AI Engineer → Product & Founder’s Office
Building AI products at the intersection of technology, users and business.
currently thinking about —Voice-first AI sales simulation architectures
The Journey
The Journey / selected work
02 / 06Data · Marketplace analytics
Owning the numbers a CEO runs on
Consumer database tracking, campaign ROI visibility and the weekly dashboards leadership used to make decisions.
19Months of ownership
The Journey / selected work
03 / 06Health tech · Impact
Care that arrives on WhatsApp
An end-to-end 12-week anemia care programme for a health NGO: journey design, bot delivery, analytics and partner reporting.
12Week care journey
The Journey / selected work
04 / 06Gov partnership · AI
Public health at state scale
Digital dissemination architecture and WhatsApp delivery for a 5-state vector-borne disease programme.
5States in rollout
The Journey / selected work
05 / 06Beta · Voice-first AI
A sales coach you can talk to
Gemini 2.5 Flash with Sarvam AI speech for field-sales training, plus privacy architecture and a safety layer, moving from beta to production.
BetaHeading to production
The Journey / selected work
06 / 06Masters' Union · Now building
Products, ventures and operating systems
A live DTC venture, an intelligence OS for the programme, and digitising a 20-year family manufacturing business.
3Live projects
Digital Second Brain · PKM
Interconnected Knowledge Constellation.
Rather than isolated case study silos, every AI product, research paper, venture experiment, and operating model is linked as a living knowledge graph with bi-directional backlinks.
13+
NODES & NOTES
4
DOMAINS
3D
SPATIAL WEB
Loading live graphFull screen ↗
Now building · 03 live projects
What's runningunder the hood
Three things in motion right now. Keep scrolling: each one is shown working, not just described.
MASTERS' UNION · LIVE VENTURE01/03
Dropshipping DTC Challenge
Test whether a consumer offer can acquire demand and retain margin under real capital and fulfilment constraints.
- Role
- DTC venture operator
- Evidence
- Tracked ad spend, CPC, ROAS, fulfilment, and gross margin through the live sprint.
dtc-sprint / loop.simidle
- Creative
- Campaign
- Click
- Cart
- Order
- Fulfil
- Margin
›new creative → test cohort
CURRENT SYSTEM · OPERATIONS02/03
Masters' Union Intelligence OS
Turn fragmented LMS, calendar, email, and project signals into a reliable weekly operating view.
- Role
- Product architect and operator
- Evidence
- Dated operating reports and source-linked action registers used during Term 1.
mu-os / daily.runidle
$ os sync --sources lms,calendar,mail
CURRENT PROJECT · FAMILY BUSINESS03/03
Gokul Manufacturing Digitisation
Create operational visibility for a 20+ year furniture manufacturer working from paper-led processes.
- Role
- Digitisation lead and product strategist
- Evidence
- Built against live factory constraints with non-technical operators and real commercial stakes.
gokul / digitise.flowidle
Paper ledgerDigital record
- Catalogue
- CRM
- Inventory
How I work
- Systems > models
- Shipped > speculative
- Start from the decision
- Measure it
- Build it for yourself first