Case Study · Built & Run by DM AI Labs

AI Wealth OS — everything you own, in one number.

A personal net-worth dashboard I built for myself: eight financial modules — net worth, portfolio health, retirement, tax, property, insurance, estate planning — unified under one AI that reads them together. This page is the real product. Real screenshots, real numbers, real demo.

8FINANCIAL MODULES
1NET WORTH NUMBER
0SPREADSHEETS
Why it exists

I had eight tabs open and no single answer.

Property in one place. EPF and NPS in a government portal. Mutual funds and equity across brokers. Insurance in PDFs nobody reopens until a claim. Getting a straight answer to “what am I actually worth right now, and what should I do about it” meant opening all of it and doing the maths by hand — and it was stale the moment I closed the last tab.

So I built the tool I wanted to use. It's been running on my own finances for months — the screenshots below are the live build, not a mock-up.

A deterministic rules engine computes every number first. The AI layer only explains what's already been calculated — it never invents a figure.
Watch it work

A guided tour of every module, under four minutes.

No slides. This is the actual app, narrated end to end.

Watch on YouTube (unlisted) · under 4 minutes · open in new tab
Module by module

Every screen below is a real screenshot from the live build.

Nothing here is a template mock-up — including the numbers, which are mine.

Every asset and liability, one number.
Module 01 — Net Worth Tracker

Every asset and liability, one number.

Real estate, EPF, PPF, NPS, gold, mutual funds, equity, crypto, cash, vehicles — pulled into one dashboard instead of eight logins. The categories aren't a mock-up; this is the actual net worth breakdown from the live build.

What the AI adds

"Your net worth has grown steadily over the past few months, up from about ₹1.42 Cr in March."

A single health score, benchmarked against Nifty 50.
Module 02 — Portfolio Health

A single health score, benchmarked against Nifty 50.

Diversification, risk profile and cost efficiency, each scored out of 100 and rolled into one overall number. It isn't just a score — it explains itself.

What the AI adds

"66/100 diversification — behaves like 6.1 equal-weighted positions."

A FIRE date, not just a corpus number.
Module 03 — Retirement & Passive Income

A FIRE date, not just a corpus number.

Projects the retirement corpus forward year by year against a real savings rate and inflation-adjusted target, then works out the actual date financial independence becomes possible.

What the AI adds

"At your current pace — ₹45K/month direct investment plus 20% of salary — you're projected to reach a retirement corpus of roughly ₹9.8 Cr by age 55. Your FIRE date lands around September 2044, nearly 3 years ahead of your planned retirement age."

Old regime vs new regime, recalculated automatically.
Module 04 — Tax Optimization

Old regime vs new regime, recalculated automatically.

Runs both tax regimes against the current year's actual income and deductions, recommends the cheaper one, and flags unused deduction headroom before it's wasted.

What the AI adds

"Based on your FY 2026-27 income of about ₹34.2L, the new regime works out roughly ₹1.18L cheaper than the old regime — even after your ₹2.71L in Section 80C/80D/80CCD(1B) investments and home loan interest."

The rental yield math landlords rarely run.
Module 05 — Property Investment

The rental yield math landlords rarely run.

Nets rent against the actual loan EMI per property, not just against purchase price — which is how it catches a property that looks fine on paper but is quietly bleeding cash every month.

What the AI adds

"“2BHK Apartment, Whitefield” runs ₹43,000/mo negative once its linked loan EMI (₹38,500) is factored in — you're funding the shortfall from other income every month."

Coverage gaps measured against income and debt, not guessed at.
Module 06 — Insurance Coverage

Coverage gaps measured against income and debt, not guessed at.

Benchmarks term life cover against the standard 10–15x income-plus-liabilities rule, checks health cover per household member, and flags policies with no nominee on file.

What the AI adds

"Your term life cover of ₹1.5Cr is about 4.4x your annual income — below the commonly recommended range given your ₹42L home loan. Consider increasing cover by roughly ₹2–3.5Cr."

The paperwork gap nobody checks until it's too late.
Module 07 — Estate & Nominee Management

The paperwork gap nobody checks until it's too late.

Walks every account, asset and policy and flags the ones with no nominee assigned — the kind of gap that turns into months of legal friction for a family, for the cost of a five-minute form.

What the AI adds

"Asset “2BHK Apartment, Whitefield” (₹92,00,000) has no nominee assigned. Insurance policy “Star Health” (₹10,00,000) has no nominee assigned."

A ranked to-do list, regenerated every week from everything above.
Module 08 — Weekly Action Plan

A ranked to-do list, regenerated every week from everything above.

Every module feeds this one. It doesn't invent new findings — it re-ranks what the other seven modules already computed into the handful of things actually worth doing this week.

What the AI adds

"This week: close 3 missing-nominee gaps across Estate and Insurance, review your Baner Pune rental yield, trim small-cap exposure. Net worth is up about 2.3% since last month to roughly ₹1.56 Cr."

A chat box that already knows your numbers.
Bonus — Ask Me

A chat box that already knows your numbers.

Plain-English questions, answered from the same data every other module is built on — not a generic chatbot bolted on top, and not a guess.

What the AI adds

"Your current net worth is approximately ₹1.56 Cr — total assets of about ₹1.99 Cr minus about ₹43.8L in liabilities. Your net worth has grown steadily over the past few months."

Don't just take the screenshots' word for it

Explore it two ways — play with it yourself.

Click through the actual AI Wealth OS marketing site, or jump straight into the module-by-module interactive walkthrough — net worth, tax, property, insurance and more, seeded with a sample profile.

Open the interactive product site → Open the module walkthrough →
How it's built

The part that makes it trustworthy, not just clever.

This is the same pattern behind every AI system we build at DM AI Labs: rules compute, AI explains, a human decides.

Deterministic rules engine

Net worth, tax regime comparisons, rental yields, insurance gaps — every number on this page is calculated by explicit rules against real data, not generated by a model. That's what makes it safe to show a real bank balance on a public page.

AI narration layer

The AI's only job is to read what the rules engine already computed and explain it in plain English — the retirement narrative, the tax suggestion, the weekly priorities. It never touches the underlying arithmetic.

Ask Me assistant

A chat interface grounded in the same computed data as every module — so a plain-English question gets a specific, numbers-backed answer instead of a generic one.

Weekly Action Plan

The AI's one piece of judgment: re-ranking findings from every other module into a short list of what's actually worth doing this week, refreshed automatically.

Want something like this built for your business?

This is the same method behind everything we build at DM AI Labs — map the workflow, let AI handle the repeatable explaining, keep a human on the decisions that matter. Book a free 30-minute call and we'll look at where it fits yours.

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