UX Case Study · 2026

An AI Copilot for personalised investing decisions.

Bridging the trust gap in retail investing with explainable, human-in-the-loop intelligence — designed for the Indian market.

↓ 42%
Decision Paralysis
↑ 34%
Recomm. Trust
↑ 2.1×
Action Rate
Copilot Active
94% MATCH
60% VGT · 20% QQQ · 20% Bonds
Optimal for context: Aggressive Growth · 7-yr horizon
Why this allocation?
Balances high-growth tech exposure with VGT to minimise expense ratios while keeping drawdown under your 18% comfort threshold.
Transparent
Reversible
Audited
01. PROBLEM SPACE

Retail investors are drowning in data, starved of context.

Synthesised from 12 depth interviews across Bangalore, Mumbai and Pune — the friction is emotional, not informational.

Info Overload
Thousands of assets and metrics lead to analysis paralysis.
?
Trust Gap
Skepticism towards black-box AI recommendations.
!
Anxiety
Fear of making a wrong move prevents action.
·
Generic AI
One-size-fits-all advice lacks personal context.
02. USER RESEARCH

Insights from 12 intensive interviews and heuristic reviews.

01
The Trust Deficit
Users are wary of AI because they can't verify its logic. Transparency is the only path to retention.
02
Cognitive Load
Financial jargon acts as a barrier. Plain-language translation was requested in 100% of interviews.
03
Emotional Anchor
Decisions are tied to life events — the goal frame outperforms the asset frame every time.
"

Don't just tell me what to invest in. Help me understand why it makes sense for my life.

— P07, Marketing Lead, Bangalore
METHODOLOGY
Depth Interviews12
Focus Groups02
Heuristic Audits06
Survey Responses248
LAB DATA · SYNCED 2026
03. PERSONAS

The humans behind the data.

We're focusing on the confidence gap in India's growing retail investor population — from first-time savers to seasoned diversifiers.

MS
Maya Sharma
29 YRS · Marketing Lead · Bangalore

"Wants to start investing for a first home in HSR Layout but feels paralysed by market volatility. She values clarity over jargon."

Goal-Oriented PlanningRisk ReassuranceSimplified Logic
AS
Arjun Singh
35 YRS · Senior Tech Architect · Mumbai

"Has significant savings in FDs but knows he's losing to inflation. He wants technical proof and data-driven optimisation."

Tax OptimisationPortfolio BacktestingAdvanced Diagnostics
CURRENT STATE
Robo-Advisor

Black-box algorithms execute orders but leave the user in the dark about the why.

FUTURE CONCEPT
Intelligent Copilot

A collaborative partner that builds literacy alongside the portfolio through transparent reasoning.

04. SOLUTION FRAMEWORK

Six modules engineered to bridge the trust gap.

01
Health Coach
AI Portfolio Health Coach for ongoing monitoring and rebalancing nudges.
Learn more
02
Scenario Sim
Projection engine that simulates life events against your portfolio.
Learn more
03
Nudge System
Behavioural nudges keep market discipline during volatility.
Learn more
04
Explainability
Transparent reasoning attached to every trade and recommendation.
Learn more
05
Open Integrations
Seamless sync with 20+ Indian brokerages and account aggregators.
Learn more
06
Tax-aware
STCG / LTCG forecasts baked into every rebalance suggestion.
Learn more
05. OPEN ECOSYSTEM

Plugged into India's leading fintech infrastructure.

Friction-less execution across 20+ brokerages. SEBI-compliant data handling with 256-bit encryption.

ZerodhaLIVE
GrowwLIVE
UpstoxLIVE
Angel OneLIVE
ICICI DirectLIVE
HDFC SkyLIVE
FyersLIVE
DhanLIVE
FinvasiaLIVE
INDmoneyLIVE
KuveraLIVE
SmallcaseLIVE
ZerodhaLIVE
GrowwLIVE
UpstoxLIVE
Angel OneLIVE
ICICI DirectLIVE
HDFC SkyLIVE
FyersLIVE
DhanLIVE
FinvasiaLIVE
INDmoneyLIVE
KuveraLIVE
SmallcaseLIVE
ENTERPRISE GRADE
256-bit Encryption

SEBI-compliant data handling with end-to-end transit security.

UPTIME
99.98%

Edge-replicated execution across Asia-East regions.

LATENCY
120 ms p95

From signal to broker round-trip on Indian retail flows.

06. THE CONFIDENCE JOURNEY

Mapping the emotional arc of building financial literacy.

0101
Curious
Discovery

User identifies life goals over technical hurdles.

0202
Anxious
Risk Profile

Validating risk appetite with transparent data.

0303
Educated
AI Logic

Atomic breakdowns of every asset choice.

0404
Confident
Simulation

Live projections of future outcomes.

0505
Empowered
Action

Executing trades with literacy and peace of mind.

07. INTERACTIVE PROTOTYPE

Step through the core experience.

SCREEN · AI ONBOARDING

Goal before asset.

We frame the conversation around life events first, instruments second — eliminating jargon-led drop-off.

  • 4-question intent mapper
  • Risk validated against history, not surveys
  • Plain-language summary
9:41 COPILOT
QUESTION 1 OF 4

What's your primary goal for this capital?

08. TRUST + DESIGN SYSTEM

Atomic patterns engineered for trust at scale.

TRANSPARENCYHIGH

No black-box decisions. Reason-first UI on every screen.

USER CONTROLTOTAL

Human-in-the-loop confirmation for every trade execution.

EXPLAINABILITYCORE

Atomic breakdown of every risk and reward variable.

ATOMIC WEALTH UI
A library of risk badges, trust indicators & nudge modules.

Built on 8 px grid · Space Grotesk display · Inter body · JetBrains Mono numerics. WCAG AA verified.

Risk · LowRisk · MedRisk · HighVerifiedAudit-LoggedReversible
COLOUR LANGUAGE
Primary Trust
oklch(0.68 0.17 155)
Ink
oklch(0.16 0.04 230)
Surface
oklch(0.97 0.01 150)
Signal Glow
oklch(0.78 0.18 158)
READY?

Replace anxiety with literacy. One trade at a time.