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Contextualizing data for India's leading multi-family office

ActivateClient Associates’ edgewith AI-ready, unified wealth intelligence

Unlock 85% faster data integration and 5x quicker time-to-market for new advisory products—while protecting client trust and margin in a volatile market.

SCIKIQ transforms fragmented client, asset, and portfolio data into actionable intelligence and autonomous execution, empowering Client Associates to scale differentiated, compliant wealth solutions for HNW and UHNW clients across India.

01
Enterprise 360What is happening?
02
Knowledge GraphWhy is it happening?
03
AI CopilotTell me, in plain language
04
Agent FactoryDon't just tell me—fix it
What we know

Client Associates — the intelligence behind this page

Captured from 28 sources across strategy, leadership, lines of business, competition, geographies, capabilities and recent signals — and used to ground everything below.

Who they are

Client Associates is India’s premier private wealth management and multi-family office firm, serving HNW and UHNW clients with advisory, portfolio, and real estate solutions.

Strategic priorities

  • Scale differentiated, client-centric advisory across India
  • Accelerate digital transformation and AI adoption
  • Strengthen compliance and risk controls
  • Expand to Tier-2 cities and new client segments
  • Enhance advisor productivity and client experience

Lines of business

  • Wealth Advisory
  • Portfolio Management
  • Investment Banking
  • Multi-Family Office
  • Real Estate Advisory

Geographies

  • India (Delhi NCR, Mumbai, Bengaluru, Kolkata, Chennai, Hyderabad)
  • Tier-2 city expansion

Competition

  • Alpha Capital
  • Waterfield Advisors
  • Wodehouse Capital
  • ValueQuest Capital
  • Centrum Capital

Leadership

  • Himanshu Kohli - Co-Founder
  • Rohit Sarin - Co-Founder
  • Ashish Sharma - CTO
  • Kanika Gupta - Vice President HR

Capabilities

  • Boutique, client-oriented advisory
  • Multi-family office platform
  • Superior forecasting across asset classes
  • Process-based private wealth management
  • Digital transformation in advisory

Recent signals

  • Strengthened investment banking and private banking integration
  • Focus on digital and AI-driven advisory
  • Expansion to Tier-2 cities
  • Emphasis on compliance amid regulatory tightening
  • Recent onboarding of high-profile HNW clients
The shift

Four questions every operator asks — answered by one architecture

The maturity curve runs from visibility, to explanation, to natural-language reasoning, to action — and each step depends on the one before it.

01
Layer 1 · Enterprise 360
What is happening?

Unify client, portfolio, and transaction data across PMS, CRM, and advisory systems for a single, real-time view of client exposure, liquidity, and risk—reducing manual reconciliation effort by 70%.

Operational Efficiency
02
Layer 2 · Knowledge Graph
Why is it happening?

Trace relationships between clients, mandates, assets, and market events to rapidly identify root causes of portfolio drawdowns or compliance breaches—improving audit response time by 90%.

Compliance & Risk
03
Layer 3 · AI Copilot
Tell me, in plain language

Enable advisors and leadership to query portfolio risk, client churn signals, or margin erosion in natural language—grounded in real data, not dashboard averages.

Competitive Advantage
04
Layer 4 · Agent Factory
Don't just tell me—fix it

Autonomously rebalance portfolios, flag compliance anomalies, or trigger client engagement workflows—protecting ₹12 Cr+ in potential revenue leakage per annum.

Profitability
05
Growth Acceleration
How do we scale new offerings?

Launch new advisory products or expand to Tier-2 cities 5x faster by activating AI-ready data products and automating onboarding and KYC.

Growth
The architecture

From data visibility to autonomous execution

Built bottom-up, because trust compounds upward: agents are only as safe as the copilot's grounding, the copilot only as reliable as the graph, the graph only as complete as the 360° model beneath it.

01

Enterprise 360

What is happening across clients, portfolios, and mandates?

Unifies all client, asset, and transaction data from PMS, CRM, and banking systems for a single, actionable view.

Real-time client & portfolio exposure Automated data ingestion from 200+ connectors Business 360 dashboards
02

Knowledge Graph

Why are risks or breaches occurring?

Models complex relationships between clients, mandates, assets, and compliance rules for root-cause analysis.

Entity & relationship graphing Incident tracing Regulatory mapping
03

AI Copilot

Explain portfolio or compliance events in plain language.

Semantic search and GenAI-powered Q&A over all data, with context and lineage.

Natural language queries Grounded, explainable answers Advisor & leadership insights
04

Agent Factory

Can we automate remediation or value creation?

Autonomous agents that execute portfolio rebalancing, compliance checks, or client engagement—posting back to core systems.

Autonomous execution Closed-loop workflow Value protection & creation
Layer 1 · Enterprise 360 — the build

How we unify Client Associates' data into one business 360

Data remains in place—SCIKIQ integrates business concepts, not just systems, to build a living 360° of clients, portfolios, and assets.

Your systems today — siloed
Miles PMS (portfolio management)Salesforce CRMCompliance EngineFund Admin (CAMS)KYC/AML SystemBanking (HDFC, ICICI)Asset RegistryInternal Audit logs
ingest · no data movement

Connect

200+ pre-built connectors link PMS, CRM, banking, and compliance data in days, not months.

Contextualize

Business rules and metadata engine map clients, mandates, assets, and transactions to real-world relationships.

Resolve & model

Entity resolution and graph modeling unify duplicates and build a living knowledge graph for reasoning.

Govern

Automated lineage, quality, and access controls ensure trusted, compliant data for all users and agents.

resolve into business entities
Unified business 360s — entities, not systems
Customer 360
Salesforce CRM, KYC/AML, PMS

Full view of each client’s mandates, risk, preferences, and engagement—across all lines of business.

Portfolio 360
Miles PMS, Fund Admin, Compliance Engine

Unified portfolio holdings, exposures, drawdowns, and compliance status—updated in real time.

Asset 360
Asset Registry, PMS, Fund Admin

All asset classes—equities, debt, alternatives, real estate—mapped to owner, value, and risk.

Compliance 360
Compliance Engine, Internal Audit, PMS

Live compliance status, alerts, and breach history for every client and portfolio.

Advisor 360
CRM, PMS, Internal Ops

Advisor performance, book, compliance incidents, and client engagement in one place.

All 360s are linked in the SCIKIQ Knowledge Graph for reasoning, copilot queries, and agent execution.
Why us

Why SCIKIQ - not another data platform

vs. building it yourself

85% faster integration and 90% lower IT cost—no-code, AI-first platform means business teams see value in weeks, not years, without the risk and resource drain of custom projects.

vs. point tools & dashboards

Goes beyond dashboards—unifies, contextualizes, and activates data for autonomous action, not just reporting. No more swivel-chair between PMS, CRM, and compliance tools.

vs. generic data fabrics / lakes

Purpose-built for wealth management: entity 360s, compliance graphing, and agent automation out-of-the-box—no need for costly, endless data modeling.

vs. raw LLMs/chatbots

Answers and actions are grounded in real, governed data—ensuring compliance, explainability, and trust, not hallucinated text.

The outcome

One version of the truth, for the people who run the business

When the four layers are in place, leadership sees a single live view — every number traceable to its source, every alert to its root cause.

Wealth Management Control Tower
Real-time, cross-portfolio KPIs for leadership action
LIVE
AUM (Assets Under Management)
₹21,500 Cr
+3.2%
Client Churn Rate
1.4%
+0.4%
Portfolio Drawdown (3M)
₹94 Cr
+₹18 Cr
Compliance Breaches (YTD)
2
+2
Advisory Margin
38.5%
-1.1%
Client Onboarding Cycle Time
6.5 days
-2.2 days

Portfolio Drawdown Trend

Last 6 months by asset class

AUM by Client Segment

Distribution across HNW, UHNW, Institutions
Root cause Concentration risk in a top UHNW client’s portfolio triggers a drawdown and compliance alert Agent auto-rebalances the portfolio and notifies the advisor, protecting ₹7.5 Cr in potential loss
Layer 2 · Knowledge Graph

A living model of the business — explore it

Entities and their typed relationships as one connected, physics-driven graph. Drag nodes, scroll to zoom, click to inspect — or trace the live scenario from root cause to business outcome.

drag · scroll to zoom · click a node
Layer 3 · AI Copilot

The question is simple. The answer needs context.

SCIKIQ Copilot enables advisors and leadership to ask complex business questions in plain language, grounded in unified, real-time data. Language models supply the fluency; the graph supplies the truth.

SCIKIQ CopilotGrounded on the Client Associates knowledge graph
● ONLINE
Hi 👋 I'm grounded on Client Associates's live operational graph — ask me anything. Try a suggestion below.
Try:
Layer 4 · Agent Factory

The last step is the hardest: from insight to action

Every agent draws on the same graph and semantic layer — then closes the loop with a real transaction in the source system.

Autonomous Portfolio Rebalancer
Protects AUM and restores compliance in real time
Compliance breach or drawdown event detected in PMS portfolio
ReadsMiles PMS portfolios, Compliance Engine, CRM (Salesforce), SEBI regulations
ActsExecutes rebalancing orders in Miles PMS; posts compliance restoration to Compliance Engine
₹7.5 Cr loss avoided, compliance breach resolved
Client Churn Predictor & Engagement Agent
Reduces churn by targeting at-risk clients with proactive outreach
Churn risk signals detected in CRM (e.g., drawdown, inactivity, service issues)
ReadsCRM (Salesforce), PMS, client communication logs
ActsTriggers personalized engagement workflow in CRM; schedules advisor call
Reduces churn rate by 0.3% (₹65 Cr AUM retained)
Onboarding Accelerator Agent
Cuts client onboarding cycle time and accelerates revenue
New client mandate created in CRM
ReadsCRM (Salesforce), KYC/AML systems, PMS, Fund Admin (CAMS)
ActsAutomates data collection, KYC checks, and PMS account opening
Reduces onboarding cycle by 2.2 days, accelerating revenue by ₹12 Cr/year
Audit & Compliance Agent
Streamlines audit response and reduces compliance risk
Audit request or compliance review initiated
ReadsCompliance Engine, PMS, CRM, Internal Audit logs
ActsGenerates audit-ready reports, flags unresolved breaches, posts remediation plan
Reduces audit response time by 90%, prevents regulatory fines
Agent execution log
▸ Idle — press “Run agent” to watch an agent detect, reason and act.
The board question

Engineered for trust

“Can we trust it?” — answered by design, not by promise.

Lineage
Every answer and action is traceable to source data and system of record, with full audit trail.
Security & Access
Role-based access and encryption ensure client confidentiality and regulatory compliance.
Explainability
AI answers and agent actions are grounded in real, explainable data—not black-box predictions.
Data Quality
Automated quality checks, deduplication, and anomaly detection across all integrated sources.
Compliance
Built-in compliance graphing and agent automation reduce regulatory risk and audit findings.
Use cases

Where it pays off, across the business

Every leader sees themselves — each use case builds on a business 360 and the four pillars it needs: 1 Enterprise 360 · 2 Knowledge Graph · 3 AI Copilot · 4 Agent Factory.

Finance

Real-time AUM & Margin 360

Finance leaders see unified, real-time AUM, margin, and drawdown risk by client, advisor, or asset class—powering faster, data-driven decisions.

Finance 360
1234pillars
Compliance

Automated Compliance & Audit

Compliance teams trace every breach or alert to its root cause, automate reporting, and deploy agents to remediate—reducing audit cycle time by 90%.

Compliance 360
1234pillars
Advisor

Advisor & Client 360

Advisors access a living 360 of each client and portfolio, with AI copilot for plain-language queries and proactive churn risk alerts.

Customer 360, Advisor 360
1234pillars
Operations

Onboarding & Integration Automation

Ops teams automate client onboarding, KYC, and data reconciliation—cutting cycle time and manual effort by 70%.

Operations 360
1234pillars
Leadership

Growth & Expansion Control Tower

Leadership gets a control tower view of growth, margin, compliance, and client experience—enabling rapid, data-driven expansion to new markets.

Enterprise 360
1234pillars
The ambition

One context layer, every part of the business

Built once, the context layer becomes shared infrastructure — so each new AI initiative starts from enterprise context, not a blank integration backlog.

SCIKIQ for Client Associates

From data silos to autonomous, trusted wealth management

Agent FactoryAutonomous execution
AI CopilotConversational intelligence
Knowledge GraphRelationship & root-cause reasoning
Enterprise 360Unified, AI-ready data
Across every part of the business
Wealth AdvisoryPortfolio ManagementInvestment BankingMulti-Family Office ServicesReal Estate Advisory
On top of the systems you already run
Miles PMSSalesforce CRMCompliance EngineFund Admin (CAMS)KYC/AML SystemsBanking (HDFC, ICICI)Asset Registry
The path forward

A 90-day proof of value

We would prove the context layer in three focused sprints — earning the right to scale with evidence, not slideware.

Phase 1 · 30 days

Unify and contextualize

01

Connect core PMS, CRM, and compliance data; build first Portfolio 360 and run pilot incident trace.

  • Integrate Miles PMS, Salesforce CRM, Compliance Engine
  • Model top-10 client portfolios and mandates
  • Trace first compliance breach scenario
Phase 2 · 60 days

Graph and copilot

02

Extend to all major asset classes, activate knowledge graph, and launch AI copilot for advisor queries.

  • Add Fund Admin, Asset Registry, KYC/AML
  • Build full knowledge graph
  • Enable copilot Q&A for leadership and advisors
Phase 3 · 90 days

Agent activation & scale

03

Deploy autonomous agents for portfolio rebalancing, onboarding, and audit—measure business impact.

  • Activate rebalancer and onboarding agents
  • Automate compliance and audit workflows
  • Quantify value in AUM, margin, and cycle time

The bottom line

Client Associates achieves a unified, AI-activated data hub, enabling faster product launches, lower risk, and differentiated client experience.

Where to start

Unlock AI-activated, trusted wealth intelligence in 90 days.
1Book a 60-minute value discovery with SCIKIQ and your leadership team
2Pilot Portfolio 360 and compliance graph on your top-10 clients
3Quantify impact: margin, cycle time, compliance, and client experience
Move the needle on growth, margin, compliance, and client trust—faster than you thought possible.