POWERING $24B+ IN AUM · across institutional GPs & family offices

The new global standard for Institutional Real Estate Portfolio Management.

Front Office Labs is an AI-powered, white-label portfolio management function for institutional real estate funds. We take over the production layer of portfolio management for real estate funds and deliver fully worked-through, decision-ready outputs under your brand.

— TRUSTED BY INSTITUTIONAL REAL ESTATE INVESTORS, FUND MANAGERS, & OPERATING PLATFORMS ACROSS THE UNITED STATES —
Argus
DealPath
Juniper Square
MRI
RealPage
Yardi
VTS
REPE Leadership

REPE leadership needs intelligence that is pre-analyzed, organized, and ready for a judgment call.

The highest levels of leadership in institutional real estate need one thing: a report that arrives with the question already answered.

What changed, why it changed, and what it means — resolved before it reaches their desk.

The answer comes first. Supporting evidence follows. Counter-arguments are already addressed. Every internal follow-up, every data chase, every iteration — completed before it touches leadership.

See How We Solve It
Problem

LP expectations are rising even as management fees compress.

The funds that communicate fastest, with the greatest clarity and the fewest surprises, earn the most LP trust.

Most firms are still running that production layer manually — while LP capital is concentrating and fees are compressing.

LP Expectations
Management Fees
Problem

Reports reach leadership before every question has been answered.

Leadership immediately asks: Why did NOI drop? Has the PM followed up? What does this mean for the covenant?

Those answers often exist — they just haven't been assembled yet.


Questions
The Cost
Higher error rate and slower turnaround times in LP-facing materials
Picture a high-performing portfolio manager at 11pm on a Tuesday. Not at a struggling fund — at a well-run one. They're updating a variance model that should update itself. Following up on data that should have arrived days ago. Reformatting a slide deck that a proper system would generate in minutes.
This is what the production layer looks before our global standards are applied.
Our Solution

The answer-first,
three levels of why
framing.

An outsourced portfolio management function with built-in process, technology, and institutional-quality control.

Front Office Labs provides fund managers with a dedicated, AI-powered outsourced Portfolio Management function — delivering reporting rigor, performance intelligence, and LP-ready narratives of a full-time senior hire at a fraction of the cost and operational risk.

Our service is white-label by default. To your LPs, you look more institutional, more responsive, and more on top of your portfolio than your headcount would suggest possible.

01

Analyze & Identify

We don't just report the numbers. We uncover what matters.

  • Ingest and normalize data from multiple systems and formats
  • Detect material changes, outliers, and emerging risks
  • Surface the key drivers behind performance and metrics
The Why
Why did this change occur?
What's the real story?
02

Prioritize & Model

We determine what matters most and quantify the impact.

  • Prioritize the issues that drive outcomes and decisions
  • Scenario, sensitivity, and impact modeling
  • Answer follow-up questions before you have to ask
The Why Behind The Why
Why does it matter?
What are the implications?
03

Review & Report

We deliver decision-ready outputs with the answer up front.

  • Answer-first narratives with supporting evidence
  • Address counter-arguments and risks proactively
  • LP-ready outputs delivered on your brand
The Why Behind The Why Behind The Why
Why does it matter most?
What should we do about it?
Institutional Quality
Built-in quality control, peer benchmarks, and compliance with institutional standards.
White-Label by Default
Your brand. Your relationship. We operate invisibly behind the scenes.
More Speed, Less Noise
Reports arrive with the question already answered — saving hours of back-and-forth.
Better Decisions
Clearer insights, stronger narratives, and more confident investment decisions.
How It Works

From Intake to Institutional-Grade Output

Our proven workflow combines real estate expertise and AI to deliver institutional-quality reporting—faster, smarter, and at a fraction of the cost.

1
Intake
Securely upload fund data, reports, models, and historical information.
2
Data Processing
Data is cleaned, normalized, validated, and mapped into our portfolio model.
3
Analysis & Insights
AI and real estate professionals generate performance insights and risk intelligence.
4
Draft & Review
Reports are prepared to institutional standards and reviewed by experts.
5
Quality Assurance
Every deliverable undergoes rigorous QA for consistency and accuracy.
6
Output
Receive polished investor-ready materials under your brand.
View Quality Assurance & Institutional Controls
Deliverables

Institutional-Quality Output. Every Quarter.

We build everything your fund needs to show up prepared — so your team focuses on decisions, not assembly.

Annual Investor Meeting Deck

The portfolio's story in the full structured narrative your LPs expect.

Portfolio Watchlist & Action Tracker

Live visibility into portfolio health, with issues flagged and priorities surfaced.

LP Q&A Preparation Guide

Anticipate LP questions with fully worked-through answers and talking points.
What We Do

Outsourced portfolio
management service

Real estate x AI implementation in one institutional-quality package.

Front Office
Real Estate Experts

A dedicated team of professionals with years of experience across Portfolio Management, Asset Management, and Acquisitions at $2-20B AUM firms.

Institutional Judgement
We provide the critical layer of institutional control that generic AI cannot.

AI
Engineers

A production layer built by engineers who have successfully implemented AI solutions at multiple $1B+ revenue firms.

AI Production Layer
A private, secure, high-octane engine built specifically for your real estate data.

Process /
Consulting Experts

Streamlined process mapping led by experts with previous experience at top-tier consulting firms (ex-BCG, McKinsey).

Institutional Quality Control
We map and automate rigor, ensuring perfect consistency and institutional standards.

Decision-Ready Deliverables

We deliver the polished, white-label outputs your LPs and investment committee expect—on your brand.

View All Deliverables

Engagement Model

Engagements are structured as an institutional retainer with defined deliverables and optional extensions based on fund complexity and reporting requirements.

View Engagement Structure
Institutional Deliverables

Everything We Produce For Our Clients

White-label portfolio oversight and investor communications delivered under their own brand.

Manage the Portfolio

Portfolio Oversight & Reporting
  • Portfolio Dashboard
  • Weekly Portfolio Status Report
  • Monthly Portfolio Review Package
  • Quarterly Portfolio Review (QPR)
  • Asset Watchlist
  • Risk Register
  • Debt Risk List + Calendar
  • Capital Deployment Tracker
Investment Committee Deliverables
  • Investment Committee Update
  • Hold / Sell Analysis
  • Major Capital Expenditure Memo
  • Refinance Recommendation Memo
  • Asset Business Plan Update
Asset-Level Reporting
  • Asset Performance Scorecard
  • Variance Analysis Report
  • Leasing Activity Report
  • Construction & CapEx Report
  • Property Manager Performance Review
  • Market Update Report

Communicate with Investors

Quarterly Investor Reporting
  • Quarterly Investor Letter
  • Quarterly LP Report
  • Asset Summaries
  • Market Commentary
  • Capital Account Statements
  • Valuation Summary
  • ESG Update
Annual Investor Reporting
  • Annual Investor Letter
  • Annual Report
  • Annual Valuation Review
  • ESG / Impact Report
Capital Event Communications
  • Capital Call Notice
  • Distribution Notice
  • Transaction Announcement
  • Refinancing Update
  • Material Event Notice
Institutional Controls

Quality Assurance & Institutional Controls

Multi-layer QA process with structured validation of data, logic, and narrative before any LP-facing delivery.

  • Structured QA review against source data, models, and prior reporting periods
  • Cross-check of all key metrics, variances, and narrative claims
  • Logic validation for assumptions, drivers, and reconciliation to underlying systems
  • Senior review layer for material items (performance, risk flags, LP-facing statements)
  • Version control to ensure alignment across internal and LP-facing outputs
All deliverables are provided to the fund manager or designated internal team. Distribution to LPs is managed exclusively by the client in accordance with their internal investor communication protocols.
Engagement Model

How Engagements Are Structured

Front Office Labs engagements are structured to replicate the institutional portfolio management function inside your firm—without requiring internal headcount expansion. Each engagement is designed around a defined base scope of reporting and investor communication deliverables, with optional extensions for investment committee support, valuation, and LP-specific requirements.

Core Institutional Function (Base Engagement)
  • Reporting calendar
  • Quarterly LP reporting
  • LP meeting prep
  • ERISA monitoring
  • Documentation layer

All outputs are white-labeled and delivered to institutional standards as part of your operating workflow.

Scalable Modules
  • Investment committee support
  • Valuation packages
  • Annual meeting materials
  • ERISA compliance support tier (for clients who cross the threshold — incremental structured reporting and side letter management)
  • Specialized LP deliverables
Incremental / Non-Recurring Work
  • Audit support
  • Bespoke LP requests
  • Special analysis outside the reporting cycle
How Engagements Scale

Engagement scope scales based on:

  • AUM size and reporting complexity
  • Number of assets and jurisdictions
  • Frequency of LP and IC reporting requirements
  • Degree of data integration required across systems

Most clients begin with the base institutional function and expand scope as reporting maturity and portfolio complexity increase.

Who We Serve

Purpose-built support for the real estate ecosystem.

1

Real Estate
Private Equity Funds

Our core client. We help fund leadership teams run the portfolio better and stay ahead of reporting and decision-making demands.

  • Strategic Reviews
  • Risk Watch Lists
  • Business Plans
  • Liquidity Forecasts
  • LP Reporting Support
  • Portfolio Dashboards
  • Asset Reviews
  • Hold / Sell Analyses
  • Capital Allocation Decisions
  • Meeting Prep & Q&A Packages
2

Family Offices with
Real Estate Holdings

A flexible offering providing visibility, decision support, and portfolio monitoring tailored to family office needs.

  • Strategic Reviews
  • Risk Watch Lists
  • Portfolio Dashboards
  • Asset Reviews
  • Hold / Sell Analyses
  • Capital Allocation Decisions
  • Leasing & CapEx Reviews
  • Variance Reporting
  • Meeting Prep & Q&A Packages
3

Limited Partners

A focused advisory offering providing an independent view of portfolio management quality and institutional best practices.

  • Portfolio Management Audit
  • Best-Practice Scorecard
About Us

REPE expertise. AI engineers. Top-tier implementation.

Our team has been there. We spent the last decade managing real estate private equity portfolios, serving institutional LPs, and advising funds on operations and strategy.

We've also built and deployed AI systems inside complex organizations.

Our People
Stephanie Sarkar, Head of Real Estate
Stephanie
Co-Founder & Head of Real Estate

Stephanie has 13 years of experience across institutional real estate, spanning portfolio management, asset management, and acquisitions. She has consistently operated at the intersection of investment decision-making and portfolio reporting, where execution work increasingly crowds out judgment.

Most recently, she was a Portfolio Manager and Investment Director at Manulife Investment Management, where she led portfolio performance monitoring and investor reporting across multi-billion-dollar real estate portfolios.

Front Office Labs exists because portfolio managers should spend their time making investment decisions—not assembling reports. She founded the firm to restructure that operating model—separating investment judgment from execution work. It functions as a white-label, AI-enabled portfolio management layer for institutional real estate managers, allowing teams to scale reporting and investor communications without scaling headcount.

Stephanie holds a graduate degree in real estate from New York University’s Schack Institute of Real Estate. She is also the author of Inside Real Estate Private Equity, a TEDx speaker, and a contributor to the Real Estate Private Equity Institute.

Head of AI Systems
Tathagata
Co-Founder & Head of AI Systems

He began his career at Oberoi Realty, one of India’s leading publicly listed real estate developers, working directly with the Chairman and Managing Director on strategic initiatives across large-scale development and capital allocation.

He later joined Boston Consulting Group, where he focused on operating model design, workflow architecture, and process engineering across complex organizations.

Front Office Labs translates real estate portfolio management workflows into reliable, production-grade systems—and Tat leads that transformation. Most recently, as Head of Technology at two organizations, each managing over $1B in assets, he built and deployed production AI systems inside regulated investment environments. That experience directly informs Front Office Labs’ approach to building narrowly scoped, reliable AI agents designed for institutional-grade execution of portfolio management workflows.

He holds an engineering degree and is a graduate of the Indian Institute of Management (IIM) and Harvard Business School. At Front Office Labs, he leads AI systems engineering and execution architecture, ensuring every workflow is designed for accuracy, consistency, and scale.

Aisha
Aisha
REPE Systems & Investment Intelligence
Andy
Andy
Institutional AI & Data Infrastructure
Esther
Esther
REPE Systems & Investment Intelligence
Lidia
Lidia
Institutional AI & Data Infrastructure
Adi
Adi
Process Design & Operating Model Transformation
Mainak
Mainak
Institutional AI & Data Infrastructure
Shashank
Shashank
REPE Systems & Investment Intelligence
McKinsey
BCG
Bain
OpenAI
Anthropic
DeepMind
Manulife
NYU
Harvard Business School
MIT
Stanford
CFA InstituteCharterholder
ARGUSCertified
14
REPE Portfolios Managed
100+
LPs Served
From Practitioners. For Practitioners.

Insights That Shape Performance

Each publication draws on interviews and insights from Managing Directors and senior leaders across institutional real estate firms — synthesized into frameworks that help managers think clearly and act decisively.

The Cognitive Load Problem

Real estate private equity leaders receive more information than ever, yet still spend too much time asking follow-up questions before they can make a decision. This publication explains why AI is the only scalable solution to delivering executive-ready portfolio intelligence.


The Economics of AI-Powered Infrastructure

Real estate private equity firms have historically scaled portfolio management by adding people. This publication examines how AI-powered infrastructure changes that equation, allowing firms to expand capabilities without expanding headcount at the same rate.


The Institutional Reporting Gap

Rising LP expectations and compressed overhead budgets are forcing real estate fund managers to reconsider the traditional reporting model. This publication explains the new institutional standard and how AI makes it operationally possible.


Books rooted in real-world experience.
Frameworks built to perform.
Practitioner Written
Drawn from decades of institutional real estate experience.
Actionable Frameworks
Practical tools for investors, operators, and capital allocators.
Performance Focused
Strategies that reduce risk, improve clarity, and create long-term value.
Executive Summary
Front Office Labs

The New Global Standard for Real Estate Portfolio Management

We partner with real estate investment firms to build portfolio management functions that are more proactive, more intelligent, and more scalable than traditional approaches.

Combining real estate expertise, AI systems, and institutional-grade operating processes, we help leadership teams spend less time managing information and more time making investment decisions.

Who We Serve
Real Estate Private Equity Funds

Portfolio oversight, executive reporting, IC support, and LP reporting infrastructure.

Family Offices

Centralized visibility across complex real estate holdings and operating platforms.

Limited Partners

Portfolio monitoring and investment intelligence across managers.

What We Help Achieve
Better Visibility

See what matters across the portfolio before it becomes a problem.

Better Decisions

Leadership receives organized, analyzed, contextualized information.

Better Scale

Support growing portfolios without continuously adding headcount.

What We Deliver
Executive & Portfolio Management

Dashboards, variance analysis, risk monitoring, covenant tracking, and IC materials.

Investor Reporting Infrastructure

Quarterly reports, commentary, capital event communications, and workflows.

How We Work
Data → Intelligence → PM Layer → Leadership

We combine institutional data infrastructure, AI analysis, portfolio management expertise, and executive decision support.

Why We're Different
Everyone Else Has One Piece.
We Have All Three.
Real Estate Professionals

Portfolio management, asset management, and acquisitions experience.

AI Engineers

Built and deployed AI systems inside complex organizations.

Process Experts

Consultants trained to build scalable operating systems.

The Outcome
A Portfolio Management Function Built For The Next Decade
  • Your leadership team receives answers instead of updates.
  • Your portfolio managers spend more time on decisions and less time assembling information.
  • Your LP reporting becomes more consistent, proactive, and institutional.
  • Your firm operates like a significantly larger organization without adding significant headcount.
Additional Ways We Work Together

Additional Ways
We Work Together

While our primary focus is long-term portfolio management partnerships, we also work with organizations in other ways.

Whether addressing a time-sensitive project, educating investment teams on practical AI workflows, or speaking with executive audiences, these engagements are built on the same institutional approach that defines our core practice.

Executive AI Sessions

Focused, on-demand working sessions to solve a specific, time-sensitive knowledge-work challenge.

  • 2–4 hour sessions on short notice
  • Expert partnership to solve your priority
  • Walk away with completed work
  • Ideal for pressing deadlines and LP needs
Learn More

BetterWork
Real Estate x AI Lab

Interactive workshops designed for team education and capability building—not firm-specific implementation.

  • General AI education and workflow literacy
  • Process & flow training with real-world examples
  • Prompt library building and best practices
  • No implementation or firm-specific work
Learn More

Speaking

Engaging keynotes and executive sessions on AI, real estate, and the future of institutional investing.

  • Custom keynotes and panels
  • Industry conferences and firm events
  • Topics at the intersection of AI and real estate
  • Actionable insights for executive audiences
Learn More
Educate. Empower. Elevate.
Institutional Deliverables

Everything We Produce For Our Clients

White-label portfolio oversight and investor communications delivered under their own brand.

Manage the Portfolio

Portfolio Oversight & Reporting
  • Portfolio Dashboard
  • Weekly Portfolio Status Report
  • Monthly Portfolio Review Package
  • Quarterly Portfolio Review (QPR)
  • Asset Watchlist
  • Risk Register
  • Debt Risk List + Calendar
  • Capital Deployment Tracker
Investment Committee Deliverables
  • Investment Committee Update
  • Hold / Sell Analysis
  • Major Capital Expenditure Memo
  • Refinance Recommendation Memo
  • Asset Business Plan Update
Asset-Level Reporting
  • Asset Performance Scorecard
  • Variance Analysis Report
  • Leasing Activity Report
  • Construction & CapEx Report
  • Property Manager Performance Review
  • Market Update Report

Communicate with Investors

Quarterly Investor Reporting
  • Quarterly Investor Letter
  • Quarterly LP Report
  • Asset Summaries
  • Market Commentary
  • Capital Account Statements
  • Valuation Summary
  • ESG Update
Annual Investor Reporting
  • Annual Investor Letter
  • Annual Report
  • Annual Valuation Review
  • ESG / Impact Report
Capital Event Communications
  • Capital Call Notice
  • Distribution Notice
  • Transaction Announcement
  • Refinancing Update
  • Material Event Notice
Institutional Controls

Quality Assurance & Institutional Controls

Every deliverable is independently validated before release to ensure institutional-grade accuracy and consistency.

"Nothing is released to our clients until numbers, narrative, and drivers are fully aligned."

Multi-layer QA process with structured validation of data, logic, and narrative before any LP-facing delivery.

Engagement Model

How Engagements Are Structured

Front Office Labs engagements are structured to replicate the institutional portfolio management function inside your firm—without requiring internal headcount expansion. Each engagement is designed around a defined base scope of reporting and investor communication deliverables, with optional extensions for investment committee support, valuation, and LP-specific requirements.

Core Institutional Function (Base Engagement)
  • Reporting calendar
  • Quarterly LP reporting
  • LP meeting prep
  • ERISA monitoring
  • Documentation layer

All outputs are white-labeled and delivered to institutional standards as part of your operating workflow.

Scalable Modules
  • Investment committee support
  • Valuation packages
  • Annual meeting materials
  • ERISA compliance support tier (for clients who cross the threshold — incremental structured reporting and side letter management)
  • Specialized LP deliverables
Incremental / Non-Recurring Work
  • Audit support
  • Bespoke LP requests
  • Special analysis outside the reporting cycle
How Engagements Scale

Engagement scope scales based on:

  • AUM size and reporting complexity
  • Number of assets and jurisdictions
  • Frequency of LP and IC reporting requirements
  • Degree of data integration required across systems

Most clients begin with the base institutional function and expand scope as reporting maturity and portfolio complexity increase.