AI that knows your funds
Built for Asset Mgmt.

Your firm's history, decision making, & wisdom sits dormant in your files. REMI leverages your existing data to fund AI agents that give your firm unbeatable edge.

Integrations

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01Lightweight Setup

REMI Plugs into Your Existing Stack

Email, spreadsheets, chats, docs, & data rooms feed directly into one layer. REMI organizes that history into structured context your team can use immediately.

No workflow rewrite — keep using your tools BAU

Direct or export-based — clean connectors where available, governed file drops where they are not

Pattern Matching — new opportunities scored against your firm's entire track record

Fund Strategy
Investment Thesis
Projection Models
Assumptions
02Your Playbook, Codified & w/AI

...so that AI conforms to the way you operate.

Every firm operates differently, and REMI picks up on the nuance. Don't worry about brand new strategies or hallucinations - just do what you do, faster.

Learns your logic — understands how your team screens, models, and writes from real deal work

Deploys at scale — applies your strategy across screening, ranking, underwriting, and IC drafts instantly

Improves over time — every new decision and outcome sharpens the playbook further

REMI Agents

Meet the REMI Agents

Each agent owns a real job in the lifecycle. By using your firm's history & decision-making, REMI turns into an Agent-Employee that's faster & more accurate than current workflows.

03
Deal Screening Agent

Evaluate 100% of your pipeline in minutes

Most firms screen 20% of inbound deals manually. REMI applies your IC's judgment to every single opportunity — instantly.

Full-Pipeline Coverageevery deal gets the same institutional-grade analysis

Source-Doc Validationassumptions stress-tested against actual data before IC review

Consistent IC Rubricevery opportunity is ranked against the same underwriting logic

Screening more deals faster means
increasing your surface area of luck

04
Pursuit Agent

Turn every pursuit into a precision operation

From the moment a deal clears screening, REMI tracks broker signals, assembles comp sets, and models bid scenarios — so your team walks into every IC meeting with a clear recommendation.

Hours Back Per Dealbroker intel, comps, and missing data resolved before your team opens the file

Zero Blind Spotsevery data gap flagged and resolved proactively, so nothing surfaces at the last minute

Sharper Bidswin probability and bid range modeled from your firm's deal history, not generic benchmarks

Pursuit Agent
0/5 complete
Project LoneStar
Eastdil · 240-Unit · Multifamily · Phoenix
RecommendationPursue
Win prob
Bid range
DD window
Broker intel collected
3 calls · 2 emails parsed
Done
Comp set assembled
12 comps · 4 submarkets
Done
Missing data resolved
Utility actuals received
Done
Win probability modeled
45% at $42.0M
Done
LOI draft generated
Awaiting IC sign-off
Done
Broker signals suggest closing speed wins over max price — bid at the sweet spot.
05
Due Diligence Agent

Protect capital after the deal goes under contract

Once exclusivity starts, diligence becomes a race to verify reality before the money hardens. REMI coordinates the post-screening process so your team can surface deal-breakers early, quantify every delta, and bring a sharper answer back to IC.

Truth Discoverymarketing claims tested against leases, financials, inspections, and title

Process Controldeadlines, owners, and missing items tracked across every workstream

Close Recommendationthe team ends with a clear proceed, retrade, extend, or terminate view

DD Agent
0/5 verified
Project LoneStar
Eastdil · $42.0M · Multifamily · Phoenix
RecommendationProceed
NOI delta
CapEx adj
Adj. IRR
Awaiting: Property Condition Assessment
Engineer on-site · report pending upload
Human step
Financial verification
T-12 vs bank stmts reconciled
Done
Lease abstraction
38 leases · 4 clause risks flagged
Done
Physical condition
PCA: roof replacement Year-1
Done
Environmental & title
Phase I clear · 1 title exception
Done
Lender DD complete
DSCR 1.21x stress-tested
Done
Δ SummaryIRR 17.1→14.6% · EM 1.9→1.7x · Year-1 CF +$120K→-$45K
Retrade -$650K restores 16.8% IRR. Seller's 1031 deadline creates 70% acceptance probability.
06
Asset Management Agent

Run every asset against the thesis that got it bought

After close, the work shifts from deal analysis to execution monitoring. REMI keeps monthly actuals tied to the original underwriting, flags variance drivers before they compound, and turns operating data into decisions — not just reports.

Automated Monthly Reviewsactuals ingested, normalized, and compared to budget + underwriting the day they land

Risk RadarDSCR, capex burn, rollover exposure, and covenant headroom tracked continuously

Compounding Intelligenceevery month of ownership rewrites the priors used to screen the next deal

AM Agent
0/5 analyzed
Maple Ridge Portfolio
Fund II · 312-Unit · Multifamily · Austin
Month 14On Track
NOI δ
DSCR
Occupancy
Actuals ingestion
March financials normalized from PM
Done
Budget variance analysis
NOI -4.2% vs plan identified
Done
Root-cause diagnosis
Turnover + utilities driving delta
Done
Debt covenant check
DSCR 1.28x · covenant 1.20x clear
Done
Leasing strategy update
Concession +0.5mo to hold 94% occ
Done
Δ vs PlanNOI -4.2% · Rev -1.8% · OpEx +3.1% · Turnover 52% vs 40% budgeted
Turnover velocity is the primary NOI drag. Incentivize PM to cut turn time from 21→14 days; recovers $38K annually.
07
Human-in-the-Loop

AI that proposes. Humans that decide. A system that remembers.

REMI is a centaur system — AI handles the analysis, humans retain every material decision. No autonomous capital commitment, no black-box output. Every recommendation is explainable, every override is logged, and every outcome feeds back into the model.

Governance by Designagents propose, humans approve — binding actions require explicit sign-off

Full Auditabilityevery decision logged with rationale, user ID, and timestamp for IC and LP review

Compounding Trustthe system gets smarter from human overrides, not despite them

Centaur System
0/5 decisions
Project LoneStar · Full Lifecycle
Screening → Pursuit → DD → Asset Mgmt → Exit
ModeHuman-in-Loop
Approved
Edited
Deferred
ScreeningAdvance to Pursuit
IC consensus · 3 min review
Approved
PursuitSubmit LOI at $42.0M
Price → $41.5M · terms accepted
Edited
Due DiligenceRetrade −$650K for roof
Strategy endorsed by IC
Approved
Asset MgmtIncrease concessions 0.5mo
PM notified · effective immediately
Approved
ExitMarket asset in Q3 2027
Revisit post rate decision · 30d
Deferred
Governance5 decisions · 0 autonomous · 100% human-approved · avg 4 min review
Every decision logged with rationale, user ID, and timestamp. LP-ready audit trail generated automatically across the full lifecycle.

REMI looks at deals & funds holistically, not just via Excel. AI in Excel is great, but they're missing the context trapped in PDFs, the , & the history in your firm's memory.

With REMI, we stitch everything together so AI can help you in & out of spreadsheets.

The REMI Platform

From institutional memory to institutional intelligence.

One platform that connects your data, compounds your knowledge, and delivers analyst-grade work — autonomously.

Start in Shadow Mode.
See what REMI catches — before you commit to anything.

REMI runs alongside your existing workflow without changing a thing. Every deal you review, it screens in parallel — surfacing what it would flag, score, and escalate. See the value before you deploy.

Zero RiskInstant VisibilityNo Disruption
Generic AI

Stateless

Starts from scratch every session

Context-blind

No memory of your firm, deals, or history

Human-directed

You prompt — it responds — you do the work

vs
REMI

Built on context

Every deal, doc, and decision your firm has ever made

State-aware

Each session builds on everything that came before

Autonomous

Runs 24/7 — no prompting required

Human in the loop

You approve outcomes — you don't direct every task

Every Deal. Every Decision.

Institutional Memory

Every deal screened, every IC decision, every override — ingested, connected, and compounding.

Always On

Deal Coverage

Every deal screened. Nothing slips through.

Generic AI starts from zero. REMI starts from every deal your firm has ever done.

Every deal you've screened, every IC decision, every market thesis, every override — connected and compounding. New opportunities are analyzed through the lens of everything your firm already knows.

REMI — Deal Intelligence

Scattered Inputs

OM.pdf
Eastdil Secured
RentRoll.xlsx
240 units
Broker email
pricing + process
Yardi actuals
operating history
IC memo
Fund III history
Asset note
manager commentary

Your Firm's Deal Memory

Eastdil Secured

240 Unit Multifamily

Phoenix, AZ

New Deal
Institutional Context Attached
Fund IV match3 prior compsYour IC criteria
Record
Single source of truth
Priors
Past decisions linked
Agents
Share firm context
Ingest sources
Match to your history
Power every agent
Agent Tasks2/5 done
Parse OM & rent roll
Match to Fund IV criteria
Pull 3 prior comparable deals
Generate screening memo
Route to analyst queue

Showing tasks for 240 Unit Multifamily

Integrated with your back office

REMI works with all the systems you use.

No migrations. No platform changes. Fast direct connectors, plus export-based paths for tougher systems.

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Built for enterprise.Secured by design.

Your data is your competitive advantage. REMI treats it that way. Enterprise-grade encryption, strict tenant isolation, complete audit trails, and explicit data governance terms defined contractually.

GDPR AlignedEncrypted at RestEncrypted in TransitRole-Based Access

End-to-End Encryption

AES-256 encryption at rest and TLS 1.3 in transit

Single-Tenant Available

Dedicated infrastructure for enterprise deployments

Data Governance by Contract

Data handling and model usage terms are defined in customer agreements

Full Audit Trails

Complete visibility into every action and query

Living Firm Brain

REMI builds a persistent knowledge graph of every deal, decision, and outcome your firm has ever touched. Not file storage — connected intelligence that grows smarter with every transaction.

Continuous Operations

REMI runs 24/7 without waiting for prompts. It flags assumption drift, surfaces risks from past deals, drafts memos as deals evolve, and chases unanswered diligence questions — automatically.

Humans as Approvers

AI proposes, you dispose. Every number is source-cited (page 42, cell B7). Every action is logged. Nothing ships without your approval. You wouldn't let AI file your taxes without checking — same rigor here.

The REMI Operating Model

Not a tool.
An operating brain.

1

Intake

Read emails and documents across thousands of pages at once

2

Reason

Apply the rules specific to your business

3

Act

Take actions in the same way your team does via web or APIs

The longer you use REMI, the smarter it gets.

Every deal reviewed, every decision made, every outcome recorded — REMI builds institutional memory that compounds over time. Your firm's knowledge becomes its competitive moat.

01Learns your buy-box
02Knows your IC dynamics
03Flags repeated mistakes
04Becomes institutional memory

Built by people who have shipped inside the world's top tech and financial institutions.

We've come from the top tech and financial institutions in the world to build the intelligence layer capital markets have been missing: AI-native workflows grounded in institutional context, controls, and decision quality.

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Our Founder

Nadi Haque

Nadi Haque

Former IBM Global Financing + Watson AI, Point72, SMBC · Building REMI full-time

LinkedIn

Why Now

AI can now handle knowledge work that was impossible 18 months ago. Coding fell first. Operations is next.

Firms that adopt AI-native operations now will compound an intelligence advantage that late movers can never catch up to.

Now Accepting Applications

Founding Design Partners

REMI is selecting 3–5 mid-market RE investment firms for the inaugural pilot cohort. No customers yet — be the first to shape the product. Founding partners get hands-on involvement in product direction, priority support, and preferential pricing locked in permanently. Pricing discussed on the call. Founding partners lock in rates permanently.

Shape the Product

Direct input on features, workflows, and roadmap priorities.

Priority Support

Dedicated onboarding, a direct line to the founder, and fastest SLAs.

Permanent Pricing

Founding partner rates locked in — regardless of future price increases.

Your firm learns once. REMI remembers forever.

Your firm should only have to learn lessons once