SwarmCore
CRE Micro-Domain
Your CRE firm doesn't need one magic agent.
It needs a 4B junior that handles intake, pipeline, and prep — and a 9B senior that handles deal judgment, lender fit, and escalation. The principal keeps final authority on risk, relationships, and capital. That is exactly how your shop already works. SwarmCore mirrors it.
Intelligence Graph
How tasks route through the stack.
Click any node to inspect what it handles, what it produces, and where authority flows.
6 inputs
4 junior agents · 4B
2 specialists
4 senior agents · 9B
1 principal authority
Input signal
4B Junior agent
Domain specialist
9B Senior agent
Principal authority
4B Junior Agent
The work that clogs the day — handled.
Think of the junior agent like a strong analyst, coordinator, and associate support layer running 24 hours a day. It handles the repetitive, time-consuming, high-volume work so your team doesn't have to.
Capital Markets
deal intake · packaging
What the junior agent does
Ingests a new opportunity from email, broker OM, Dropbox link, or call notes
Extracts borrower, sponsor, asset type, location, loan request, NOI, occupancy, DSCR, leverage, and timeline
Normalizes messy broker packages into a structured deal card
Updates the pipeline and CRM with clean, structured fields
Drafts the first lender summary
Drafts first-pass lender outreach lists based on asset type and deal shape
Flags missing items — rent roll, T12, org chart, trailing occupancy, borrower financials
Real value
45 minutes of cleanup becomes 3 minutes of review.
Instead of a human retyping and cleaning a broker package, the junior agent gets it into the system and gives the team a clean starting point.
+More deal flow processed
+Less analyst drag on intake
+Fewer missed data points
+Cleaner pipeline from day one
Leasing
abstraction · date tracking
What the junior agent does
Reads inbound leasing emails and classifies by prospect, existing tenant, landlord, broker, legal, or vendor
Pulls key terms from LOIs, lease abstracts, amendments, notices, and estoppels
Compares draft lease language against your standard clause library
Surfaces every critical date — rent commencement, expiration, options, notice windows, TI obligations
Updates the lease database with extracted terms
Drafts the first abstract or first response
Real value
The firm stops losing money on missed details.
The junior agent is a systematic reader — it does not get tired, skim, or miss a notice date buried on page 38.
+No missed renewals or option windows
+No sloppy abstracting from stale PDFs
+Less time digging through email chains
+Lease database stays current
Email
triage · routing · drafts
What the junior agent does
Monitors inbound email and tags by urgency, deal, tenant, lender, legal, asset, and region
Drafts replies for routine correspondence
Summarizes long threads into a single clean read
Pulls action items and open asks from every thread
Logs the thread to the right deal, contact, or property record
Escalates only what actually matters to the senior layer
Real value
Instead of reading 80 emails to find 6 that matter — you get 6.
The CEO and senior team receive a clean queue, draft replies, flagged risk items, thread summaries, and tracked action items. That is real operational leverage.
+No inbox triage for the senior team
+Drafts ready to review, not write
+Action items don't fall through threads
+Every thread logged to the right record
Database & CRM
records · enrichment · hygiene
What the junior agent does
Keeps deal, contact, and property records clean and current
Updates pipeline stages as deals progress
Enriches contact and property records from emails, docs, and call notes
Links documents, emails, and files to the right deal
Extracts structured data from PDFs and emails into searchable fields
Identifies incomplete records and stale opportunities for review
Real value
The database becomes a living system instead of a graveyard.
Most firms lose time because their internal system is half-dead. The junior agent turns it into the firm's operational memory.
+Reporting you can trust
+Lender targeting from real data
+Historical search that actually works
+Institutional memory that survives turnover
9B Senior Agent
The judgment work. Done before you sit down.
The senior agent is not there to do volume. It is there to do judgment. Think of it like a strong VP, director, or capital markets lead — reviewing the junior's output and forming the actual recommendation.
Capital Markets
deal review · lender strategy
What the senior agent does
Reviews the structured deal card from the junior agent
Decides whether the deal is actually financeable at the stated terms
Identifies the right lender buckets — bank, debt fund, CMBS, life co, agency
Spots structural issues: weak sponsor story, DSCR pressure, rollover risk, occupancy concentration, bad use of proceeds framing, bridge vs perm mismatch
Rewrites the lender narrative so the deal is positioned correctly
Recommends path: send · hold · repackage · request more docs · decline
Real value
Better judgment before a human wastes time or reputation.
The senior agent protects the firm from blasting the wrong lenders, presenting weak packages badly, or chasing dead deals too long.
+Lender outreach is targeted, not scattered
+Structure issues caught before the call
+Lender story positioned for the right audience
+Dead deals killed early, not late
Leasing
lease risk · strategy notes
What the senior agent does
Reviews non-standard lease language flagged by the junior
Compares landlord vs tenant risk in economic and operational terms
Spots hidden issues that look like boilerplate but carry commercial consequences
Flags what should go to outside counsel, internal legal, asset management, or the principal directly
Drafts strategy notes — not just clause summaries — on what to fight for and what to give
Real value
Protects economics and risk posture on every lease.
The senior agent helps the firm answer what is normal, what is dangerous, what is worth fighting over, and what is not worth slowing the deal for.
+Lease economics reviewed before signing
+Escalation decisions made early
+Outside counsel used only where it matters
+Strategy, not just clause summaries
Email & Communications
high-stakes outbound · positioning
What the senior agent does
Reviews high-stakes outbound before it goes — lender positioning, sponsor updates, tenant notices
Handles sensitive situations: bad news delivery, deal re-trades, lender pushback, tenant disputes
Turns a messy issue into a clean executive recommendation the principal can act on
Identifies political and relationship risk in proposed communications
Drafts the harder messages — the ones where tone, timing, and framing matter
Real value
This is where relationships are protected or damaged.
The senior agent helps the firm communicate with clarity, strategy, and tone discipline — not with emotion, urgency, or reactive instinct.
+High-stakes messages reviewed before sending
+Relationship risk identified in advance
+Issues turned into structured recommendations
+Less reactive, more strategic outbound
Pipeline & Operating Intelligence
pattern · strategy · prioritization
What the senior agent does
Reads the full body of firm memory — deals, tenants, lenders, issues, outcomes
Identifies patterns across deals: which lenders close, which deal types stall, which tenants escalate
Recommends pipeline prioritization based on deal quality, timing, and lender fit
Surfaces weak spots in the firm's process before they become problems
Turns raw records into decision support — not data storage, decision intelligence
Real value
The junior gives you data hygiene. The senior gives you operating intelligence.
The system stops being a storage layer and becomes a decision layer — surfacing what matters, when it matters, with a recommendation.
+Pipeline prioritized by real signal, not feel
+Lender patterns visible across the firm
+Process gaps caught before they repeat
+Institutional knowledge becomes queryable
Principal · MD · CEO
You receive the brief, the risk, and the choices. You make the call.
The principal is not there to answer random AI questions all day. The principal is there to make final decisions on risk, relationships, and capital. The system should bring them a prepared package — not raw noise.
Without SwarmCore — what the CEO does
✗ Inbox triage — reading 80 emails to find 6
✗ Deal cleanup — normalizing messy broker packages
✗ Lease scanning — reading PDFs to find notice dates
✗ CRM hygiene — chasing stale records and missing fields
✗ First-pass lender thinking — asking who should we call
✗ Chasing missing docs from brokers and borrowers
✗ Re-reading long threads to understand where things stand
With SwarmCore — what the CEO receives
✓ Prepared deal brief — structured, clean, actionable
✓ Clean escalation memo — the issue, the options, the recommendation
✓ Risk summary — what matters and why
✓ Draft communications — ready to approve or edit, not write
✓ Prioritized pipeline — which deals to move and which to cut
✓ Flagged exceptions — only what actually requires a decision
✓ The call to make — not the research to do
The division of labor
Simple. Clear. Already how your shop works.
Junior
4B model · volume
"Do the work that is high-volume, repetitive, and structureable."
Intake and extraction
Classification and routing
Summaries and first drafts
Database and CRM hygiene
First-pass packaging
Senior
9B model · judgment
"Do the work that requires judgment, framing, prioritization, and escalation."
Deal strategy and lender fit
Lease risk and positioning
Go / no-go guidance
High-stakes communications
Operating intelligence
Principal
You · final authority
"Retain final authority over money, reputation, legal exposure, and firm direction."
Approve deal strategy
Approve lender approach
Approve major communications
Approve tenant and legal stance
Make capital decisions
Why it matters
What the firm actually gets.
More speed
More deals processed without adding coordination headcount. The junior runs volume while your team focuses on decisions.
Better quality
Cleaner data, cleaner packages, cleaner communication. The senior reviews before the package goes out. Every time.
Less executive drag
The CEO stops doing inbox triage, deal cleanup, and CRM hygiene. They receive a brief, make the call, and move on.
Institutional memory
The firm stops forgetting what happened on prior deals, lenders, tenants, and issues. The system remembers so the team doesn't have to.
Build this for your firm
We build and manage the full stack.
You keep the authority.
Swarm & Bee deploys the junior and senior layer on sovereign compute — your hardware, your data, your boundaries. We run the evaluation process. You keep final authority on every decision that matters.