TFSF Ventures
Platform Architecture
Build Spec v1.0 · Confidential
TFSF Ventures FZ-LLC
License 47013955
RAKEZ · Ras Al Khaimah · UAE
Built For
Synergy Development LLC
Park City, UT · Santa Barbara, CA
Stack
Pulse AI · React · TypeScript
Supabase (DB + Auth + Realtime)
Vercel (Hosting + Cron + Edge)
FireCrawl + Perplexity Sonar
ATTOM + FDIC + County APIs
Version 1.0 · March 2026
Build Kickoff: April 9, 2026
Live Target: May 9, 2026
Confidential
Platform Architecture · Build Specification · v1.0

Flex Industrial
Intelligence.

A five-agent autonomous platform built on Pulse AI — designed to source, underwrite, and pipeline distressed flex industrial properties across 11 Western states. One operator. One dashboard. Continuous deal flow.

5
Agents
11
States
24/7
Surveillance
1
Operator
02 — Agent Architecture

Five-Agent Intelligence Engine

The platform operates as a five-tier agent system. Each agent runs independently on scheduled intervals, writing structured outputs to a shared Supabase database. The Deal Orchestration Agent sits on top — aggregating, scoring, and surfacing actionable leads to the operator dashboard. Every agent action is logged, auditable, and subject to human override. No agent can commit capital, send external communications, or execute transactions without human approval.

One-Operator Model: The entire system is designed to be managed by a single person. The operator logs in each morning, reviews the overnight pipeline, approves or rejects flagged leads, triggers outreach sequences, and extracts deal briefs. That's it. The agents do the sourcing, the underwriting, and the pipeline management — the human makes the decisions.

03 — Scout Agent

Market Surveillance & Lead Generation

AGENT 01 Scout Agent Runs every 2 hours · 24/7
Continuously monitors every public data source across all 11 target states for qualifying flex industrial opportunities. Generates structured lead records categorized as Building (A), NPL (B), or Land (C). Deduplicates against existing pipeline. Scores raw leads on a 0–100 scale before passing to the Underwriting Agent.
County Recorders FDIC Call Reports LoopNet ATTOM Data CREXi Ten-X Bid4Assets MLS Commercial Court Records (FireCrawl) Foreclosure Notices NODs REO Transfers Perplexity Sonar

How It Works

The Scout Agent runs as a Vercel Cron Job triggering a serverless function on a 2-hour cycle. Each cycle, it queries ATTOM and FDIC via their REST APIs and scrapes listing platforms (LoopNet, CREXi, Ten-X, Bid4Assets) and county recorder sites via FireCrawl. Most commercial listing platforms do not offer public APIs — FireCrawl handles JavaScript-heavy pages, dynamic content, and anti-bot protections automatically. Raw results are parsed, normalized, and deduplicated against the leads table. Qualifying properties — those matching the geographic, size, zoning, and category filters from your business plan — are scored and inserted. Non-qualifying results are logged but not surfaced.

The agent monitors lis pendens filings, notices of default (NODs), and REO transfers across county recorder systems — these are the earliest signals that a property may become available at distressed pricing, often months before it hits any broker listing.

04 — Underwriting Agent

Automated Financial Analysis

AGENT 02 Underwriting Agent Triggered on new leads · Real-time
Triggered automatically when the Scout Agent inserts a new lead. Pulls in available financial data — rent rolls, T-12 operating statements, tax records, lease abstracts — and runs a standardized underwriting model. Outputs a scored deal brief with DCF, cap rate analysis, replacement cost comparison, and a confidence interval. Flags assets meeting your return thresholds for human review.
ATTOM Data County Tax Records ATTOM Comps Rent Rolls T-12 Statements Lease Abstracts

Underwriting Model

Every qualifying asset is evaluated against the same rigorous rubric — no deal gets missed because an analyst was busy, and no deal gets over-priced because of enthusiasm or fatigue. The model runs DCF projections using submarket rent data from property listings and ATTOM comparable sales, cap rate analysis benchmarked against trailing 12-month comps in the same MSA, and replacement cost comparisons to establish downside protection. Each deal brief includes a confidence score (0–100) based on data completeness and model sensitivity.

Category A (Buildings): 20–40% below replacement cost target. Category B (NPLs): 55–70¢ per $1 UPB target. Category C (Land): 30–50% below land comps target. These thresholds are configurable by the operator at any time.

05 — Bank Outreach Agent

NPL & REO Relationship Development

AGENT 03 Bank Outreach Agent Quarterly scan · Weekly outreach
Builds and maintains a ranked watchlist of FDIC-supervised banks and credit unions across all 11 target states — starting with the highest CRE-concentration institutions and expanding over time. Monitors quarterly FFIEC call report data for CRE loan delinquency spikes. When a bank's commercial portfolio deteriorates past a configurable threshold, the agent drafts personalized outreach — queued for human approval before sending — targeting special assets officers, workout departments, and bank CEOs.
FFIEC Call Reports FDIC Problem Bank List OCC Enforcement FDIC BankFind Bank Websites Resend (Delivery) Perplexity Sonar

The Relationship Flywheel

Bank NPL acquisition is a relationship business — this agent systematizes it without removing the human element. When a bank's CRE delinquency rate crosses your threshold, the agent identifies the right contacts, drafts personalized outreach referencing their specific portfolio data, and queues it for your approval. You review, edit if needed, and hit send. The agent tracks responses, manages follow-up cadences, and builds a CRM of institutional relationships that compounds over time.

Once a bank experiences a smooth, professional transaction with Synergy, they become a repeat seller. The agent ensures no relationship goes cold and no follow-up gets missed — that's the moat competitors can't replicate quickly.

06 — Zoning & Entitlement Agent

Land Opportunity Identification

AGENT 04 Zoning & Entitlement Agent Nightly scan · All 11 states
Integrates with county GIS databases, municipal zoning maps, and parcel databases to continuously scan for qualifying development sites. Identifies I-1/I-2 and flex-zoned parcels of 5+ acres within target MSAs, cross-references with FEMA flood maps, utility service areas, and traffic count data near interstate interchanges. Flags tax-delinquent and distressed parcels. Auto-generates site briefs for each qualifying parcel.
County GIS Municipal Zoning Parcel Databases FEMA Flood Maps Utility Service Maps Traffic Count Data Tax Delinquency Records

Site Brief Output

For each qualifying site, the agent auto-generates a structured site brief containing: parcel ID, ownership history, current zoning designation, acreage, proximity to nearest interstate interchange, existing utility connections, FEMA flood zone classification, tax status, and estimated market value based on recent land comps. The brief is designed for rapid human review — everything an acquisitions director needs to decide whether to pursue, in one document.

07 — Deal Orchestration Agent

Pipeline Management & Escalation

AGENT 05 Deal Orchestration Agent Continuous · Real-time pipeline
The master coordination layer. Aggregates outputs from all four sourcing agents into a unified deal pipeline. Applies a weighted scoring rubric (configurable by the operator). Schedules human review for assets scoring above threshold. Generates LOI drafts, deal memoranda, and broker communications on demand. Tracks all deal activity, manages follow-up cadences, and provides pipeline analytics.
All Agent Outputs Scoring Rubric LOI Templates Follow-up Engine Pipeline Analytics

Pipeline Stages

Every lead flows through a structured pipeline: Sourced → Screened → Underwritten → Review → Outreach → LOI → Under Contract → Closed. The operator sees exactly where every deal sits, what the next action is, and who's responsible. Stale leads get flagged automatically. The agent generates weekly pipeline reports summarizing new leads, stage transitions, and conversion metrics.

08 — Operator Dashboard

What One Person Sees Every Morning

The entire platform surfaces through a single web-based dashboard. The operator — one person — logs in each morning and sees everything that happened overnight across all 11 states, all 5 agents, and all 3 asset categories. No training required beyond the initial walkthrough. The dashboard is designed for decisions, not data exploration.

📊
Pipeline Overview
Total active leads by category and stage. New overnight leads highlighted. Stale deals flagged. One-click drill-down to any deal brief.
🔔
Action Queue
Items requiring human decision: outreach approvals, LOI reviews, high-score leads waiting for review. Sorted by priority score.
🏦
Bank Relationship CRM
FDIC-supervised institutions ranked by CRE distress level. Contact history, outreach status, response tracking. Next-touch recommendations.
📈
Agent Performance
Leads generated per agent, conversion rates, data source quality, false positive rates. Weekly trend lines for calibration.
📄
Deal Briefs & LOIs
One-click generation of deal memoranda and LOI drafts from any qualifying lead. Populated with underwriting data automatically.
🗺️
Market Map
Geographic visualization of all active leads across 11 states. Filter by category, score, stage, and MSA. Heat map overlay for distress concentration.
09 — Technology Stack

What's Under the Hood

LayerTechnologyPurpose
AI EnginePulse AI (Claude Sonnet / Opus)Agent reasoning, underwriting analysis, outreach drafting
FrontendReact · TypeScript · Tailwind CSSOperator dashboard, deal briefs, pipeline views
BackendSupabase (PostgreSQL + Auth + Realtime)Database, authentication, real-time pipeline updates
HostingVercel (Edge Functions)Deployment, serverless agent execution, CDN
Property DataATTOM Data APIComps, property records, tax data, ownership history
Regulatory DataFDIC · FFIEC · OCCBank call reports, problem bank list, enforcement actions
GIS / ZoningCounty GIS APIs · FEMAParcel data, zoning maps, flood zones, traffic counts
Web DataFireCrawl APIStructured scraping — listings, court records, county data
ResearchPerplexity Sonar APIReal-time web research — market intel, bank news, regulatory changes
EmailResend (transactional + outreach)Bank outreach delivery, operator notifications
Contact EnrichmentFDIC BankFind · FireCrawlBank officer identification via public filings and institutional sites
Version ControlGitHub (private repo)Source code, deployment pipeline, audit trail
10 — Infrastructure

Monthly Operating Costs

The infrastructure fee is a direct pass-through of third-party costs. TFSF does not mark up any service. Synergy receives a monthly itemized invoice showing exactly what each line item costs. The total will vary slightly based on agent activity volume, but the estimate below reflects steady-state operations across all 11 states.

ServiceMonthly Est.Notes
Vercel Pro$20Hosting + edge functions + CDN
Supabase Pro$25Database, auth, realtime subscriptions
Pulse AI Compute$150–250Agent reasoning — scales with lead volume
ATTOM Data API$95–250Property comps, tax, deeds, valuations, AVMs
FDIC / FFIEC / County$0Public regulatory + recorder data — free
Resend$20Outreach email delivery
FireCrawl$83100K pages/mo — scrapes listings, records, filings, public data
Perplexity Sonar$50–100Real-time web research for agents — market intel, bank news
Domain + DNS$2Custom domain for operator dashboard

Estimated Monthly Total: $445–$730 — depending on data volume and agent activity. Pulse AI manages every service listed above inside a single platform. Synergy does not need to create accounts with any of these providers, manage any API keys, or touch any external systems. Everything runs inside the engine. Your team gets one URL — a single login — where anyone on the team can access the dashboard, review leads, approve outreach, extract deal briefs, and monitor agent performance on a daily basis. One URL. Nothing else to manage.

11 — Build Cost

What This Would Cost — And What It Costs You

This is a full-stack autonomous intelligence platform with five specialized agents, custom integrations with 10+ data sources, a complete operator dashboard, and a bank relationship CRM. Here's what a build like this costs on the open market — and what it costs Synergy.

ComponentMarket RateSynergy Cost
Platform Architecture & Design$15,000$0
Scout Agent (12 data source integrations)$25,000$0
Underwriting Agent (DCF + comp models)$20,000$0
Bank Outreach Agent (CRM + FFIEC integration)$18,000$0
Zoning & Entitlement Agent (GIS + parcel data)$15,000$0
Deal Orchestration Agent (pipeline + LOI engine)$12,000$0
Operator Dashboard (full React app)$20,000$0
Testing, QA, & Deployment$8,000$0
Total Build$133,000$0

TFSF Ventures absorbs the entire build cost. Synergy pays only the monthly infrastructure pass-through (~$350–$500/mo) once the platform is live. That's it.

12 — 30-Day Build Timeline

From Kickoff to Live Operations

Week 1 · April 9–15
Architecture & Data Integration
Deploy Pulse AI agent framework. Stand up Supabase database schema (leads, banks, parcels, pipeline stages, agent logs). Integrate ATTOM Data API, FDIC call reports, and priority-state county GIS systems (AZ, NV, CO, UT, OR). Build the bank contact CRM structure.
Week 2 · April 16–22
Agent Build & Shadow Mode
Build all five agents. Run in shadow mode — generating leads and underwriting analyses without sending any outreach — to calibrate accuracy, tune scoring thresholds, and reduce false positives using real market data. Refine the underwriting model against known comps.
Week 3 · April 23–29
Dashboard & Workflow
Build the full operator dashboard — pipeline views, action queue, bank CRM, deal brief generator, market map. Configure the weighted scoring rubric to match your acquisition criteria. Integrate LOI template engine. Set up escalation rules and notification preferences.
Week 4 · April 30–May 9
Go Live
All five agents go live across 11 states. Begin formal bank outreach program (with human approval on every send). First qualified leads delivered to the pipeline. Dashboard access granted. Operator walkthrough completed. May 9 — platform fully operational. Ongoing monthly infrastructure billing begins.
13 — Daily Operations

What Running This Looks Like

This is built so one person can run the entire acquisition intelligence operation. Here's what a typical day looks like for the operator:

Morning (15–30 minutes)

Log into the dashboard. Review overnight leads — the Scout Agent has been running every 2 hours across all 11 states while you slept. Check the Action Queue for items flagged for human review: high-score leads that need a decision, bank outreach drafts waiting for approval, LOI templates to finalize. Approve, reject, or edit as needed.

Midday (10–15 minutes)

Check the Bank Outreach Agent for any responses to morning sends. Review any new underwriting briefs the Underwriting Agent generated on leads that came in since morning. Glance at the Market Map for geographic concentration trends.

End of Day (5–10 minutes)

Review pipeline movement — what moved stages, what went stale, what needs follow-up. The Deal Orchestration Agent has already flagged stale items and queued follow-up reminders. Clear the queue and log off. The agents keep running overnight.

Total daily operator time: 30–60 minutes. The rest of the day, the agents are sourcing, underwriting, monitoring banks, scanning parcels, and managing the pipeline autonomously. One person is doing the work that would traditionally require a team of 4–6 acquisition analysts, researchers, and relationship managers.

14 — The Ask

What This Costs You

TFSF Ventures builds this entire platform at zero cost to Synergy. There's no invoice for the build, no equity component, and no revenue share on acquisitions. The only ongoing cost is a monthly infrastructure pass-through (~$450–$730/mo) covering third-party hosting, data subscriptions, and compute — billed at cost, no markup. You'll get an itemized invoice every month showing exactly where every dollar goes.

If down the road you find the platform valuable — if it's saving your team time, surfacing deals you wouldn't have found, and compressing the work of several people into one dashboard — we'd appreciate the opportunity to be introduced to others in your network who could benefit from the same kind of build. Your platform becomes the working proof of what we do, how fast we do it, and how much effort, time, and money it saves. That's the best referral we could ask for.

$0
Build Cost
~$500
Avg Monthly Infra
$0
Revenue Share
$0
Equity