RealWorldAI.ai

Approved FDE field demo · July 24, 2026

Five human-gated AI agents. One $50M finish line.

A proposed operating system for Alan Baggett to source, warm, package, de-risk, and command a commercial-loan pipeline across Okaloosa and Walton counties by December 31, 2026.

Why now

Four signals shape the operating plan.

Verified anchor

$1.04B

Williams International campus

A new supplier and service ecosystem is forming around Shoal River Industrial Park.

Verified context

$46.4M

Quarterly organic community-bank growth

The $50M production goal is material relative to the company’s reported second-quarter organic growth.

Planning inference

12 weeks

Practical selling window

December closings need to reach packaging early enough for underwriting and closing cycles.

Proposed design

5 agents

One accountable funnel

Each agent owns a measurable stage while every consequential action stays with a person.

01 · Pipeline math

The math has to work before the agents do.

Adjust the two largest planning assumptions. The calculator shows the production burden for a 12-week selling window.

Planning model only. Results are rounded up and do not represent credit approval, a forecast, or a commitment to lend.

Your current scenario requires

25closings
100qualified opportunities
9new qualified leads per week
Weighted-pipeline operating floor$75M

Quarterback’s benchmark is 1.5× the remaining production goal.

Base-case close plan

Front-load the funnel. Protect December.

$50M total
MonthClosingsClosed volumeOperating emphasis
August3$6MBuild and qualify
September5$10MBuild and qualify
October6$12MPackage the December book
November6$12MClose and clear blockers
December5$10MClose and clear blockers

02 · The operating system

One funnel. Five distinct jobs.

Each agent owns a measurable stage. Every external action remains under Alan’s control, and every output becomes a teachable FDE artifact.

  1. 01

    Scout

    Market signal and prospecting

    Fill the top of the funnel with 20 or more scored leads each week.

    Core output

    A Monday briefing with source-linked leads, estimated deal size, product fit, timing, and provenance.

    Scoreboard

    ≥20 qualified leads/week · ≥$8M/month entering the funnel

    Human gate

    Alan chooses which leads enter outreach. Scout never contacts anyone.

  2. 02

    Herald

    Outreach and relationships

    Convert signals and community presence into well-prepared first meetings.

    Core output

    Personalized drafts, event briefs, call scripts, and a next-touch plan for every relationship.

    Scoreboard

    ≥10 first meetings/week · 100% meeting prep and follow-up

    Human gate

    Every outbound message remains a draft until Alan sends it.

  3. 03

    Packager

    Deal assembly and pre-underwriting

    Reduce time from handshake to credit committee and improve pull-through with cleaner files.

    Core output

    Product-specific checklists, deterministic calculations, gap flags, and credit-memo skeletons.

    Scoreboard

    ≤10 business days to complete package · ≥50% term-sheet pull-through

    Human gate

    Credit owns every decision. Borrower PII stays inside bank-approved systems.

  4. 04

    Matchmaker

    Incentives and programs

    Screen major deals for guarantees, grants, and other capital-stack options.

    Core output

    A verified-versus-inferred memo covering SBA, USDA, Triumph, state, training, and local programs.

    Scoreboard

    100% of $1M+ deals screened · ≥30% with guarantee or grant pairing

    Human gate

    Program terms are confirmed with primary sources before a borrower sees them.

  5. 05

    Quarterback

    Pipeline command and mentor codex

    Keep the $50M math honest while turning weekly practice into teachable FDE IP.

    Core output

    A weighted-pipeline dashboard, stalled-deal alerts, Friday brief, and weekly playbook chapter.

    Scoreboard

    Weighted pipeline ≥1.5× remaining goal · one playbook chapter/week

    Human gate

    Forecasts stay labeled as estimates. Alan reviews all management reporting.

03 · Priority market

Own the orbit around Shoal River.

Williams International’s investment is not one prospect. The planning thesis is that it creates a wider system of suppliers, subcontractors, machine shops, logistics, equipment, housing, hospitality, and services.

Working capitalEquipment financeCommercial real estateSBA / USDA
Shoal River$1.04BAnchor
SuppliersLogisticsHousingServices

04 · Build order

Ship the scoreboard with the signal engine.

The sequence creates value from week one. Each two-week build can also become a module in Alan’s FDE mentor playbook.

  1. 01

    Weeks 1–2

    Scout + Quarterback

    Start lead flow and the scoreboard on the same day.

  2. 02

    Weeks 3–4

    Herald

    Turn approved signals into prepared relationship work.

  3. 03

    Weeks 5–6

    Packager

    Move faster from interest to a complete, reviewable file.

  4. 04

    Weeks 7–8

    Matchmaker

    Add the program and incentive layer to major opportunities.

Non-negotiable

Human judgment stays in the loop.

Alan approves

Every lead selected and every message sent.

Credit decides

Agents prepare drafts; the bank approves every deal.

Systems protect

Borrower PII remains inside bank-approved environments.

Sources prove

Verified facts stay distinct from planning inferences.

Sources and boundaries

Evidence where possible. Labels where judgment begins.

Public facts are linked below. Market sizing, conversion rates, ecosystem implications, and the $50M production scenario are planning assumptions—not promises or underwriting decisions.

Publication and use disclosure

The project owner confirmed Alan Baggett’s approval and applicable bank marketing/compliance review before public publication on July 24, 2026.

This is a proposed FDE operating design, not an offer to lend, credit approval, financial advice, or a representation that the five agents are currently deployed. All loans remain subject to the bank’s credit and property approval.

Five agents. One accountable funnel.

Prepared through the Good Combinator FDE Program.

Editorial and corrections policy · Corrections and material updates to this demo will be listed through the site’s established editorial process.