Manage housing projects faster with document intelligence

The Dashboard brings project intake, document organisation, and readiness tracking into one place. AI pulls structured data from your term sheets, zoning studies, and underwriting models, flags gaps against your checklist, and waits for an Admin or Project Manager to confirm it before anything counts as final.

3 readiness gaps flagged this week
92
Ready
Live Project Readiness View
6 active developments 3 nearing closing
Missing compliance documents (9)
Fix Now
Fields pending human review (24)
Warning
18 new documents added to intake
Logged
Financing terms extracted
Complete
🤖 Comparing documents against checklist…
The Problem

The paperwork problem behind every housing project

A single project can span years across feasibility, financing, construction, and long-term compliance often passing between teams along the way. Every handoff loses context, and every week without a real system costs hours, and eventually, trust.

Your documents exist. Nobody knows where.

A term sheet is sitting in someone's inbox. The zoning study lives on a shared drive nobody checks daily. The latest underwriting model is three email replies deep. Without one place holding it all, nobody can answer a basic question with confidence what do we actually have, and what's still missing?

Retyping numbers by hand is where errors sneak in

Somebody still has to open every PDF and spreadsheet and manually key figures into a tracker. It's slow, it falls apart once you're juggling more than a couple of projects, and small typos during re-entry snowball into records that quietly contradict each other.

Nobody can point to where a number came from

A figure gets copied into a summary, then into a report, and a few steps later its origin is gone. When someone finally asks where a number came from, the honest answer is usually a guess and a frantic search through old threads.

AI that won't show its work isn't AI you can rely on

Plenty of tools will summarise a document for you without ever showing which sentence or page a value came from. For work that touches compliance or financing, that's a problem you can't stake a decision on an answer nobody can trace back to its source.

Readiness gaps show up at the worst possible moment

Without a structured way to check your paperwork against a checklist, missing items stay invisible right up until a financing closing, an audit, or a construction milestone precisely when a delay costs the most.

Everyone's tracking status in a different spreadsheet

Leadership has one view. Project managers have another. Reviewers have a third. By the time everyone compares notes in a meeting, the picture everyone's looking at is already stale.

The Dashboard was built to close all six of these gaps - without ever taking the human out of the loop.

Features

Built for an audit-ready project

The MVP covers account access, document intake, AI-assisted validation, and a clear dashboard the operating core of The Dashboard. Every workflow is linear and human-reviewed, with no automated approvals or scoring hiding underneath.

Structured Data Extraction

AI pulls the data. A person still signs off.

Upload a term sheet, zoning document, or similar file, and the AI reads it against fixed schemas your team supplies populating project summary fields automatically, with a direct link back to the exact source document for every value. Nothing counts as confirmed until an Admin or Project Manager reviews it.

  • Model-agnostic engine works with OpenAI, Gemini, Claude, or Vertex AI
  • Every extracted value links straight back to its source document
  • A Draft → In Review step stands between extraction and anything final
  • Admins edit prompts & schemas directly no code, no redeploy
Live Extraction Preview
Term_Sheet_MapleCreek_Phase2.pdf  ·  14 fields
PP
Purchase Price
$4.2M Confirmed
CD
Closing Date
03/15/26 In Review
FC
Financing Contingency
Yes Confirmed
Foundation

A dedicated workspace for every project

Every housing development gets its own self-contained workspace documents, extracted data, and reports all living together instead of spread across inboxes, drives, and whoever happens to remember what.

  • Manage projects across every phase, side by side
  • Status badges tell you what's done at a glance
  • Phase and metadata tracked automatically
Intake

Intake that captures context, not just files

Drag in a PDF, Excel, or Word file, tag it on the way in term sheet, zoning study, underwriting model, whatever fits and attach it to a project, phase, and purpose, so every document means something the moment it lands.

  • Drag-and-drop upload for PDF, Excel & Word
  • Format and integrity checks run automatically on upload
  • Secure storage with built-in version history
Readiness & Gap Detection

Gaps surface while there's still time to fix them

The platform checks your uploaded project documents against a checklist you've defined and produces a straightforward gap report no scoring, no ranking, just a clear list of what's missing or doesn't add up.

  • Checklist-driven readiness checks, run on demand
  • Clear status tags: Complete, In Review, Needs Attention
  • Gaps caught early, not during a closing
Dashboard UI

One dashboard, exports in one click

A project list shows what's active, what phase it's in, and where it stands, alongside readable views of extracted data and gap reports and everything exports cleanly to PDF or Word the moment you need it outside the platform.

  • Project list with status, phase & last-updated timestamp
  • One-click export of summaries and gap reports to PDF or DOCX
  • Every upload, AI run & export written to the audit trail
User Management

Access split cleanly, no gray areas

Admins and Project Managers get full run of uploads, extraction, and exports. Viewers see everything they need in read-only mode and nothing more. It's a two-role model by design, with room to add roles later.

  • Two roles for the MVP: Admin/PM and Viewer
  • Accounts created manually by an administrator no open sign-up
  • Role checks enforced at every single route
Infrastructure

An audit trail you can actually hand to an auditor

Every upload, every AI extraction run, and every export gets logged, so compliance reviews and internal audits run on real records instead of anyone's memory. Documents you uploaded and content the AI generated are always kept clearly apart.

  • Application audit log plus CloudWatch / Azure Monitor
  • Secrets held in AWS Secrets Manager or Key Vault
  • Deployed inside a cloud account owned by The Dashboard LLC
Getting Started

From scattered files to a working MVP in three steps

STEP 1

Walk us through how you work

One focused discovery call to pin down your document types, the fields you need extracted, and the checklist that defines "ready" so the build fits your process instead of forcing you into a generic template.

STEP 2

We build your MVP

Fullestop delivers a working platform document intake, AI-assisted extraction, gap detection, and dashboards typically in six to ten weeks, deployed straight into a cloud account owned by The Dashboard LLC.

STEP 3

Test it, tighten it, go live

Your team runs real project documents through the platform, we refine schemas and prompts based on feedback from bi-weekly reviews, and you go live with audit logging active from the very first upload.

Model-Agnostic AI

Built around the AI models you already trust

The extraction engine plugs into a large language model without locking you into one vendor. It works with the major providers out of the box, and administrators can update prompts and schemas without touching code so you can move between models as pricing, accuracy, or your organisation's approved vendor list shifts.

OpenAI / GPT-4o

Reliable, general-purpose extraction across PDF and Word documents

Supported

Google Gemini

Comfortably handles long, multi-page underwriting and financial models

Supported

Claude by Anthropic

A strong choice for nuanced legal and compliance language

Supported

Vertex AI

A natural fit for teams already standardised on Google Cloud

Available
AI Extraction — Term Sheet Review
Document
Term_Sheet_MapleCreek_Phase2.pdf uploaded extraction requested.
AI Extraction
Pulled 14 fields from the document: purchase price ($4.2M), closing date (03/15/2026), financing contingency (yes), and 11 more each one linked to its exact page and paragraph, ready for your review.

Why you can trust this —

Every field the AI pulls links straight back to the exact page it came from in the source document. Nothing is marked Confirmed until a Project Manager has reviewed it that human checkpoint is non-negotiable, by design.

Curious how the dashboard would handle your documents let's show you.

Request a demo no obligation
Who It's Built For

Built for every housing development stakeholder

Whether your team runs one development or a growing portfolio, the same schema-plus-checklist approach flexes to match how you actually document work through feasibility, financing, construction, and years of operations after that.

Housing Developers

Move From Feasibility to Closing Faster

Every development throws off a steady stream of term sheets, zoning studies, and underwriting models. The platform pulls the key figures out automatically and flags what's missing well before a closing date is on the line.

  • Pull terms straight out of lease agreements & term sheets
  • Checklist-driven readiness checks ahead of closings & approvals
  • Gap reports covering zoning and compliance paperwork
Public Housing Authorities & HFAs

Clear Compliance Reviews Without the Backlog

Reading compliance packages clause by clause eats entire days. The platform extracts key terms, dates, and obligations automatically and ties each one back to its exact clause, so verification takes minutes instead of hours.

  • Automatic extraction of clauses, dates & obligations
  • Full traceability back to source for every extracted term
  • Checklist-based compliance gap reporting
CDFIs & Impact Lenders

Underwriting Numbers, Ready to Review

Underwriting calls hinge on figures scattered across spreadsheets and term sheets. The platform pulls those numbers into one consistent schema, so your analysts spend their time reviewing judgment calls instead of retyping data.

  • Pull figures straight from Excel underwriting models
  • Every field mapped to your own lending schema
  • Gap reports run before a file reaches committee
General Contractors & Construction Managers

Keep Construction Paperwork Under Control

Draw requests, inspection reports, and change orders stack up fast once construction starts. The platform extracts the key details automatically and checks each file against your documentation checklist before a draw goes through.

  • Extraction from draw requests & inspection reports
  • Checklist validation ahead of every draw approval
  • A logged audit trail for every document and decision
Asset & Compliance Managers

Long-Term Operations With the Paper Trail Intact

Years of compliance reporting demand accuracy and a record you can actually produce on request. The platform keeps every AI output reviewable and traceable, so nothing enters the record without a human confirming it first.

  • Human review required on every extracted field
  • A complete audit log ready for compliance review
  • Role-based access keeps sensitive records locked down
Syndicators & LIHTC Investors

One View Across Your Whole Portfolio

Tracking readiness across a dozen developments in spreadsheets stops scaling fast. Separate project workspaces, role-based access, and exportable reports give investors a real way to see exactly where every deal stands.

  • Separate, unlimited project workspaces
  • Investor-ready PDF and Word export packs
  • Role-based access built for stakeholder-facing teams
Comparison

The Dashboard vs doing it by hand

Here's what actually changes in time spent, accuracy, and traceability when AI takes the first pass at your documents and your team handles the judgment calls.

Task Doing it manually With The Dashboard
Pulling data from documents Someone retypes figures out of every PDF or spreadsheet AI extracts the fields in minutes; a person confirms them
Keeping documents organised Spread across drives, inboxes, and local folders One workspace per project, tagged the moment it's uploaded
Tracing a number to its source Depends on someone remembering where it came from Every field links to its exact source page
Checking readiness Manually cross-checking documents against a list An automated gap report, generated on demand
Reporting status A new summary deck built from scratch every time A PDF or Word export in one click
Controlling access Everyone shares one drive with the same permissions Role-based Admin/PM and Viewer access
Preparing for a compliance audit Rebuilding a timeline from emails and file history A full audit log, ready to export
Free Resource

The complete project readiness checklist

Every line item below shapes how quickly and how confidently your team can move a housing development forward. The platform handles the ones marked Auto automatically the rest stay exactly where professional judgment belongs.

Extraction & Structure

Documents tagged with type, phase & notes at uploadAuto
Key fields pulled from PDF, Excel & Word automaticallyAuto
Every extracted field linked to its source documentAuto
A consistent schema applied across every documentAuto
A Draft → In Review step enforced before anything is finalAuto
Basic version history kept for every fileAuto
Schema and checklist agreed with your teamManual
Edge-case documents reviewed by a specialistManual

Governance & Reporting

A readiness gap report generated against your checklistAuto
A full audit log covering uploads, AI runs & exportsAuto
Role-based access enforced on every single routeAuto
Secrets held in AWS Secrets Manager / Key VaultAuto
A sign-off process defined for high-stakes decisionsManual
Regular access reviews for Admin accountsManual
Your team trained on the review workflowManual
A retention policy set for exported reportsManual

The MVP automates 10 of the 16 items above with zero scoring or autonomous decisions built in. Tell us about your process and we'll map the rest to it.

Request a demo & see your fit
Implementation Guide

How we roll out The dashboard MVP in six sprints

This is the exact framework Fullestop follows across the six-to-ten-week MVP build from the first discovery call to a live, fully audited environment handed straight to The Dashboard LLC.

SPRINT 1

Map your documents & schema

Lock down the document types, extraction schemas, and readiness checklist your team actually needs before a single line of code gets written, so the platform matches your process from day one.

SPRINT 2

Stand up workspaces & roles

Build the core project structure and the Admin/PM vs Viewer access model, so every document, extracted field, and report has exactly one home and the right people can see it.

SPRINT 3

Wire up AI-assisted extraction

Connect the model-agnostic extraction engine and the Draft → In Review workflow, so every field the AI pulls out gets a human check before it counts as fact.

SPRINT 4

Build the readiness checklist

Turn your checklist into a working gap report that flags missing or inconsistent documents automatically no scoring, no automated approvals, just a clear, actionable list.

SPRINT 5

Switch on dashboards & exports

Give your team a live view of where every project stands, plus one-click PDF and Word exports for stakeholders who don't need platform access at all.

SPRINT 6

Lock in audit logging & hand off infrastructure

Enforce role-based access everywhere, turn on full audit logging across uploads, AI runs, and exports, then hand over complete credentials and documentation to The Dashboard LLC.

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Frequently Asked Questions

The questions every team asks us.

  1. The Dashboard is a purpose-built operating platform for housing developers and other teams running long, compliance-heavy real estate projects. It pulls every project file into a single workspace, uses AI document processing to lift structured details out of PDFs, spreadsheets, and Word documents, and checks that record against a checklist you define so gaps surface early. Every AI-extracted field waits for human sign-off before it's treated as fact.

  2. No that's a hard boundary in how the platform is built. There's no scoring, ranking, or prioritization logic, no automated underwriting calls, and no autonomous recommendations of any kind. The AI's job is limited to reading documents and organizing what it finds; an Admin or Project Manager reviews and confirms every extracted field, with a direct link back to the source page, before it becomes part of your official project record.

  3. The extraction layer is model-agnostic by design, so you're not locked into one vendor. It connects to OpenAI, Google Gemini, Anthropic's Claude, or Vertex AI through a configurable connector, and switching providers is a settings change, not a development project. API credentials are stored securely, with usage tracking and cost controls built into the same layer.

  4. You do. The platform runs inside a cloud environment on AWS or Azure, with every account created and owned under your organisation's name The Dashboard LLC and full credentials handed to you at go-live. Documents, extracted data, and generated reports all live under your cloud account, your access policies, and your backup schedule, not on infrastructure Fullestop retains control of.

  5. PDF, Microsoft Excel (.xlsx), and Microsoft Word (.docx) are all supported from day one, which covers the large majority of term sheets, contracts, financial models, and internal notes that housing teams already work with.

  6. Yes, and that customisation is central to how the platform works rather than an add-on. Both the fields the AI pulls out and the checklist used to flag gaps are fixed schemas your team defines, built around whatever document types matter to you, whether that's term sheets, zoning studies, or underwriting models. An Admin can adjust prompts and schemas directly, with no development work or redeployment required.

  7. Most MVP builds covering document intake, AI-assisted extraction, gap detection, and the dashboard interface reach code complete in six to ten weeks from kickoff, delivered through an agile process with review checkpoints every two weeks. If your schemas or checklists carry unusual complexity, Fullestop flags that during discovery, before any build work begins, so timeline expectations are set upfront.

  8. It takes the documents you've uploaded for a project and checks them against a checklist you've defined, then produces a report listing exactly what's missing or doesn't line up. There's no scoring or ranking involved the goal is simply to put gaps in front of your team early enough to fix them, rather than discovering them during a financing closing or compliance review.

  9. Access is deliberately simple in this build: two roles, both set up manually by an administrator, with no self-service sign-up. Admin and Project Manager accounts can upload documents, run AI extraction, and export reports. Viewer accounts get read-only access to dashboards, extracted data, and gap reports. Additional roles are a later-phase conversation, not part of this build.

  10. Housing development is where The Dashboard started, but the underlying approach fixed schemas plus a readiness checklist works for any long-dated, compliance-driven real estate project, whether you're deep in feasibility, financing, construction, or years into asset operations.

  11. Drive and SharePoint are fine at storing files, but neither one reads the contents of those files, checks them against a checklist, or produces a gap report. The Dashboard sits on top of whatever storage discipline you already have and adds the layer that actually does something with the documents extraction, validation, and reporting.

  12. Every upload, extraction run, human review, and export is written to an audit log automatically, so you have a complete, exportable trail for compliance reviews or internal audits without anyone having to reconstruct history from memory or old emails.

  13. Start with a discovery call with Fullestop. We'll walk through how your team currently handles project intake, lock down your extraction schema and readiness checklist, and put together a fixed-bid plan for an MVP that typically reaches code complete in six to ten weeks.

Ready to turn housing paperwork into decisions?

Talk to Fullestop about building your MVP bringing project documents into one place, automating extraction, and catching readiness gaps before they cost you time or trust. No obligation.

Request a demo book a call
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