Private AI Deal Team & Recast Engine — Agentic Desk Solutions

Private AI Deal Team

From raw deal files to a reviewable financial recast.

Five specialized AI roles take the work from financial-record organization through forensic review, diligence investigation, buyer-economic treatment, and fixed recast construction. Your team reviews the finished result in the Results & Review Desk, where every important number can be followed back through the decision, investigation, and source evidence behind it.

The deal team does the work. Your team reviews the result.

The roles

Each role owns one job and has a clear boundary.

Financial Records Accountant

Takes every record — PDFs, spreadsheets, tax returns, statements, schedules, scans, exports, inconsistent labels, multiple entities — reads it all, identifies what exists, organizes entities, accounts, and periods, reconciles overlapping evidence, flags gaps and unreadable pages, preserves every value's source reference, and produces a complete, organized, source-traceable financial workbook that any accountant, analyst, or AI employee can work from. Also available on its own →

Produces: the organized, source-traceable financial workbook.  Never: invents a value the source doesn't support.

Forensic Accountant

Establishes what is defensible to analyze: which entities belong in scope, whether the records support standalone or consolidated views, which periods are supportable, and where the fiscal boundaries fall. It maps the full account-by-period record and identifies, with source citations, exactly what deserves investigation.

Produces: evidence-anchored questions for investigation.  Never: claims a period the records don't support — it tells you exactly what information would be needed to support it.

Diligence Investigator

Investigates each question against the evidence: support, contradiction, recurring or not, related parties, source conflicts, the quantifiable amount, missing support. Records a supported finding for every question.

Produces: established findings, with supporting evidence, counterevidence, amounts, and anything still missing named.  Never: decides the buyer's economic treatment.

QoE Analyst

Decides what a buyer should economically do with established facts: approve, reject, or modify each candidate adjustment; recurring versus non-recurring; replacement compensation; market rent. Where public information is needed, it uses sanitized public research — queries that carry no confidential data.

Produces: recorded economic decisions for each supported adjustment or normalization issue.  Never: performs the accounting arithmetic.

Recast Engine

Builds reported → adjusted financials using fixed, repeatable calculations: EBITDA and adjusted EBITDA, standalone and consolidated views, eliminations, and reconciliations — with every important figure traceable to its supporting record and recorded decision.

Produces: the versioned financial recast.  Never: exercises judgment.

Recast Engine

Fixed, repeatable calculations. Same approved inputs and decisions, same recast, every time.

The engine builds; it does not decide. Every adjustment it applies comes from a recorded economic decision by the QoE Analyst or an authorized reviewer. The engine records which decision and which result version produced every number.

Reported → adjusted

From the workbook to the adjusted view

Every step from the organized workbook to the adjusted financials is preserved and inspectable.

EBITDA

EBITDA and adjusted EBITDA

With each adjustment listed, sourced, and versioned — nothing applied without a recorded economic decision.

Views

Standalone and consolidated

Entity views with eliminations and reconciliations that tie.

Traceability

Every figure carries its chain

The economic decision, the investigation, the question, and the source page that produced it.

Results & Review Desk

Click any number and follow it home.

Illustration — fictional labels, no figures

  1. Adjusted EBITDAthe final number in the recast
  2. Adjustment · owner compensationapplied in recast version 3
  3. Economic decision · approved as non-recurring; replacement compensation appliedrecorded by the QoE Analyst
  4. Investigation · three payroll runs reviewed, one contradiction resolvedrecorded by the Diligence Investigator
  5. Question · is owner pay above market for the role?raised by the Forensic Accountant, with citations
  6. Source evidence · payroll register, page 14organized by the Financial Records Accountant

Unresolved items are never buried. No adjustment is applied while an issue remains unresolved — shown as $0 applied — and the exact question stays visible: your review when the judgment belongs with you, or evidence required when a missing document would resolve it. The rest of the deal team continues everything it can complete independently.

When you answer the question, override a decision, or add evidence, the affected work produces a new version you can compare with the one before it.

The reviewer sits above the system — always.

Public research

Public research comes in. Confidential deal data stays out of the query.

Where a workflow needs outside information — such as market compensation for a role or market rent for a property type — the system can issue sanitized research queries that contain no confidential deal data. Your deal records and internal figures are processed within your dedicated private system.

See Privacy & Architecture → for how that boundary works.

What it won't do

It tells you what's missing instead of guessing.

  • It will not analyze a period the evidence can't support.
  • It will not invent a value a source doesn't contain.
  • It will not decide a buyer's treatment inside the investigation step.
  • It will not absorb an open question into a number.
  • It will not submit your confidential documents to a third-party hosted AI provider for AI reasoning or analysis.

Next step

Build Your Private AI Deal Team.

Show us how your team handles financial diligence today — the records you receive, the review your analysts perform, where time gets consumed, and where judgment belongs with your team. We'll map what a private AI deal team could take ownership of, where its dedicated system should live, and what it would take to put it to work on your deals.

Book an AI Workforce Consultation