Cash forecast vs actual records: forecasts with a built-in answer key

Short answer

Cash forecast versus actual records are valuable because every dated forecast is later graded by actual receipts and disbursements, with variance commentary explaining the gap. Turnaround advisors can introduce a company that kept the versions, since the company, not the advisor, owns the records and decides on licensing.

Cash forecast vs actual records: forecasts with a built-in answer key: overview of Why do 13-week cash forecast histories have AI value?, What does a forecast-versus-actual dataset contain?, Which engagements and companies fit?, The forecast-record screen, When in the engagement should you raise it?
Covered on this page: Why do 13-week cash forecast histories have AI value? · What does a forecast-versus-actual dataset contain? · Which engagements and companies fit? · The forecast-record screen · When in the engagement should you raise it?

Why do 13-week cash forecast histories have AI value?

A weekly cash forecast is a prediction that reality grades seven days later, so a turnaround team's stack of dated versions is a predict-then-check record. Each version states expected receipts and disbursements; the actuals and the variance commentary say what happened and why.

That structure is what evaluators look for: a forecast, a measured result and a human explanation of the gap. Many business forecasts are never scored against actuals. In a restructuring, lenders or stakeholders often ask for regular variance reporting, so the history can be unusually complete.

One point decides who can act. The forecasts, bank data and commentary belong to the company, not to the advisor who built them. As a CRO, financial advisor or wind-down professional you can make the introduction; the company, or whoever controls its assets, decides.

What does a forecast-versus-actual dataset contain?

RecordWhere it sitsWhat an evaluator learns
Dated forecast versionsExcel workbooks, shared folders, lender reporting packsHow expectations changed week to week
Actual receipts and disbursementsBank files, ERP cash ledger, AP and AR subledgersThe ground truth each forecast is graded against
Variance commentaryWeekly lender or board memos, email threadsHuman explanations: timing, vendor holds, collections slippage
Assumption changesNotes in the model, call minutesWhich inputs were revised after a miss
Approvals and covenantsLender reporting, DIP or budget approvals where relevantConstraints that bound the forecast
Reforecasts after eventsPost-event versions, sensitivity casesHow the forecast responded to shocks

A single final model is far less useful than the full run of versions. The version history is what makes it predict-then-check.

Which engagements and companies fit?

Fit depends on the company, not the advisor's reputation.

  • The company had 50+ full-time employees at peak (contractors excluded) and several years of documented operations. See who qualifies.
  • A run of weekly forecasts exists, ideally dozens, with the actuals alongside.
  • The company status can be operating, acquired or wound down; all can qualify if the data still exists.
  • Someone with authority, such as the owner, CEO, CFO or an authorized representative, can approve discussing a license.

Be careful where a court, trustee, receiver or assignee controls the assets. They must be involved before any introduction, and their approvals govern what can happen. This is a constraint to confirm with your own counsel rather than a step to improvise. Variance notes are one case of the pattern described in exception handling records; whether anyone may license them is a separate permissions question.

The forecast-record screen

Use this before mentioning licensing to the company.

  • Versions: are dated forecast files saved, or was each week overwritten?
  • Actuals: can the bank and ledger data behind each week be retrieved?
  • Commentary: was variance explained in writing, by whom, and where?
  • Ownership: does the engagement letter say who owns the model and outputs?
  • Authority: who can approve a licensing conversation, and does any court or lender approval apply?
  • Confidentiality: do lender, vendor or customer terms restrict sharing figures?

If versions were overwritten or the engagement letter gives the advisor ownership of the model, stop and resolve that first. The questions to ask a business owner about their records list helps with the wider conversation.

When in the engagement should you raise it?

Moment (illustrative timing)Why it worksWhat to settle first
Stabilization, weeks 1-4You are mapping systems and reporting anywayPreserve forecast versions and bank exports
Steady-state reportingLender cadence is running and files are organizedConfirm retention in the shared folder
Pre-sale or plan processAssets are being inventoriedCheck approvals with counsel and stakeholders
System shutdownERP and bank portals are about to be retiredTake complete exports first
Final wind-downRecords risk being discardedDecide retention before the lease or subscription ends

Records that were never preserved cannot be licensed later, so the shutdown moment is often the one that matters. The journal entry review records page describes a sibling finance record that is often kept in the same close process.

How does the introduction work?

  1. Raise the idea with the authorized sponsor, and with any court, trustee or lender that must consent.
  2. Register and share your referral link, or submit the referral form with basic fit information only.
  3. SourceX screens size, history, data breadth and rights, including who controls the assets.
  4. The company completes an inventory of systems and years, using the data inventory builder if helpful.
  5. Price and terms are agreed with the company, and nothing binds it until it signs.
  6. Buyers review; delivery follows an executed agreement and agreed redaction rules.

How do rewards work for advisors in a restructuring?

Partners earn 25% of the eligible platform fees SourceX actually collects from the referred company's licensing deals, capped at $100,000 per referred company. The reward is paid only after the buyer pays and SourceX receives its fee; an introduction, meeting or signed agreement alone does not trigger payment, and no reward is guaranteed. It is a share of SourceX's fee and is never deducted from what the company receives. Whether an advisor may accept it, and whether it must be disclosed to the company, lenders or a court, depends on engagement terms and local rules, so confirm with your own counsel. This is general information, not legal, tax or financial advice. Confirm with your own counsel, tax adviser or professional body before acting.

When is this not worth raising?

  • Forecast files were overwritten each week and no versions exist.
  • The only copy of the model belongs to your firm under its engagement terms, not the company.
  • Lenders or customers restrict disclosure of the underlying figures.
  • A trustee or court controls the records and has not been consulted.
  • The company has fewer records than the baseline requires.

Next step

Check whether the current engagement has dated forecast versions and a clear owner. If it does, register as a partner and make the introduction, or have the company apply directly at sourcex.si/apply.

  1. Step 1Share your linkSend your personal link to a company you know.
  2. Step 2Company appliesThe company applies itself at /apply.
  3. Step 3Buyer selects and paysThe buyer selects and pays for the data and SourceX receives its fee.
  4. Step 4You get your rewardYour share of SourceX fees becomes payable.

Common questions

Who owns the cash forecast models built during a turnaround?

It depends on the engagement letter and the company's rights. The company may own the outputs while the advisor retains its methods, but do not assume either way. Confirm with counsel, because only the company, or whoever controls its assets, can decide whether records are licensed.

Why would AI buyers care about weekly variance notes?

Variance notes show a person explaining why a prediction missed, such as late collections or a vendor hold. Paired with the forecast and the actuals, they form a labeled example of prediction, result and reasoning, which agents and evaluators can learn from.

Do I need to share any forecast figures to introduce the company?

No. Give basic fit information such as company size, years of history and whether dated versions exist. Partners never export, upload or describe confidential records, and lender or customer terms may restrict figures anyway.

Can a company in wind-down still qualify?

Yes, if the data still exists and someone authorized can approve. Operating, acquired and wound-down companies can qualify. If a court, trustee or assignee controls the assets, they must be involved first, and their approvals govern what is possible.

Does a single final forecast model have value?

Far less. The value is in the run of dated versions graded by actuals. A lone final model shows one prediction without the history of revisions, so the question to ask is whether earlier weekly versions were saved.

Free resources

By SourceX Partnerships Team · Published 2026-10-09 · Updated 2026-10-09

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