VV2O
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Get your review-ready QoE databook in minutes

V2O builds the groundwork for QoE — tied-out historicals, revenue and margin analysis, OpEx and working capital review, potential EBITDA adjustments, and a drafted request list. Your team makes the calls.

See a walkthrough

Why teams use V2O

Spend less time building the databook.

V2O turns the trial balance and GL into a populated databook — with mapped accounts, historical financials, variance analysis, potential EBITDA adjustments, and items flagged for review.

Built to stand up to review.

Statements tie back to the trial balance, calculations follow controlled logic, and every figure can be traced through the mapped account to the underlying source detail. When a reviewer asks where a number came from, the support is already there.

Keep the databook current as the deal moves.

A new month comes in, an account is reclassified, or an adjustment changes. Update it once and the historical financials, analyses, and supporting schedules roll forward with it — instead of fixing the same number across multiple tabs.

Built around the QoE workflow.

V2O is designed around the work your team already does — from mapping the trial balance and building the historicals to reviewing variances, drilling into the GL, and identifying potential adjustments. Your team stays focused on the areas that require judgment.

From source files to a working QoE databook

1 /

Ingest

Upload the files you receive — trial balances, monthly financials, GL detail, and supporting schedules. Multiple files, years, and entities are handled together. No client template required.

Ingest
5 files30 monthsFY2024 – YTD 2026No template required
P&L by Month FY24.xlsxFY2024
balance sheet 12.31.24 (final).xlsxFY2024
GL_detail_2024-2026.csvFY24 – FY26
Monthly Financials 2026 v3.xlsxYTD 2026
AR aging 06.30.26.pdfYTD 2026
2 /

Map & tie out

V2O maps the trial balance, builds the historical financials, and ties the statements back to the source data. Your team reviews mappings and exceptions instead of building the file from scratch.

QoE / Reported P&L

Detect accounts, map them to the standard chart, and build the reported income statement.

Review · 1
Monthly Income Statement($ in thousands)
24-Jan24-Feb24-Mar24-Apr
4000 · Managed Services Revenue99949899
4010 · Project & Professional Svcs23302542
4020 · Hardware & Software Resale25283222
Total Revenue148152157163
5000 · Direct Labor - Technicians36353539
Total Cost of Goods Sold66696872
Gross Profit83838991
Gross Margin55.6%54.7%56.8%56.0%
F10Value36.053

=(SUMIFS('Source P&L'!G$2:G$44,'Source P&L'!$B$2:$B$44,$A10))/1000

View sourceSource P&L

Reported M ISSource P&LAccount Mapping (P&L)
3 /

Analyze & investigate

V2O analyzes revenue and margin trends, operating expenses, AR/AP, and NWC, surfaces potential EBITDA adjustments, and flags what needs a closer look. Drill into the underlying GL detail and decide what becomes an adjustment or client follow-up.

Analysis — Findings
2 potential adjustments2 for follow-up7,729
Revenue & marginOpexAR/APNWC
6140 · Repairs & MaintenanceOpex · 3 months above baseline5,729Adjustment
7020 · Gain on Sale of AssetOther · Non-operating income2,000Adjustment
6030 · Sales & MarketingOpex · Mar-24 spike vs. run-rate6,284Follow-up
1100 · Accounts ReceivableNWC · DSO 38 → 47 daysFollow-up
GL detail · 6140 · FY24baseline ~516/mo
04/14/241852Office/equipment repairs2,484
08/14/241860Office/equipment repairs2,302
09/14/241862Office/equipment repairs2,491
Non-recurring repairs — add back5,729
4 /

Deliver in Excel

Pick up a populated QoE databook in your firm's format — with live formulas, connected schedules, and supporting detail. Your team can review, adjust, and carry the work forward directly in Excel.

A completed QoE databook open in Excel: monthly revenue and gross profit trend charts by fiscal year, variance tables with commentary, and the workbook's analysis tabs.

Illustrative screenshots using representative data.

We'll run the first deal with you

Starting with V2O doesn't mean figuring it out alone on a live engagement. Start with our QoE databook or have us configure the output around your firm's existing template and conventions. We run the first deal alongside your team and stay close while your team gets comfortable.

  1. Setup

    Use our ready-to-go QoE template, or have us match your firm's databook structure, formatting, and conventions.

  2. First engagement

    We run it with you — from raw files through the completed databook, with support throughout the workflow.

  3. After that

    Run new deals directly in V2O, with direct access to us whenever you need help. No ticket queue.

Designed for confidential deal data

Encrypted in transit and at rest

Data is protected while transferred and while stored, and can be deleted on request.

Isolated by engagement

Deal data stays separate, with access controlled at the user level.

Never used to train models

Your client data is never used to train V2O or third-party models.

Built on AWS

Hosted in the US with controlled access and activity logging.

Frequently asked questions

What does V2O produce?

A working QoE databook with tied-out historicals, revenue and cost analysis, variance analysis, NWC, potential EBITDA adjustments, and items flagged for follow-up.

What files does V2O need?

Trial balances, monthly financials, GL detail, and supporting schedules. V2O can work across multiple files and periods; no client template is required.

Can V2O work with our existing databook?

Yes. You can use our QoE template or have V2O configured around your firm's existing structure, formatting, and conventions.

How do we know the numbers are right?

Statements tie back to the trial balance, calculations run through controlled logic, and figures can be traced back to the underlying source detail.

Does V2O make the QoE judgment for us?

V2O takes the first pass — surfacing potential adjustments, unusual activity, and items for follow-up. Your team reviews the findings in V2O, makes changes where needed, and keeps the final judgment.

How is client data handled?

Data is encrypted in transit and at rest, isolated by engagement, access controlled, and never used to train models.

Spend less time building the databook. More time reviewing the deal.

See how V2O fits into your existing QoE workflow.

See a walkthrough

Try it on a deal

Two ways to try it. Bring a live deal and get a working databook you can use on the engagement. Or bring one you've already closed, and check our output against the file your team built — the fastest way to see whether the numbers hold up.

Nothing to upload yet — leave your details and we'll take it from there.

Your data is used only for your evaluation, never to train models, and deleted whenever you ask. Happy to sign your NDA first — just say so. Or email hello@v2o.ai.