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QBR automation: from spreadsheet to review-ready narrative

Quarterly business reviews shouldn't take a quarter to prepare. Upload the KPIs you already track and get an executive summary and deck that accurately reflect performance.

Generate a QBR-style deck from sample quarterly revenue data.

The problem

Sound familiar?

Every team builds QBRs differently

Each quarter, each team reinvents the format. Inconsistent decks make cross-team review slower and comparisons unreliable.

The narrative lags the data

By the time slides are assembled and the story is written, the quarter under review is already old news.

Summaries that overstate or understate

Hand-written QBR narratives drift from what the numbers actually say — in either direction.

How it works

Three steps, minutes of work

1

Upload quarterly KPIs

Revenue, margins, engagement, retention — quarterly or weekly granularity, CSV or Excel. Structure is detected automatically.

2

Confirm what the quarter means

Review the AI's reading of your KPIs and correct domain-specific interpretations before generation.

3

Run the review, not the formatting

Get a consistent, executive-ready QBR deck where the narrative matches the numbers. Teams comment in place, and next quarter's edition can refresh itself from the same linked source.

sample_saas_metrics.csv → Executive deck

Slide 2 of 8

Revenue momentum: MRR up 42% across H2

Monthly recurring revenueJul–Dec 2024
$126KJulAugSepOctNovDec

MRR · Dec 2024

$125,550

Verified · row 24

Churn · Dec 2024

1.8%

Verified · row 24

Every figure on this slide traces to a cell in the uploaded file — validated in code before export.

QBR narratives are generated only after you validate the AI's understanding of your KPIs — and every figure in the output is verified against your uploaded file.

Real output

A qbr automation deck this produced

Generated from 12 quarters of e-commerce revenue, margin and CAC under the Quarterly business review preset — unedited, with every figure validated against the source file.

EXECUTIVE SUMMARY

Sustained growth, expanding margins, and efficient acquisition

Revenue grew 193% over 12 quarters, reaching $5.09M in Q4 2024

Gross margin climbed to 43.1%, up 4.6 pp since Q1 2022

CAC fell 38% while AOV and conversion rate hit new highs

$5.09M
Revenue
+192.6% since Q1 2022
43.1%
Gross Margin
+4.6 pp since Q1 2022
$130
AOV
+$34 since Q1 2022
$36
CAC
-$22 since Q1 2022
InsightNarrative • Confidential2 / 8
Revenue Growth

Revenue nearly tripled in three years

Revenue up $3.35M since Q1 2022, reaching $5.09M

Average quarterly growth of 10.3% compounded

Q4 2024 marked the highest single-quarter revenue to date

Revenue grew from $1.74M to $5.09M, compounding at 10.3% per quarter.

InsightNarrative • Confidential3 / 8

FAQ

QBR automation — common questions

What data do I need for an automated QBR?+

A CSV or Excel export of the KPIs you already track — quarterly revenue and margins, weekly engagement and retention, or similar. The included e-commerce and product-engagement samples show typical structures.

Can InsightNarrative handle both quarterly and weekly data?+

Yes. Time granularity is detected deterministically during parsing — quarterly, monthly, and weekly series are all supported, along with snapshot and multi-series formats.

Does the QBR deck export to PowerPoint?+

Yes — a standard PPTX with native charts, insights and an executive narrative, ready for the leadership table or further editing. You can also export PDF, Word, Markdown or Google Slides, share a live link, or download an Excel workbook tracing every figure to its source.

Put verified AI reporting to the test

Upload your data and check the output against your own spreadsheet. Every number in the deck is validated in code — that's the point.