Most business owners have never seen what the right set of data tools can do. This is the journey — from unusable data to dynamic, value-added business insight.
Step 1 · The mess we start with
Multiple data sources, multiple ERPs — all producing messy output like this
Typos, duplicate rows, dates in three formats, blank categories. It's not your fault — it's what happens when different systems, exports, and hands all touch the data.
Date
Customer
Amount
Category
1/5/24
jonh smith
250
typo · no category
Jan 5
John Smith
250
Consulting
duplicate?
2024-01-12
Acme Co
1,200.00.
Sales
bad number
13th Jan
ACME CO.
380
misc??
3rd date format
1/20/24
TOTAL??
2030
total mixed into data
Step 2 · The cleanup — an automated data pipeline
Fixed once, fixed forever
Power Query, SQL, or whatever fits your systems — the pipeline runs these steps automatically every time new data arrives. Watch them fire:
Import the file→Remove duplicates→Fix every date→Standardize names→Fill categories→Load clean data
Date
Customer
Amount
Category
2024-01-05
John Smith
$250.00
Consulting
merged & fixed
2024-01-12
Acme Co
$1,200.00
Sales
number repaired
2024-01-13
Acme Co
$380.00
Sales
categorized
One messy tab in, clean audit-ready data out — and the stray "TOTAL" row? Caught and removed automatically.
Step 3 · The model — tables that talk to each other
One click filters everything
Clean data gets connected into a simple model. This is why a dashboard can answer "show me January, for this customer, in this category" instantly.
Start with clean SALES data — every transaction, audit-ready.
Step 4 · The story — a dashboard that explains itself
Numbers with a narrator
This demo plays itself — the same way a monthly review with me works. Each view is driven by a measure (the little formula tag below), and the commentary is the part most tools never give you: what it means.
OWNER'S MONTHLY REVIEW · DEMO
REVENUE
$48.2k
▲ 12% vs May
NET PROFIT
$9.7k
▲ 18% vs May
PROFIT MARGIN
20.2%
▲ from 12.8%
CASH ON HAND
$31k
8 months rising
YOUR ANALYST'S TAKE
All numbers are demonstration data — your dashboard is built from your books.
Imagine this running on your numbers
Every business has a story in its numbers — let's find yours.