When Your Data Lies to Itself

7 systems. Zero agreement. Here’s what that costs your team every week — and what we build instead.

Real problem. Fake data. Same outcome.
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Your current reality

7 systems. No single truth.

A typical mid-market operation. Each team has their own source of record — and none of them agree.

$16,130 revenue discrepancy detected between Sales_Q1_Final_v3.xlsx and Revenue_Tracker_March.xlsx — which number do you report to the board?

Sales_Q1_Final_v3.xlsx
Q1 Revenue$847,230
Units Sold12,847
Avg Order$65.93
Updated 4 days ago
CONFLICT
Revenue_Tracker_March.xlsx
Q1 Revenue$831,100
March Rev.$284,400
YoY Growth+12.4%
Updated 2 days ago
CONFLICT
CRM · Salesforce
Open Opportunities
89
Pipeline Value
$2.1M
Contacts
1,194
Closed Won (Q1)
34
Last synced 6h ago
CONFLICT
Customer_DB_Updated.xlsx
Total Customers1,247
Active (90d)1,089
New (Q1)203
Updated 1 week ago
Inventory_Apr_v2.xlsx
Active SKUs3,840
Out of Stock127
Reorder Needed89
Updated 3 days ago
POS · Square
LIVE
Today's Revenue$12,440
Transactions347
Avg Order Value$35.85
Returns12
No connection to other systems
Marketing_Spend_Q1.xlsx
Total Spend$176,974
CAC$142
Channels6 active
Updated 5 days ago

Customer count mismatch: Customer_DB_Updated.xlsx reports 1,247 customers — Salesforce CRM shows 1,194 contacts. Neither team can reconcile the difference.

3+ days

to reconcile month-end across teams

4 versions

of the same revenue figure in circulation

0 confidence

in any single number when leadership asks

The N9ine layer

Every source. One pipeline.

We ingest every source, resolve conflicts automatically, and produce a single semantic layer your entire team trusts.

Sales_Q1_Final_v3.xlsx
Revenue_Tracker_March.xlsx
Customer_DB_Updated.xlsx
Inventory_Apr_v2.xlsx
Marketing_Spend_Q1.xlsx
Salesforce CRM
Square POS
N9ine

Data Layer

Automated ingestion
Conflict resolution
Single semantic layer

Unified View

Single source of truth

After N9ine

One view. Every number verified.

Every metric drawn from a single, reconciled semantic layer. No manual reconciliation. No conflicting numbers. No lost time.

N9ine Intelligence Platform — Operations Overview
Live
Last refreshed: 4 min ago

Q1 Revenue

$847,230

reconciled · 2 sources

Customers

1,247

matched CRM + CDB

Open Pipeline

$2.1M

live from CRM

Today's Sales

$12,440

live from POS

LTV:CAC Ratio

4.2×

calculated from CAC + customer data

Avg Rev / Customer

$678

revenue ÷ customer count

Pipeline Coverage

2.5×

pipeline ÷ quarterly target

7 sources → 1 view·
0 conflicts
·All metrics governed · Role-based access enabled
MetricBeforeAfter N9ine
Reconciliation time3+ days< 10 min (automated)
Data versions in circulation4 conflicting1 verified
Decision latencyWeekly reviewsReal-time

Ready to see this built for your systems?

We map your exact data sources, build the consolidation pipeline, and hand you a single verified view of your business — in weeks, not quarters.