DEMISUN SYSTEMS · MERCHANT INTELLIGENCE

Merchant Intelligence

Where variable spending actually goes — with classification confidence visible.

← Command Center
SPENDING RADAR

Which merchants are shaping the household pattern?

Merchant totals reveal concentration and movement. Classification confidence stays attached so unresolved spending is never silently guessed.

Variable spending only
🟢 NEEDS
Confirmed essentials

Groceries, fuel, pet care and other confirmed variable Needs.

🟡 WANTS
Confirmed discretionary

Known choice spending; visibility without judgment.

🟤 REVIEW
Real money, unresolved label

Review means classification uncertainty — not “bad spending.”

LEADERBOARD

📊 Top variable merchants

Sorted by included six-month variable spending.

MODEL IMPROVEMENT

🚦 Review Priority

Resolving these classifications improves the model most.

TRUST LAYER

🔎 Confidence

CONFIRMED category is known.
MIXED same merchant has known + unresolved transactions.
REVIEW classification is unresolved.
METHOD
How to read this
⌄
Period

Leaderboard scope

Trend window

CHANGE RADAR

📡 Top Movers · last 30 vs prior 30 days

Movement is descriptive, not automatically good or bad.