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DEC-FIN-003 · COST SAVINGS

Simulated demonstration data

Technology spending is growing faster than usage

Decision: Which infrastructure resources can be safely right-sized?

Financial impact

$76,000

Annualized

Evidence

Additional Verification Needed

12 source records

Recommendation

Pilot smaller resource tiers and monitor reliability before changing recurring commitments.

Assumptions, risks & what would change the recommendation

Assumptions

  • Fictional records are internally consistent; validate real contracts and usage before acting

Key risks

  • Reduced capacity
  • Performance degradation
  • Service reliability
  • Migration expense

Would change it

  • Usage averages may conceal seasonal peaks
  • Upcoming projects may need spare capacity

A · The Discovery · Original Finding

$76,000

Cost savings · Annualized

SIMULATED DEMONSTRATIONAdditional Verification Needed
Finding ID
DEC-FIN-003
Dataset version
BL-DEMO-2026-10-V1
Analysis timestamp · UTC
2026-10-28T18:10:00Z
Calculation version
BL-FIN-V1

Cloud billing · Usage · Department budgets

The Business Question

Which infrastructure resources can be safely right-sized?

B · What the ERP Shows

Cloud billing

Recurring invoices within budget

Usage

Low utilization

Project demand

Delivery commitments continue

C · What Decidian Connects

Cloud invoicesUsage recordsBudgetProject demandRight-sized tier

12 fictional source records · stable identifiers

View detailed evidence
Record IDSource systemOriginal values
TC-01Cloud billing
resource:
Cumulus compute cluster
monthly Cost:
6,000
target Monthly:
3,500
prior Monthly:
5,200
implementation:
8,000
USE-TC-01Usage
resource:
Cumulus compute cluster
utilization:
0.28
issue:
Idle compute instances
BUD-TC-01Department budgets
approved Monthly:
6,000
TC-02Cloud billing
resource:
Boreal archive storage
monthly Cost:
3,500
target Monthly:
2,000
prior Monthly:
3,000
implementation:
4,000
USE-TC-02Usage
resource:
Boreal archive storage
utilization:
0.36
issue:
Unused storage tier
BUD-TC-02Department budgets
approved Monthly:
3,500
TC-03Cloud billing
resource:
Juniper test environments
monthly Cost:
4,000
target Monthly:
2,500
prior Monthly:
3,300
implementation:
6,000
USE-TC-03Usage
resource:
Juniper test environments
utilization:
0.22
issue:
Redundant environments
BUD-TC-03Department budgets
approved Monthly:
4,000
TC-04Cloud billing
resource:
Aspen data transfer
monthly Cost:
2,000
target Monthly:
1,166.67
prior Monthly:
1,800
implementation:
2,000
USE-TC-04Usage
resource:
Aspen data transfer
utilization:
0.41
issue:
Oversized service tier
BUD-TC-04Department budgets
approved Monthly:
2,000

D · What Decidian Discovers

Idle compute, redundant test environments and oversized storage tiers can potentially be reduced without cancelling software capabilities.

Additional Verification Needed

E · Financial Calculation

$76,000

Cost savings · Annualized

Σ (current monthly tier − proposed monthly tier) × 12 = 76000. VC-* software seats are excluded to avoid double-counting.

Baseline decision: Implement targeted improvement

Implementation: $20,000

Modeled first-year net benefit: $19,900

Ongoing annualized benefit: $53,200

Original financial impact is not itself a guaranteed net benefit. Timing, realization and implementation are modeled separately.

Assumptions

  • Fictional records are internally consistent; validate real contracts and usage before acting

F · Recommendation

Pilot smaller resource tiers and monitor reliability before changing recurring commitments.

G · Risks and Trade-Offs

  • Reduced capacity
  • Performance degradation
  • Service reliability
  • Migration expense

What Could Change This Conclusion?

  • Usage averages may conceal seasonal peaks
  • Upcoming projects may need spare capacity

H · Next Decision

TEST THIS DECISION

Optional review sends these fictional records to the existing Decidian connection; it may take 1–2 minutes.

All findings

Different financial categories; may overlap and are never added together. All figures are simulated.

What doesn't add up?

Sales forecast

Healthy growth pipeline

Delivery capacity

Limited sustainable staff capacity

Growth may require labor costs missing from the original forecast.

Department budgets

Software spend within limits

Vendor utilization

Capabilities overlap across teams

Budget compliance may mask company-wide savings.

CRM

Customer remains active

Customer experience

Delays, complaints and falling engagement

An active account can still need retention attention.

Neither source must be wrong. The tension becomes visible when their information is considered together.

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