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DEC-FIN-018 · INCREMENTAL PROFIT OPPORTUNITY

Simulated demonstration data

Client retention improvements

Decision: What supports client retention improvements?

Financial impact

$128,000

Annualized

Evidence

Additional Verification Needed

126 source records

Recommendation

Validate the supporting records and evaluate a targeted client retention improvements improvement before committing.

Assumptions, risks & what would change the recommendation

Assumptions

  • 125 clients × 2 pt lower churn × $102,400 × 50% contribution
  • Original baseline assumptions; revised scenarios do not overwrite this finding
  • Related opportunities may overlap and must not be added without deductions

Key risks

  • Customer or team disruption
  • Implementation costs may exceed benefit
  • Assumed improvements may not be realized

Would change it

  • Existing contracts or operational requirements may explain the apparent gap
  • Realization rates require a measured pilot
Stress-test this decision Full evidence

A · The Discovery · Original Finding

$128,000

Incremental profit opportunity · Annualized

SIMULATED DEMONSTRATIONAdditional Verification Needed
Finding ID
DEC-FIN-018
Dataset version
BL-DEMO-2026-10-V1
Analysis timestamp · UTC
2026-10-28T18:10:00Z
Calculation version
BL-FIN-V1

Contracts / CRM · Financial planning

The Business Question

What supports client retention improvements?

B · What the ERP Shows

ERP / CRM

Accounts, commitments and activity are recorded

Accounting

Revenue and recurring costs are tracked

Operational records

Delivery, usage and collection records add context

C · What Decidian Connects

Contracts / CRMFinancial planningFinancial calculation

126 fictional source records · stable identifiers

View detailed evidence
Record IDSource systemOriginal values
CL-0001Contracts / CRM
revenue:
121,200
annual Churn Assumption:
0.14
CL-0002Contracts / CRM
revenue:
133,200
annual Churn Assumption:
0.14
CL-0003Contracts / CRM
revenue:
44,400
annual Churn Assumption:
0.14
CL-0004Contracts / CRM
revenue:
97,200
annual Churn Assumption:
0.14
CL-0005Contracts / CRM
revenue:
56,400
annual Churn Assumption:
0.14
CL-0006Contracts / CRM
revenue:
162,000
annual Churn Assumption:
0.14
CL-0007Contracts / CRM
revenue:
163,200
annual Churn Assumption:
0.14
CL-0008Contracts / CRM
revenue:
84,000
annual Churn Assumption:
0.14
CL-0009Contracts / CRM
revenue:
344,400
annual Churn Assumption:
0.14
CL-0010Contracts / CRM
revenue:
108,000
annual Churn Assumption:
0.14
CL-0011Contracts / CRM
revenue:
24,000
annual Churn Assumption:
0.14
CL-0012Contracts / CRM
revenue:
105,600
annual Churn Assumption:
0.14
CL-0013Contracts / CRM
revenue:
90,000
annual Churn Assumption:
0.14
CL-0014Contracts / CRM
revenue:
224,400
annual Churn Assumption:
0.14
CL-0015Contracts / CRM
revenue:
86,400
annual Churn Assumption:
0.14
CL-0016Contracts / CRM
revenue:
361,200
annual Churn Assumption:
0.14
CL-0017Contracts / CRM
revenue:
22,800
annual Churn Assumption:
0.14
CL-0018Contracts / CRM
revenue:
108,000
annual Churn Assumption:
0.14
CL-0019Contracts / CRM
revenue:
235,200
annual Churn Assumption:
0.14
CL-0020Contracts / CRM
revenue:
18,000
annual Churn Assumption:
0.14
CL-0021Contracts / CRM
revenue:
50,400
annual Churn Assumption:
0.14
CL-0022Contracts / CRM
revenue:
76,800
annual Churn Assumption:
0.14
CL-0023Contracts / CRM
revenue:
18,000
annual Churn Assumption:
0.14
CL-0024Contracts / CRM
revenue:
31,600
annual Churn Assumption:
0.14
CL-0025Contracts / CRM
revenue:
87,600
annual Churn Assumption:
0.14
CL-0026Contracts / CRM
revenue:
91,200
annual Churn Assumption:
0.14
CL-0027Contracts / CRM
revenue:
74,400
annual Churn Assumption:
0.14
CL-0028Contracts / CRM
revenue:
69,600
annual Churn Assumption:
0.14
CL-0029Contracts / CRM
revenue:
186,000
annual Churn Assumption:
0.14
CL-0030Contracts / CRM
revenue:
55,200
annual Churn Assumption:
0.14
CL-0031Contracts / CRM
revenue:
43,200
annual Churn Assumption:
0.14
CL-0032Contracts / CRM
revenue:
163,200
annual Churn Assumption:
0.14
CL-0033Contracts / CRM
revenue:
127,200
annual Churn Assumption:
0.14
CL-0034Contracts / CRM
revenue:
37,200
annual Churn Assumption:
0.14
CL-0035Contracts / CRM
revenue:
74,400
annual Churn Assumption:
0.14
CL-0036Contracts / CRM
revenue:
165,600
annual Churn Assumption:
0.14
CL-0037Contracts / CRM
revenue:
138,000
annual Churn Assumption:
0.14
CL-0038Contracts / CRM
revenue:
108,000
annual Churn Assumption:
0.14
CL-0039Contracts / CRM
revenue:
56,400
annual Churn Assumption:
0.14
CL-0040Contracts / CRM
revenue:
234,000
annual Churn Assumption:
0.14
CL-0041Contracts / CRM
revenue:
154,800
annual Churn Assumption:
0.14
CL-0042Contracts / CRM
revenue:
32,400
annual Churn Assumption:
0.14
CL-0043Contracts / CRM
revenue:
110,400
annual Churn Assumption:
0.14
CL-0044Contracts / CRM
revenue:
228,000
annual Churn Assumption:
0.14
CL-0045Contracts / CRM
revenue:
102,000
annual Churn Assumption:
0.14
CL-0046Contracts / CRM
revenue:
36,000
annual Churn Assumption:
0.14
CL-0047Contracts / CRM
revenue:
230,400
annual Churn Assumption:
0.14
CL-0048Contracts / CRM
revenue:
30,000
annual Churn Assumption:
0.14
CL-0049Contracts / CRM
revenue:
106,800
annual Churn Assumption:
0.14
CL-0050Contracts / CRM
revenue:
111,600
annual Churn Assumption:
0.14
CL-0051Contracts / CRM
revenue:
28,800
annual Churn Assumption:
0.14
CL-0052Contracts / CRM
revenue:
42,000
annual Churn Assumption:
0.14
CL-0053Contracts / CRM
revenue:
18,000
annual Churn Assumption:
0.14
CL-0054Contracts / CRM
revenue:
26,400
annual Churn Assumption:
0.14
CL-0055Contracts / CRM
revenue:
157,200
annual Churn Assumption:
0.14
CL-0056Contracts / CRM
revenue:
40,800
annual Churn Assumption:
0.14
CL-0057Contracts / CRM
revenue:
56,400
annual Churn Assumption:
0.14
CL-0058Contracts / CRM
revenue:
37,200
annual Churn Assumption:
0.14
CL-0059Contracts / CRM
revenue:
151,200
annual Churn Assumption:
0.14
CL-0060Contracts / CRM
revenue:
216,000
annual Churn Assumption:
0.14
CL-0061Contracts / CRM
revenue:
139,200
annual Churn Assumption:
0.14
CL-0062Contracts / CRM
revenue:
81,600
annual Churn Assumption:
0.14
CL-0063Contracts / CRM
revenue:
142,800
annual Churn Assumption:
0.14
CL-0064Contracts / CRM
revenue:
75,600
annual Churn Assumption:
0.14
CL-0065Contracts / CRM
revenue:
158,400
annual Churn Assumption:
0.14
CL-0066Contracts / CRM
revenue:
42,000
annual Churn Assumption:
0.14
CL-0067Contracts / CRM
revenue:
39,600
annual Churn Assumption:
0.14
CL-0068Contracts / CRM
revenue:
25,200
annual Churn Assumption:
0.14
CL-0069Contracts / CRM
revenue:
123,600
annual Churn Assumption:
0.14
CL-0070Contracts / CRM
revenue:
100,800
annual Churn Assumption:
0.14
CL-0071Contracts / CRM
revenue:
73,200
annual Churn Assumption:
0.14
CL-0072Contracts / CRM
revenue:
156,000
annual Churn Assumption:
0.14
CL-0073Contracts / CRM
revenue:
90,000
annual Churn Assumption:
0.14
CL-0074Contracts / CRM
revenue:
81,600
annual Churn Assumption:
0.14
CL-0075Contracts / CRM
revenue:
42,000
annual Churn Assumption:
0.14
CL-0076Contracts / CRM
revenue:
64,800
annual Churn Assumption:
0.14
CL-0077Contracts / CRM
revenue:
146,800
annual Churn Assumption:
0.14
CL-0078Contracts / CRM
revenue:
168,000
annual Churn Assumption:
0.14
CL-0079Contracts / CRM
revenue:
241,200
annual Churn Assumption:
0.14
CL-0080Contracts / CRM
revenue:
128,400
annual Churn Assumption:
0.14
CL-0081Contracts / CRM
revenue:
123,600
annual Churn Assumption:
0.14
CL-0082Contracts / CRM
revenue:
146,400
annual Churn Assumption:
0.14
CL-0083Contracts / CRM
revenue:
74,400
annual Churn Assumption:
0.14
CL-0084Contracts / CRM
revenue:
157,200
annual Churn Assumption:
0.14
CL-0085Contracts / CRM
revenue:
27,600
annual Churn Assumption:
0.14
CL-0086Contracts / CRM
revenue:
118,800
annual Churn Assumption:
0.14
CL-0087Contracts / CRM
revenue:
126,000
annual Churn Assumption:
0.14
CL-0088Contracts / CRM
revenue:
81,600
annual Churn Assumption:
0.14
CL-0089Contracts / CRM
revenue:
40,800
annual Churn Assumption:
0.14
CL-0090Contracts / CRM
revenue:
105,600
annual Churn Assumption:
0.14
CL-0091Contracts / CRM
revenue:
126,000
annual Churn Assumption:
0.14
CL-0092Contracts / CRM
revenue:
153,600
annual Churn Assumption:
0.14
CL-0093Contracts / CRM
revenue:
169,200
annual Churn Assumption:
0.14
CL-0094Contracts / CRM
revenue:
30,000
annual Churn Assumption:
0.14
CL-0095Contracts / CRM
revenue:
103,200
annual Churn Assumption:
0.14
CL-0096Contracts / CRM
revenue:
166,800
annual Churn Assumption:
0.14
CL-0097Contracts / CRM
revenue:
76,800
annual Churn Assumption:
0.14
CL-0098Contracts / CRM
revenue:
49,200
annual Churn Assumption:
0.14
CL-0099Contracts / CRM
revenue:
201,600
annual Churn Assumption:
0.14
CL-0100Contracts / CRM
revenue:
92,400
annual Churn Assumption:
0.14
CL-0101Contracts / CRM
revenue:
212,400
annual Churn Assumption:
0.14
CL-0102Contracts / CRM
revenue:
68,400
annual Churn Assumption:
0.14
CL-0103Contracts / CRM
revenue:
81,600
annual Churn Assumption:
0.14
CL-0104Contracts / CRM
revenue:
91,200
annual Churn Assumption:
0.14
CL-0105Contracts / CRM
revenue:
109,200
annual Churn Assumption:
0.14
CL-0106Contracts / CRM
revenue:
18,000
annual Churn Assumption:
0.14
CL-0107Contracts / CRM
revenue:
27,600
annual Churn Assumption:
0.14
CL-0108Contracts / CRM
revenue:
124,800
annual Churn Assumption:
0.14
CL-0109Contracts / CRM
revenue:
127,200
annual Churn Assumption:
0.14
CL-0110Contracts / CRM
revenue:
36,000
annual Churn Assumption:
0.14
CL-0111Contracts / CRM
revenue:
18,000
annual Churn Assumption:
0.14
CL-0112Contracts / CRM
revenue:
67,200
annual Churn Assumption:
0.14
CL-0113Contracts / CRM
revenue:
56,400
annual Churn Assumption:
0.14
CL-0114Contracts / CRM
revenue:
85,200
annual Churn Assumption:
0.14
CL-0115Contracts / CRM
revenue:
73,200
annual Churn Assumption:
0.14
CL-0116Contracts / CRM
revenue:
69,600
annual Churn Assumption:
0.14
CL-0117Contracts / CRM
revenue:
55,200
annual Churn Assumption:
0.14
CL-0118Contracts / CRM
revenue:
146,400
annual Churn Assumption:
0.14
CL-0119Contracts / CRM
revenue:
87,600
annual Churn Assumption:
0.14
CL-0120Contracts / CRM
revenue:
160,800
annual Churn Assumption:
0.14
CL-0121Contracts / CRM
revenue:
127,200
annual Churn Assumption:
0.14
CL-0122Contracts / CRM
revenue:
70,800
annual Churn Assumption:
0.14
CL-0123Contracts / CRM
revenue:
92,400
annual Churn Assumption:
0.14
CL-0124Contracts / CRM
revenue:
40,800
annual Churn Assumption:
0.14
CL-0125Contracts / CRM
revenue:
67,200
annual Churn Assumption:
0.14
FM-OP-3Financial planning
baseline Revenue:
12,800,000
clients:
125
employees:
72
avg Client Revenue:
102,400
target Utilization:
0.8

D · What Decidian Discovers

Client retention improvements becomes visible when operating records are considered alongside financial assumptions.

Additional Verification Needed

E · Financial Calculation

$128,000

Incremental profit opportunity · Annualized

125 clients × 2 pt lower churn × $102,400 × 50% contribution

Baseline decision: Implement targeted improvement

Implementation: $20,000

Modeled first-year net benefit: $47,200

Ongoing annualized benefit: $89,600

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

Assumptions

  • 125 clients × 2 pt lower churn × $102,400 × 50% contribution
  • Original baseline assumptions; revised scenarios do not overwrite this finding
  • Related opportunities may overlap and must not be added without deductions

F · Recommendation

Validate the supporting records and evaluate a targeted client retention improvements improvement before committing.

G · Risks and Trade-Offs

  • Customer or team disruption
  • Implementation costs may exceed benefit
  • Assumed improvements may not be realized

What Could Change This Conclusion?

  • Existing contracts or operational requirements may explain the apparent gap
  • Realization rates require a measured pilot

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
Three departments are paying for overlapping softwareVendor charges may not match contract termsTechnology spending is growing faster than usageAdditional client work is reducing profitabilityStrong campaign metrics can hide low-profit customersRevenue growth is not translating into cash at the same rateRevenue growth is masking declining profitabilityRenewal timing can lock in unnecessary costSales growth forecasts conflict with delivery capacityActive accounts can still need retention attentionHigh-intent leads have slower follow-upUnderperforming client contractsSoftware & vendor wasteSales-to-operations misalignmentDelayed collectionsContract pricing optimizationImproved sales conversionClient retention improvementsResource utilization improvements

Money you could save

$286K

Gross avoidable annual expenses before timing and costs

Money you may be losing

$420K

Unbilled delivery-cost exposure, within $780K total leakage

Money you could make

$1.24M

Gross existing financial opportunities before overlap and realization

Money at risk

$840K

Annual contract revenue exposed, not a forecast of loss

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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