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DEC-FIN-011 · INCREMENTAL REVENUE OPPORTUNITY
Simulated demonstration dataHigh-intent leads have slower follow-up
Decision: Would faster follow-up improve conversion?
Financial impact
$437,959
Annualized
Evidence
Exploratory Opportunity
3 source records
Recommendation
Run a controlled fast-follow-up experiment.
Assumptions, risks & what would change the recommendation
Assumptions
- Fictional records are internally consistent; validate real contracts and usage before acting
Key risks
- Experiment expense
- No causal conversion improvement
Would change it
- Cohorts may have different intent or account size
A · The Discovery · Original Finding
$437,959
Incremental revenue opportunity · Annualized
- Finding ID
- DEC-FIN-011
- Dataset version
- BL-DEMO-2026-10-V1
- Analysis timestamp · UTC
- 2026-10-28T18:10:00Z
- Calculation version
- BL-FIN-V1
CRM / Marketing · Sales / Finance
The Business Question
Would faster follow-up improve conversion?
B · What the ERP Shows
Marketing
High-intent leads engaged
CRM
Median response 31 hours
Sales
Observed conversions differ
C · What Decidian Connects
3 fictional source records · stable identifiers
View detailed evidence
| Record ID | Source system | Original values |
|---|---|---|
| LEAD-COHORT-FAST | CRM / Marketing |
|
| LEAD-COHORT-SLOW | CRM / Marketing |
|
| LEAD-FINANCE | Sales / Finance |
|
D · What Decidian Discovers
Slower response coincides with lower observed conversion; cohort quality may differ.
Exploratory Opportunity
E · Financial Calculation
$437,959
Incremental revenue opportunity · Annualized
Leads × observed conversion gap × achievable response improvement × assumed capture × contract value. Profit separately deducts delivery and follow-up costs; range is illustrative.
Baseline decision: Recommended: 90-day fast-follow-up experiment
Implementation: $32,000
Modeled first-year net benefit: $19,150
Ongoing annualized benefit: $68,200
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
Run a controlled fast-follow-up experiment.
G · Risks and Trade-Offs
- Experiment expense
- No causal conversion improvement
What Could Change This Conclusion?
- Cohorts may have different intent or account size
H · Next Decision
Optional review sends these fictional records to the existing Decidian connection; it may take 1–2 minutes.
All findings
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.