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ProofPilot BI

From KPI Movement to Evidence-Backed Action

Data freshness: live demo
Analytical mode: deterministic
Evidence-backed
Data sources
Sales Source
Fresh
refreshed hourly
Marketing Source
Fresh
refreshed 6h
CRM Source
Fresh
refreshed daily
Evidence status
Source lineage: summary-only
Analytical method: period-over-period comparison
System posture: evidence-first
Demo scenario
Baseline: material
Low confidence: contradictory_evidence
Sparse history: insufficient_history
Prototype Persona / Access
Demo Role

This is a prototype entitlement layer for BI access only and is not a real authentication system.

Prototype entitlement layer
executive
Role access
  • view_kpi_summary
  • view_driver_analysis
  • view_evidence
  • view_lineage
  • view_detailed_data
  • view_customer_level_data

Demo only — this is not a production identity or authorization system.

Runtime Telemetry
AI call
Latency: 0 ms
Model calls: 0
Estimated cost: $0.00 (demo estimate)
KPI overview
5 connected KPIs

Revenue

$650,500

Previous$640,000
Change+1.6%
Stable
hourly
Confidence
78/100
Freshness
Fresh

Orders

3,620

Previous3,550
Change+2.0%
Stable
hourly
Confidence
78/100
Freshness
Fresh

Conversion Rate

0.28%

Previous0.28%
Change+1.8%
Stable
6h
Confidence
78/100
Freshness
Fresh

Average Order Value

$179.70

Previous$180.28
Change-0.3%
Stable
hourly
Confidence
78/100
Freshness
Fresh

Customer Churn

1.50%

Previous1.53%
Change-2.5%
Stable
daily
Confidence
78/100
Freshness
Fresh
Executive summary
material

The KPI pattern is coherent enough to support a probable, evidence-backed explanation.

No material changes were flagged in this period.

AI explanation
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AI explanation unavailable.

The deterministic BI analysis is still available and remains the source of truth for KPI movement and driver evidence.

Use the calculated KPI movement, confidence values, and driver contributions from the dashboard to interpret performance.

  • Review the KPI cards and driver panel.
  • Check confidence, freshness, and uncertainty before acting.
  • Refresh data sources if the scenario indicates low confidence or thin history.
Revenue
Not material
+1.6%
Previous period
$640,000
Current period
$650,500
Absolute change: $10,500
Threshold: 5%
Status: not_material
Confidence
78/100
  • Freshness: weak
  • History: strong
  • Cross-source agreement: strong
Executive summary access

KPI summary and business-impact view remain available to the executive role.

Detailed driver analysis, evidence lineage, and customer-level data are withheld by entitlement policy.

Evidence
78/100
Source: Executive summary view
Type: summary
Grain: daily
Refresh: hourly
Method: summary-only
Contribution: n/a
Lineage
    Connected KPI story
    RevenueOrdersAOV
    SessionsConversion RateOrdersRevenue
    CustomersChurnRetention impact
    New product / sparse history
    Status: insufficient_history

    Insufficient historical baseline. The data window is too short to assess material movement confidently.

    Available history
    Short observation window, limited baseline
    What we can conclude
    Early launch behavior is visible, but not a stable trend.