AI · Variance Root Cause Analysis

Variance Intelligence

TI
AI Narrative · Plan vs Actual · Corporate

Revenue trailing plan by 1.2%

The gap is driven primarily by volume variance (38% share), concentrated in Silicone Male External Catheter (SMEC). Production attainment of 91% compounds the shortfall through margin compression of 11.6%. Confidence in this attribution: 89%.

Plan
₹14,474.3 L
Actual
₹14,302.9 L
Variance
₹-171.4 L
Variance %
-1.2%
Revenue
On Track
Plan → Actual
₹14,474.3 L → ₹14,302.9 L
-1.2%
Production (units)
Critical
Plan → Actual
7.80 M → 7.12 M
-8.7%
Gross Margin %
Critical
Plan → Actual
28.4% → 25.1%
-11.6%

Variance Waterfall

Decomposition of plan vs actual — ₹ Lakhs

AI attributed
BaselineUnfavorableFavorableResult

Driver Pareto

Top contributors to revenue variance

Variance Heat Map

Products × variance metric (YTD %)

ProductRevenueProductionInventoryMargin
Latex
+1.2%
+2.2%
-0.5%
-0.5%
Injection
-1.4%
-1.4%
-2.4%
-2.0%
Silicone
-3.2%
-2.2%
+1.3%
-3.1%
Nitrile
-1.8%
-0.8%
+2.7%
-2.3%
Cut
-0.4%
-3.4%
-1.8%
-1.4%
Injection
-1.3%
-0.3%
-2.5%
-2.0%

Variance Trend

Plan vs Forecast vs Actual — monthly variance

AI Explainability

Observation · Root cause · Impact · Recommendation · Confidence

Auto-generated
Revenue achieved 98.8% of YTD plan (₹14,302.9 L vs ₹14,474.3 L).
Root cause
Volume variance is the dominant contributor at 38% of the gap, concentrated in Silicone Male External Catheter (SMEC).
Impact
Revenue exposure of ₹171.4 L; flows through to a -11.6% margin compression.
Recommendation
Reallocate sales coverage to high-velocity SKUs (Latex family) and tighten discount governance in the South region.
AI confidence
89%
Production attained 91.3% of plan — short by 680k units.
Root cause
Material Shortage accounts for 40%, followed by Machine Downtime at 28%.
Impact
Capacity opportunity-cost equivalent to ₹28.6 L in unrealised revenue this period.
Recommendation
Trigger expedited PO release for top-3 raw materials and bring forward preventive maintenance window on Line 2.
AI confidence
92%
Forecast bias detected: current forecast tracks -2.6% below plan.
Root cause
Recurring under-forecast in Latex family; planner inputs lag actual demand signal by ~2 cycles.
Impact
Risk of stockouts on fast-movers and ₹12.4 L missed revenue if uncorrected.
Recommendation
Switch planner cadence to weekly, enable AI auto-baseline for the affected family.
AI confidence
81%

Root Cause Drill-down

Corporate → Business Unit → Product → Customer

Cephas Medical (Corporate)₹-171.4 L-1.2%
Medical Devices BU₹-133.7 L-1.2%

Production Variance

Plan 7.80M → Actual 7.12M units

-8.7%

Margin Variance Bridge

28.4% → 25.1%

-11.6%

Inventory Variance

Raw · WIP · Finished Goods

Forecast Error38%
Excess Stock24%
Slow Moving18%
Stockouts12%
Obsolescence8%
Raw
-4.2%
WIP
+1.8%
FG
+8.4%

AI Recommendations

Prioritised corrective actions

9 actions
Revenue
  • Increase coverage on top-10 customers (80% of pipeline).
  • Cap discount approvals above 12% to CFO desk.
  • Prioritise dispatch of high-margin SKUs in week 1–2.
Production
  • Schedule preventive maintenance during low-demand window (Feb).
  • Dual-source critical raw materials with >30-day lead time.
  • Re-sequence MPS to load idle capacity on Plant 2.
Inventory
  • Run liquidation campaign on slow-moving SKUs (>120 DOH).
  • Reduce safety stock on B/C items by 15%.
  • Tighten forecast horizon to 8 weeks for fast-movers.
Cephas Medical Pvt Ltd · MEPZ SEZ, Chennai · ISO 13485:2016 · USFDAConfidential · For internal use of the Managing Director
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