By Dr. Chockalingam|2026-08-14T15:22:39+00:00August 14th, 2026|Categories: Blog|Tags: AI planning platform, Demand Planning, IBP, Inventory Optimization, S&OP, Supply Chain AI, Supply Chain Planning|
PlanVida 2.0 Most planning platforms do one layer well — forecasting, or inventory, or S&OP, and leave the rest to spreadsheets and workarounds. PlanVida 2.0 takes a different approach: one system spanning S&OE, S&OP, IBP, and executive decision-making. What's [...]
By Dr. Chockalingam|2026-08-12T11:38:46+00:00August 12th, 2026|Categories: Blog|Tags: CPFR, CPG Demand Planning, Demand Planning Maturity, Forecast Accuracy, Forecasting, IBP, POS, Retail Analytics, S&OP, Supply Chain, Supply Chain Planning|
POS-Based Demand Forecasting: Why CPG Companies Must Flip from Shipments to Sell-Through 🚚 Most CPG demand planning models may not be forecasting the right signal. We build sophisticated statistical and ML models on outbound shipments - what left our [...]
By Dr. Chockalingam|2026-07-31T16:04:59+00:00July 15th, 2026|Categories: Blog|Tags: Executive Planning, IBP vs SOP, Integrated Business Planning, SOP Maturity, Supply Chain Governance|
IBP vs S&OP: Why They Are Not Two Different Processes There is a number of visuals and infomercials making the rounds in LinkedIn praising the glories of IBP - the Integrated Business Planning process and why this is distinctly [...]
By Dr. Chockalingam|2026-07-30T11:16:49+00:00June 19th, 2026|Categories: Blog|Tags: Causal Event Forecasting, Demand Signal, Event Modeling, Forecast Accuracy, SAP IBP|
Forecasting the Pattern, Not the Cause: Why Smoothing Over Events Distorts Your Demand Signal Actual Worst Practice in SAP implementations: Removing all events from historical data and making it flat to produce a smoothed forecast!! Ask yourself: is your [...]
By Dr. Chockalingam|2026-07-30T11:31:43+00:00June 12th, 2026|Categories: Blog|Tags: IBP Governance, Planning Model Configuration, SAP IBP Consulting, SAPIBP, Supply Chain Planning|
Turning Supply Chain Blueprints into Reality: SAP IBP Consulting from the Ground Up At Valtitude, we help organizations unlock the full power of SAP IBP — from the ground up. Brownfield or Greenfield, we level the playing field for [...]
By Dr. Chockalingam|2026-07-30T11:40:50+00:00June 12th, 2026|Categories: Blog|Tags: CPG, Demand Planning, IBP, Inventory Optimization, S&OP, SAP Consulting, SAP IBP, SCM, Supply Chain, Valtitude|
Worst Practices Supply Chain Planning: Equal-Split Weekly Disaggregation That Erases Real Demand Patterns 📉 Equal-split forecasts in SAP IBP: convenient, but is it costing you? 🤔 A pattern I see often in IBP implementations: the monthly forecast gets disaggregated [...]
By Dr. Chockalingam|2026-07-30T12:05:20+00:00June 11th, 2026|Categories: Blog|
Forecasting Worst Practice #8: Ghost Demand from Discontinued Products That Never Leave the System This worst practice is not just in SAP IBP. This is common across many systems. Forecast accuracy gets scrutiny. Master data accuracy deserves the same. [...]
By Dr. Chockalingam|2026-06-11T13:53:24+00:00June 11th, 2026|Categories: Blog|
SAP IBP Worst Practice #7: Planning with Average Lead Times That Never Get Updated 🚨 STOP planning supply with average lead times! You're lying to your own planning system. And it's costing you. Here's the scenario I have seen [...]
By Dr. Chockalingam|2026-06-11T13:47:30+00:00June 11th, 2026|Categories: Blog|
SAP IBP Worst Practice #6: The PLM Weighting Trap That Wrecks Your Forecast Product Lifecycle Management (PLM) in SAP IBP (and APO) is supposed to be your secret weapon for phase-in / phase-out modeling and #analog forecasting. Instead, it's [...]
By Dr. Chockalingam|2026-06-10T14:48:24+00:00June 10th, 2026|Categories: Blog|
SAP IBP Worst Practice #5: Heuristics on high gear ⚡ Fast planning ≠ smart planning. A lesson every supply chain team eventually learns the hard way. A typical worst practice in SAP IBP implementations: using the Heuristic engine in highly constrained, [...]
By Dr. Chockalingam|2026-08-14T16:04:05+00:00June 10th, 2026|Categories: Blog|
🚨 SAP IBP Worst Practices... continuing on to Supply Planning and IO ⚠️ WP #4: One lead time. Every product. Every location. What could go wrong? We keep seeing this in SAP IBP Inventory Optimization implementations — and it [...]
By Dr. Chockalingam|2026-08-14T15:58:52+00:00June 10th, 2026|Categories: Blog|
SAP IBP Worst Practices WP3: When Your Algorithm Forecasts a Ghost — The Hidden Cost of Ignoring PLM Flags It is not about the model but everything that supports it. WP3: Not considering PLM or other flags that reflect [...]
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