AI Supply Chain Planning Insights from the TrueGradient Founders

Field analysis from the operators who built TrueGradient — covering AI demand forecasting, inventory optimization, trade promotion, and S&OP for CPG, D2C, and retail planning teams. Written by founders with verifiable Amazon, Walmart, Mondelēz, and IBM histories — not a corporate newsroom byline.

These pieces argue from the planning floor: where forecasts break, where working capital hides, and when a spreadsheet process stops paying for itself. For practitioner how-tos and step-by-step playbooks, see the supply chain planning guides.

Integrated Business Planning - Skincare
IBPIndustry

Integrated Business Planning - Skincare

One SKU. Five Channels. A Buy Committed 100 Days Before the Event. In CPG, the biggest planning decisions are often made months before actual demand s...

Ankur Verma
Ankur VermaCEO, TrueGradient
Merchandise Financial Planning
IBPIndustry

Merchandise Financial Planning

For a fashion retailer, Merchandise Financial Planning is not simply about deciding how much inventory to buy. The harder problem starts after the buy...

Ankur Verma
Ankur VermaCEO, TrueGradient
Demand Variability: How to Reduce Demand Forecast Error: A Practical Guide for Consumer Brands
IBPIndustry

Demand Variability: How to Reduce Demand Forecast Error: A Practical Guide for Consumer Brands

A demand planner pulls last month's accuracy report. The headline number — 78% — looks acceptable on paper. Then she opens the SKU-level breakdown. A...

Namrata Gupta
Namrata GuptaCo-founder & COO, TrueGradient
Amazon demand forecasting: Why D2C Brands Keep Losing on Amazon (It's Not Your Product)
IBPIndustry

Amazon demand forecasting: Why D2C Brands Keep Losing on Amazon (It's Not Your Product)

For many D2C brands, Amazon isn't optional anymore. It's where discovery happens, where Prime resets customer expectations, and where price transparen...

Jasneet Kohli
Jasneet KohliCo-Founder, TrueGradient
AI Demand Forecasting: A 2026 Guide for Consumer Brands
IBPAI and Technology

AI Demand Forecasting: A 2026 Guide for Consumer Brands

A demand planner at a fast-growing D2C beauty brand opens her Monday forecast review. The columns look the same as they did a year ago — historical sa...

Namrata Gupta
Namrata GuptaCo-founder & COO, TrueGradient
Pricing Isn’t a Guess. It’s a System !! How AI Price Optimization Unlocks Revenue, Margin, and Smarter Decisions
IndustryPricing and Promotions

Pricing Isn’t a Guess. It’s a System !! How AI Price Optimization Unlocks Revenue, Margin, and Smarter Decisions

Most brands don’t have a pricing strategy. They have: Gut feel Competitive matching Occasional discounting And the result? 👉 Lost revenue on one side...

Ankur Verma
Ankur VermaCEO, TrueGradient
From Orders to Outcomes: A Self-Serve Modern Planning Platform for Shopify Brands
IndustryIBP

From Orders to Outcomes: A Self-Serve Modern Planning Platform for Shopify Brands

If you run a Shopify store, you already have data everywhere —orders, inventory, discounts, shipping rules, apps. What you probably don’t have is a si...

Ankur Verma
Ankur VermaCEO, TrueGradient
Optimising Marketing Spends & Promotions using TrueGradient
IndustryPricing and Promotions

Optimising Marketing Spends & Promotions using TrueGradient

For most CPG and commerce brands, promotions are both a growth lever and a margin trap. Discounts can spike demand, but without precision they often l...

Ankur Verma
Ankur VermaCEO, TrueGradient
How a Shopify Brand Cut Inventory 41% in 12 Months using TrueGradient
IndustryIBP

How a Shopify Brand Cut Inventory 41% in 12 Months using TrueGradient

For most e-commerce brands, inventory reduction sounds risky. Less inventory often feels like fewer sales. But with the right planning system, lower i...

Ankur Verma
Ankur VermaCEO, TrueGradient
Factor Contribution in demand forecasting
IBP

Factor Contribution in demand forecasting

Most demand forecasts answer one question well: “What will sales be?” But planning teams, especially in CPG and retail, need answers to a far more imp...

Ankur Verma
Ankur VermaCEO, TrueGradient
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