Retail Forecasting & Predictive Analytics

Unlock Hidden
Revenue
from Your Retail Data

Harness ML based predictive analytics to extract actionable insights from your data for profitable business decisions.

Increase your margins by 20% or more!!

DESIGNED FOR
CTO CDO VP Engineering COO Head of Data
INDUSTRIES
Retail D2C E-Commerce FMCG Travel
50%+
Get ROI of 50% or more!
30 min
Free Expert Consultation
₹0 / $0
Zero Commitment to Start
● +20% Margin Uplift
● Live Forecast Signal
Demand Forecast Engine
Holt's Linear Trend · Live Signals
● Live
15K 10K 5K 0
Jan Feb Mar Apr May Jun Jul Aug
Historical
Forecast
95% CI
~80%
Forecast Accuracy
↓70%
Wastage Reduction
£500K
Annual Savings
MODEL ACCURACY INDEX 80%

Our Edge

We are specialists in retail forecasting due to experience and extensive knowledge of custom models targeted for the retail industry.

Four critical areas where predictive analytics directly accelerates revenue and operational efficiency.

Suventure Advantage

While most forecasters rely on standard statistical models — or at best Croston’s method — our engine is purpose-built with retail-specific models, new product introduction coverage, slow-mover specialisation, and hierarchical coherence.

NPI Models Slow-Mover Logic Hierarchical Coherence

Demand Planning & Inventory

Predict demand at SKU level across geographies and seasons. Eliminate overstock and stockouts by aligning inventory to actual market signals — not gut feel or historical averages.

↑ Availability

↓ Holding Cost

↓ Disposal

Pricing & Margin Decisions

Model price elasticity and competitive dynamics to identify optimal price points. Prevent margin erosion through reactive discounting and make proactive pricing moves backed by data.

↑ Margins

↓ Reactive Discounting

↑ Revenue

Supply Chain Alignment

Synchronise procurement, logistics, and production schedules to demand signals. Reduce SLA violations, emergency transhipments, and unplanned schedule changes that erode margin.

↓ SLA Breaches

↓ Logistics Cost

↑ Utilisation

Executive Decision Making

Provide leadership with forward-looking dashboards, scenario planning models, and promotional impact simulations so every major decision is anchored in quantified forecasts.

↑ Confidence

↑ Strategic Clarity

↓ Uncertainty

Who You’ll work with

Work Directly with the Experts Behind the Models

Srinivas S. Chillara

Head – Retail and Analytics, Suventure
Member, International Institute of Forecasters

A forecasting specialist with deep experience in retail and supply chain, Srinivas has delivered predictive models across global datasets — consistently improving forecast accuracy to 75–85%+ in most cases.

WHAT HE BRINGS
Retail-focused demand forecasting (SKU, store, hierarchy)
Strong handling of seasonality, intermittency & anomalies
Experience across retail, pharmacy, energy & complex systems
Practical, implementation-first approach
WHY THIS MATTERS
You work directly with the experts — no handoffs
Solutions designed for real business constraints
Focus on measurable outcomes

Srinivas S. Chillara

Head – Retail and Analytics, Suventure

Certified in Applied Forecasting

IIF Logo

Member – International Institute of Forecasters

Business Benefits

What Forecasting Actually Delivers

Cost Reduction

Inventory carrying costs reduced through accurate stock positioning
SLA violations minimised via supply-demand synchronisation
Transhipment and emergency logistics costs slashed
Unplanned schedule changes and associated overheads cut
Product replacement due to spare part unavailability avoided
Disposal of unsold or expired inventory significantly reduced

Revenue Growth

Product availability improved — capture demand you’re currently missing
Better inventory planning drives higher service levels and fill rates
Production and capacity utilisation optimised to demand forecasts
Promotional uplift modelled and captured pre-campaign
Seasonal spikes anticipated and stocked for proactively
Cross-sell and category expansion informed by demand signals

Smarter Decisions

Promotional impact measured against a calibrated baseline forecast
Deviation from baseline flagged early for corrective action
Data-driven decisions replace gut-feel planning at every level
Scenario modelling enables risk-aware strategic choices
Leadership dashboards surface forward-looking signals
Consistent forecast language across commercial and supply teams

Custom Forecasting directly improves revenue, cost, and strategic decision-making — across every business unit at multiple levels.

Our Engagement Model

"Being forewarned is being forearmed"

1

Data Assessment

Audit your existing data assets, gaps, and quality to design the right forecasting strategy.

2

Forecasting Design

Select models based on data maturity. Uni-variate, multi-variate, or regression — chosen pragmatically.

3

Implementation

Build and integrate forecasting pipelines into your existing data infrastructure and reporting stack.

4

Scale & Optimise

Monitor, retrain, and evolve models as your business and data landscape grows over time.

Who We Serve

Built for Decision-Makers

Targeted to the people who own the P&L and the data — and want to run a tight ship.

Roles and Titles

Chief Technology Officer

Chief Data Officer

VP Engineering

Head of Data & Analytics

Chief Operating Officer

VP Supply Chain

Industries

Retail & Modern Trade

D2C Brands

E-Commerce

FMCG

Travel & Hospitality

Consumer Electronics

Functions

Chief Technology Officer

Chief Data Officer

VP Engineering

Head of Data & Analytics

Chief Operating Officer

VP Supply Chain

Case Studies

Forecasting in Practice

Real deployments across global markets — demonstrating domain depth and measurable outcomes.

Project 01

PoS Retail Transactions — Demand Forecasting

Canadian PoS · Aggregate & Outlet Level · Customers in Canada & USA

Deployed for a Canadian Point-of-Sale retail network with customers spanning Canada and the United States. Forecasting was built at both aggregate level and individual outlet level — providing granular demand signals that drive replenishment and revenue planning across the distribution network.

~80%

Forecast Accuracy

15-21%

Mape Range

Accuracy
~80%
MAPE
21%
Value Added Service delivered to retail partners and distributors
Accurate revenue and profit estimation at outlet and aggregate level
Enables proactive inventory and ordering decisions across network

Project 02

Pharmacy Retail Demand Forecasting

UK Retail Chain · ~2,000 Outlets · High-Value, Low Shelf-Life Medicines

Deployed across a UK retail pharmacy chain with close to 2,000 outlets, handling high-value medicines with extremely short shelf lives. The forecasting model minimised wastage losses while ensuring product availability — a commercially critical balance in pharmaceutical retail.

↓ 70%

Wastage Reduction

~£500K

Approx. Annual Saving

Accuracy
~75%
MAPE
20-27%
Value Added Service delivered to retail partners and distributors
Accurate revenue and profit estimation at outlet and aggregate level
Enables proactive inventory and ordering decisions across network

Project 03

Superior Retail Forecasting Engine

Core Forecasting Engine · Custom Retail Models · Special Case Coverage

A proprietary core forecasting engine built with a range of appropriate retail-specific models — going far beyond the generic approaches most forecasters use. While many practitioners default to standard statistical models or at best Croston’s method, our engine addresses the full complexity of retail demand.

Range of retail models
most forecasters use generic models; we deploy custom solutions designed specifically for retail dynamics
New Product Introduction
models that handle the cold-start problem with minimal historical data
Slow-Moving Products
specialised handling for intermittent and erratic demand patterns
Hierarchical / Aggregation
forecast coherence maintained from SKU level up to national aggregate

💡 NB: Most forecasters use generic models, at the most using Croston’s model — our engine is purpose-built for retail.

Project 04

Forecasting Engine Driving Business Benefits

Decision Support System · Human + System Feedback · Adaptive Models

The forecasting engine extended into a full Decision Support System (DSS) that translates forecast outputs into actionable business decisions — with an emphasis on user experience, feedback loops, and continuous model adaptation.

Improving User Experience
designed for planners and commercial teams, not just data scientists
Human and System feedback
integrates domain knowledge from users with statistical signal from data pipelines
Ongoing model adjustment
forecasting models evolve continuously with changing business circumstances and new data collection

👥

User-Centric UX

🔄

Feedback Loops

📊

Adaptive Models

Model selection depends on data maturity — not complexity. We start where your data is, not where we wish it were.

Get Started Today

Not sure where to start? Let us work with you to figure out the untamed mammoth with our Data Value Assessment services!

Book your free 30-minute data and forecasting consultation with our experts. No commitment. No pitch. Just clarity.

In your 30-min session, we will:

  • Review your current forecasting / planning approach
  • Identify 2–3 potential revenue leakage areas
  • Suggest a practical roadmap based on your data maturity

No commitment required

Expert-led session

30 minutes, zero cost

ISO 27001 company

Free 30-min session

Book your Initial Consultation

No pitch. No commitment. Just a candid look at where your forecasting might be leaving money on the table.

SC
Srinivas S. Chillara
Head – Retail & Analytics · Member, IIF

No commitment

Zero cost

ISO 27001 certified

Expert-led, not a sales call

Enquire Now
Suventure company logo with tagline Yes to Possibilities representing next generation technology.
Suventure company logo with tagline Yes to Possibilities representing next generation technology.
Suventure company logo with tagline Yes to Possibilities representing next generation technology.
Suventure company logo with tagline Yes to Possibilities representing next generation technology.
Suventure company logo with tagline Yes to Possibilities representing next generation technology.
Suventure company logo with tagline Yes to Possibilities representing next generation technology.
Suventure company logo with tagline Yes to Possibilities representing next generation technology.