AI Agents Built for CPG Operations

AI agents for consumer packaged goods companies covering SKU-level demand forecasting, trade promotion analysis and retail compliance monitoring inside your existing ERP and retailer data systems.

★★★★★4.9 / 5 — Based on 233 client reviews
Book Your Free CPG AuditExplore CPG Agents
Challenges We Solve

Where CPG Operations Break Down

CPG companies run some of the most data-intensive operations in any industry. WorkAgentic's AI agents connect to the ERP, retailer portals and syndicated data sources your teams already use.

Demand Planning
Inaccurate Forecasting

Static models fall out of date between planning cycles, producing stockouts or excess inventory. AI demand forecasting for CPG corrects this by processing live POS data continuously.

Trade Spend
Untracked Promotion ROI

Post-event analysis is still manual. Results arrive weeks after each promotion closes. An AI agent delivers complete ROI data within days of each promotional period ending.

Retail Execution
Poor Shelf Compliance

Planogram violations and out-of-stocks go undetected for days or weeks between field visits. AI retail compliance for CPG monitors shelf presence data continuously.

Deductions
Retailer Deductions Chaos

Invalid deductions go undisputed because manual matching takes longer than the revenue recovered per claim. An AI agent automates the matching, validation and dispute process across your full deductions ledger.

New Product
Slow NPD Launches

Category managers consolidate consumer reviews, competitive data and retailer feedback by hand. An AI agent aggregates all inputs automatically and updates the brief as new data arrives.

Reporting
Fragmented Reporting

CPG operations data is fragmented across ERP, retailer portals and syndicated sources. An AI reporting agent connects every data source and delivers a unified operations summary on any cadence.

AI Agent Capabilities

AI Agents Built for Every CPG Workflow

Six agents that connect to your ERP, retailer portals and syndicated data sources. No new platforms required.

Demand Forecasting Agent
  • Ingests POS data from key retailers continuously
  • Applies promotional calendar and seasonal adjustments
  • Generates SKU-level forecasts at store and account level
  • Updates automatically as new sales data flows in
  • Reduces forecast error by 30 to 40 percent
Trade Promotion Analyzer
  • Pulls post-event POS data when promotional period closes
  • Calculates baseline, incremental lift and revenue per event
  • Flags underperforming promotions against your ROI targets
  • Delivers complete analysis within days of period ending
  • No manual analyst time required per event
Retail Compliance Monitor
  • Monitors shelf presence and OOS data from retailer portals
  • Alerts category manager in real time on compliance gaps
  • Flags specific store location and violation type
  • Includes current velocity impact in every alert
  • Runs continuously between field visits
Deductions Resolution Agent
  • Matches every incoming deduction against valid claims
  • Clears valid deductions automatically
  • Flags invalid deductions and assembles dispute documentation
  • Initiates dispute through retailer portal without manual input
  • Recovers higher share of invalid claims without added headcount
NPD Research Agent
  • Aggregates consumer reviews from retailer and review platforms
  • Tracks competitive product launches and pricing changes
  • Monitors trend signals and retailer buyer feedback
  • Compiles inputs into a continuously updated NPD brief
  • Compresses months of manual research into days
Unified Reporting Agent
  • Pulls from ERP, retailer portals and syndicated data automatically
  • Generates consistent unified operations report on any cadence
  • Covers sales velocity, inventory position and trade performance
  • Supply chain, category and finance teams share one source of truth
  • No manual exports or spreadsheet consolidation
Client Reviews

What our clients say
after going live

5★
4★
3★
4.9
★★★★★
Verified clients
★★★★★

“Trade promotion analysis used to take my team three weeks after each event. Haroon's team built an agent that pulls post-event POS data and delivers the full ROI report in 3 days. We now run more promotions because we can actually measure them.”

L
Lauren K.
Trade Marketing Manager, US CPG Brand
★★★★★

“We were losing money on retailer deductions we could not dispute fast enough. WorkAgentic deployed a deductions agent that matches and disputes automatically. We recovered 40 percent more in the first quarter.”

T
Tyler R.
Finance Director, Regional CPG Company
★★★★★

“Our demand forecasting was built on static spreadsheet models that were out of date before we finished building them. The agent Haroon's team deployed pulls live POS data and the forecast updates itself. Our stockout rate dropped significantly in the first two months.”

A
Amanda G.
Supply Chain Director, US Food Brand
★★★★★

“I was spending two days a week building unified reports from our ERP, Walmart Retail Link and syndicated data. WorkAgentic connected everything into one agent that delivers the report Monday morning. I use that time for actual analysis now.”

C
Chris N.
Category Manager, CPG Beverage Company
★★★★★

“Shelf compliance was a blind spot for us between broker visits. The retail compliance agent monitors our store presence continuously and sends alerts the same day a gap appears. We close compliance issues before they affect velocity.”

S
Stephanie M.
National Sales Manager, US CPG Brand
Deployment

How We Deploy Your CPG AI Agent

Five steps — built around your ERP, retailer relationships and planning cycles.

01
Discovery and Data Audit
Free 30-minute discovery call and data audit mapping your ERP, retailer portal access, syndicated data subscriptions and trade promotion calendar.
02
CPG Agent Blueprint
Agent blueprint covering data connections, SKU-level forecast logic, trade promotion methodology, retail compliance thresholds and deductions matching rules.
03
Build and Integration
Build and integration with ERP, retailer portals and syndicated data feeds. Validated against 12 months of historical demand, trade and compliance data.
04
Pilot and Validation
Two-week parallel pilot on a defined category or retailer account. Your planning, category and finance teams compare agent outputs against current process results.
05
Go Live and Handoff
Agent goes live with full documentation, a monitoring dashboard and a 30-day hypercare period included.
01
Discovery and Data Audit
Free 30-minute discovery call and data audit mapping your ERP, retailer portal access, syndicated data subscriptions and trade promotion calendar.
Retailer portal and ERP data map
Automation opportunity scorecard
Recommended CPG agent architecture
Case Studies

AI agents we have
already built and deployed

Real deployments. Real outcomes. Each agent was built from scratch around the client's exact workflow.

How a $150M Frozen Foods Distributor Eliminated Overnight Temperature Risk and Prevented $200K–$250K in Annual Losses
Frozen Foods / CPG
How a $150M Frozen Foods Distributor Eliminated Overnight Temperature Risk and Prevented $200K–$250K in Annual Losses
A leading frozen foods distributor managed millions of dollars of temperature-sensitive inventory across its refrigerated fleet but had no visibility into trailer temperatures during overnight hours. This created a significant risk of product spoilage, inventory loss, and customer service disruptions.
Read case study
How a $50M CPG Brand Replaced a $180K TPM System and Unlocked $300K in Annual Value Using Open-Source TPM and Agentic AI
CPG / Consumer Packaged Goods
How a $50M CPG Brand Replaced a $180K TPM System and Unlocked $300K in Annual Value Using Open-Source TPM and Agentic AI
A $50 million consumer packaged goods (CPG) brand was struggling with the growing complexity of trade promotion management. Despite investing heavily in a traditional TPM platform, many critical processes remained manual, including trade planning, accrual management, deduction reconciliation, customer profitability reporting, and trade spend analysis. The company was spending approximately $180,000 annually on TPM software while dedicating significant internal resources to managing promotions, deductions, and reporting activities.
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How a $250M+ Frozen Food Manufacturer Cut Daily Inventory Reporting from 120 Minutes to 5 Minutes and Saved $44,000 Annually
Frozen Foods / CPG
How a $250M+ Frozen Food Manufacturer Cut Daily Inventory Reporting from 120 Minutes to 5 Minutes and Saved $44,000 Annually
A $250M+ frozen food manufacturer managed inventory across multiple third-party warehouses and cold storage facilities. Accurate inventory visibility was critical for supply planning, production scheduling, customer service, and inventory management. However, the company relied on a highly manual inventory reporting process that required data from twelve separate sources, including warehouse portals and accounting system reports, to be downloaded, reconciled, and consolidated twice each day.
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How a $800M CPG Company Replaced OCR and Manual Data Entry with Agentic AI, Generating $592,000 in Annual Savings and a 4.6x ROI
CPG / Business Process Outsourcing
How a $800M CPG Company Replaced OCR and Manual Data Entry with Agentic AI, Generating $592,000 in Annual Savings and a 4.6x ROI
A leading business services provider supported multiple consumer packaged goods (CPG) companies with aggregate annual sales exceeding $800 million. The organization was responsible for transcribing retailer deduction documentation, validating deductions against trade promotion planners, proof-of-performance documents, and promotional contracts across multiple customers, channels, and retailer platforms. As client volumes increased, the process of extracting, validating, and transferring retailer data into spreadsheets, reports, and operational dashboards became increasingly dependent on manual labor.
Read case study
View all our case studies
AI Solutions for This Industry

AI Agents for Every
Business Department

Each agent is purpose-built for a specific business function, configured around the consumer packaged goods operating environment.

Finance
CPG AI Agent for Finance
Trade spend analysis, deductions reconciliation and financial reporting for CPG finance teams.
Trade SpendDeductionsReporting
Accounting
CPG AI Agent for Accounting
AP automation, retailer invoice reconciliation and month-end close for CPG accounting teams.
AP / ARReconciliationMonth-End Close
Supply Chain
CPG AI Agent for Supply Chain
Demand forecasting, inventory optimization and supplier risk monitoring for CPG supply chain teams.
ForecastingInventorySupplier Risk
Marketing
CPG AI Agent for Marketing
Competitive intelligence, NPD research and category performance reporting for CPG marketing teams.
Competitive IntelNPD ResearchCategory Reports
IT
CPG AI Agent for IT
Helpdesk triage, system monitoring and IT operations automation for CPG technology teams.
HelpdeskMonitoringITSM
FAQ

Questions About AI Agents
for Consumer Packaged Goods

Everything your planning, category and finance teams need to know before booking a call.

Book a free AI workflow audit
AI agents help consumer packaged goods companies by automating the data-intensive operational workflows that slow down demand planning, trade spend management, retail execution and financial close. WorkAgentic deploys AI agents for CPG teams that connect to POS data feeds, retailer portals and ERP systems to run SKU-level demand forecasting, trade promotion analysis, retail compliance monitoring and deductions management.
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CPG Operations?

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