Retail
Trade deductions, vendor chargebacks, replenishment, and supplier invoicing running continuously at the volume retail demands.
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How it works
FlowGen learns your retail operations, converts that knowledge into executable procedures, and improves with every chargeback.
Built for retail trade and supply chain operations.
Explore the productFlowGen connects to your ERP in place and builds your complete retail ontology. Promotion logic captured via configuration and custom code. No workshops, no consultants, no multi-quarter discovery.
Every workflow, exception route, and decision tree reconstructed from transaction history and data lineage into a living retail map. Surfaces exception bottlenecks and becomes the backbone of agents that mirror your operations.
Procedures become natural-language workflows that are readable, editable, and auditable. FlowGen executes them inside your ERP with intelligence purpose-built for retail data where precision matters. Agent-to-agent coordination across your entire chargeback landscape.
Every exception and POS change feeds back into the system automatically. Self-healing operating procedures adapt to user feedback, rules, formats, and exceptions in real time. Get smarter with every chargeback.
RETAIL
Your operational blueprint, running autonomously. End-to-end processes executing inside your ERP at machine speed.
Process throughput
5x
faster execution cycles
Touchless execution
90%+
end-to-end automation
Manual workload
80%+
fewer human steps
Tide Pods 42ct
BOGO scan · Walmart
Cheerios Family
2/$6 · Kroger
Gatorade 32oz
4/$5 · Target
3.7× ROI · repeatCoca-Cola 12pk
$4.99 · Publix
Every deduction validated against agreements the moment it arrives. Invalid claims challenged and recovered without a deductions team chasing them down.
Inbound claims
Contract validation
Outcome
CB-218842$48,210
Walmart RC-DAL
OTIF 92.4% · §4.2
CB-218819$184,520
Target T-1804
Routing guide · no clause
CB-218778$26,140
Costco BC-218
UCC-128 label · §8.4
CB-218761$8,420
Publix LK-04
Case pack · §3.1
Clause matcher
MSA-2024-204
Routing guide clauses scanned: 14
No clause covers this charge
Dispute filed
$184,520 recovered
Packet · clauses cited · sent to AP
Auto-approved
3 claims · $82,770
Clause cited · posted to AP
Non-compliance chargebacks issued consistently and automatically. Recovery rates hold; supplier behavior improves when enforcement is predictable.
UPC 052000338829 · Gatorade 32oz · Target SW
Units / week (thousands)
Heat-wave SE region
Daily sell-through +312% vs trailing 4-wk
POS signals and promotional lifts read in real time. Replenishment triggered before shelves run short; stockouts fall as forecast error drops.
Store network · stock vs target
744 units
Tide Pods 42ct · UPC 037000930037
Imbalances identified and corrected across stores and DCs continuously. Excess moves before markdowns become the only option.
CUSTOMER SPOTLIGHT

ANNUAL PROCESS SAVINGS
$9M+
“We brought in FlowGen Labs to help modernize our SAP workflows, and they delivered a working AI solution in exactly four weeks. The agents they deployed have taken over a lot of the heavy lifting, eliminating manual work and streamlining our processes end-to-end. By leveraging LLMs, we were able to accelerate our automation timeline while sticking to our ‘clean core’ strategy. This is a highly practical approach to SAP modernization that we plan to scale across the business.”

Sandy Iyer
Sr Director, Digital and Enterprise Applications, Veritiv