Life Sciences
Chargebacks, rebate accruals, batch disposition, and serialization exceptions running continuously across the life sciences operating model.
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How it works
FlowGen learns your life sciences operations, converts that knowledge into executable procedures, and improves with every batch.
Built for pharma commercial, quality, and supply operations.
Explore the productFlowGen connects to your ERP in place and builds your complete life sciences ontology. Contract, pricing, and quality 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 contract-to-cash and batch-to-release map. Surfaces chargeback and disposition 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 regulated data where precision matters. Agent-to-agent coordination across your entire gross-to-net lifecycle.
Every exception and contract 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 batch.
LIFE SCIENCES
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
Contract price
VerifiedCTR-90114 · $41.20/unit
Membership eligibility
MismatchHIN roster · expired 03/31
WAC effective date
Verified$68.50 · matches claim
Resolution · CB-52-88410
Wholesaler chargebacks validated against contract price, membership eligibility, and WAC the moment the EDI 844 arrives. Invalid claims disputed with evidence attached; resubmissions reconciled without an analyst working each line.
Medicaid, 340B, and GPO fee liabilities computed continuously as utilization arrives. Accrual-to-actual drift surfaces quarters before it becomes a true-up; pricing inputs stay defensible under audit.
EDI 820
McKesson · $1,284,410
EDI 844
Cencora · $412,180
PDF Remit
Cardinal Health · $96,440
Posted to SAP FSCM
Wholesaler remittances with hundreds of deduction lines parsed and matched against open invoices, chargebacks, and distribution service fees. Cash posts the moment it arrives; nothing sits unapplied.
Every chargeback, rebate, and fee tied to net-revenue impact in real time. The bridge from WAC gross to net holds up line by line, not as a quarterly reconciliation exercise.
Disposition package
Batch B-24188
Atorvastatin 20 mg · 1.2M tablets · Line 4
Batch record review
412 pages · 0 gaps
CoA vs specification
24 of 24 results in spec
Deviations
DEV-0912 · minor · impact assessed
Environmental monitoring
All rooms within limits
Label & artwork check
Rev 07 · current
Usage decision · SAP QM
Batch records, certificates of analysis, and open deviations assembled and checked against specification the moment production completes. QA reviews by exception; release cycle time drops from weeks to days.
Pallet · SSCC
(00) 3 0368512 00104-2
C-1042
Aggregated
C-1043
Aggregated
C-1044
Re-aggregated
C-1045
Aggregated
EPCIS exception
Case C-1044
1 sGTIN missing from shipping event vs. packing hierarchy
Aggregation errors, EPCIS mismatches, and saleable-returns verification worked continuously across SAP ATTP and partner systems. Product moves instead of sitting quarantined while someone reconciles serial numbers.
Excursion assessment
LOT-88214
Adalimumab 40 mg · 8,640 units in transit
Temperature excursions assessed against stability budgets the moment they land. Disposition proposed with full lot context; product releases or holds in hours, not weeks of quality email.
FEFO transfer
DC-ATL
Atlanta, GA
DC-NJD
Newark, NJ
Short-dated lots spotted and redeployed across the network before the write-off window closes. FEFO holds across every DC; expiry losses fall without adding safety stock.
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