Set classification and master data

Sets

Each set is one process. Its records × price, plus the direct cost fields you pick, give its monthly cost in its bucket; the plant field splits that cost per plant.

50 sets 2 unclassified 7 ignored

Sets
Set and group	Sub-bucket	AI confidence	Direct cost fields
Customer 5 sets
Consumer complaints		Complaints about irritation, smell and leaking packs — High confidence: the AI gave this bucket a probability of 80% or more.	claim_amount credit_note Add Claim amount claim_amount · USD Credit note credit_note · USD Quantity quantity_ · kg
Customer audit findings		Findings from retailer and customer audits — Medium confidence: the AI gave this bucket a probability between 50% and 80%. Worth a look.	Add Quantity quantity_ · kg
Distributor field claims		Quality claims from distributors — Medium confidence: the AI gave this bucket a probability between 50% and 80%. Worth a look.	claim_amount_dist Add Claim amount claim_amount_dist · USD Quantity quantity_ · kg
Product recalls		Recalls of shipped product — High confidence: the AI gave this bucket a probability of 80% or more.	recall_cost Add Recall cost recall_cost · USD Quantity quantity_ · kg
Retailer chargebacks and fines		Chargebacks and compliance fines from retailers — High confidence: the AI gave this bucket a probability of 80% or more.	chargeback Add Chargeback chargeback · USD Quantity quantity_ · kg
E-commerce 1 set
Amazon listing suspensions		Listings suspended after quality complaints — Medium confidence: the AI gave this bucket a probability between 50% and 80%. Worth a look.	lost_sales Add Lost sales lost_sales · USD Quantity quantity_ · kg
Engineering 2 sets
FMEA		Risk analysis to prevent defects — High confidence: the AI gave this bucket a probability of 80% or more.	Add Quantity quantity_ · kg
Process validation		Validation of new SKUs, lines and changed processes — High confidence: the AI gave this bucket a probability of 80% or more.	validation_cost Add Validation cost validation_cost · USD Quantity quantity_ · kg
Facilities 3 sets
Energy readings	—	Utilities, not quality — High confidence: the AI gave this bucket a probability of 80% or more.	Add Quantity quantity_ · kg
Forklift inspections	—	Safety, not quality — Medium confidence: the AI gave this bucket a probability between 50% and 80%. Worth a look.	Add Quantity quantity_ · kg
Visitor log	—	Not a quality process — High confidence: the AI gave this bucket a probability of 80% or more.	Add Quantity quantity_ · kg
HR 1 set
GMP training		Good manufacturing practice training sessions — High confidence: the AI gave this bucket a probability of 80% or more.	Add Quantity quantity_ · kg
Lab 9 sets
Environmental monitoring		Swabs and air sampling in compounding — High confidence: the AI gave this bucket a probability of 80% or more.	Add Quantity quantity_ · kg
Finished goods release		OTC drug release testing before shipping — High confidence: the AI gave this bucket a probability of 80% or more.	Add Quantity quantity_ · kg
Gel viscosity checks		Viscosity of gel batches — High confidence: the AI gave this bucket a probability of 80% or more.	Add Quantity quantity_ · kg
Incoming raw material testing		Alcohol identity and strength, methanol screen per lot — High confidence: the AI gave this bucket a probability of 80% or more.	Add Quantity quantity_ · kg
Microbial limits testing		Microbial limits per batch — High confidence: the AI gave this bucket a probability of 80% or more.	Add Quantity quantity_ · kg
OOS investigations		Out-of-specification lab investigations — High confidence: the AI gave this bucket a probability of 80% or more.	Add Quantity quantity_ · kg
Retained samples		Retained samples per released batch — Medium confidence: the AI gave this bucket a probability between 50% and 80%. Worth a look.	Add Quantity quantity_ · kg
Stability programme		Shelf-life and stability pulls — High confidence: the AI gave this bucket a probability of 80% or more.	Add Quantity quantity_ · kg
Water system testing		Purified water conductivity and TOC — Medium confidence: the AI gave this bucket a probability between 50% and 80%. Worth a look.	Add Quantity quantity_ · kg
Logistics 3 sets
Downgraded and expired stock		Stock written off or sold at a discount — Medium confidence: the AI gave this bucket a probability between 50% and 80%. Worth a look.	writeoff_value Add Write-off value writeoff_value · USD Quantity quantity_ · kg
Returns		Returned goods from US customers — High confidence: the AI gave this bucket a probability of 80% or more.	return_value Add Return value return_value · USD Quantity quantity_ · kg
Returns EU distributors		Returned goods from EU distributors — High confidence: the AI gave this bucket a probability of 80% or more.	return_value_eur Add Return value (EUR) return_value_eur · EUR Quantity quantity_ · kg
Maintenance 3 sets
Calibration checks		Could be prevention (calibration plan) or appraisal (check) — Low confidence: the AI gave this bucket a probability below 50%. Check it.	Add Quantity quantity_ · kg
Calibration plan		Planned calibration of balances, densitometers and fillers — Medium confidence: the AI gave this bucket a probability between 50% and 80%. Worth a look.	Add Quantity quantity_ · kg
Filler preventive maintenance		Planned maintenance on filling and capping lines — Medium confidence: the AI gave this bucket a probability between 50% and 80%. Worth a look.	parts_cost Add Parts cost parts_cost · USD Quantity quantity_ · kg
Packaging 2 sets
Label reprints		Labels reprinted after errors — Medium confidence: the AI gave this bucket a probability between 50% and 80%. Worth a look.	Add Quantity quantity_ · kg
Label verification		Drug Facts panel, lot and expiry checks — High confidence: the AI gave this bucket a probability of 80% or more.	Add Quantity quantity_ · kg
Production 9 sets
Fill volume and weight checks		Fill checks on the lines — High confidence: the AI gave this bucket a probability of 80% or more.	Add Quantity quantity_ · kg
In-process ABV checks		Alcohol content checks during compounding — High confidence: the AI gave this bucket a probability of 80% or more.	Add Quantity quantity_ · kg
Leaking pump rejects		Units rejected for leaking pumps — High confidence: the AI gave this bucket a probability of 80% or more.	Add Quantity quantity_ · kg
Line clearance	—	Operational checklist, no quality cost — Medium confidence: the AI gave this bucket a probability between 50% and 80%. Worth a look.	Add Quantity quantity_ · kg
Line stoppages		Unplanned stops for quality reasons — Medium confidence: the AI gave this bucket a probability between 50% and 80%. Worth a look.	Add Quantity quantity_ · kg
Pump and closure leak tests		Torque and leak tests of pumps and caps — High confidence: the AI gave this bucket a probability of 80% or more.	Add Quantity quantity_ · kg
Re-blend rework		Batches re-blended after an ABV out of range — High confidence: the AI gave this bucket a probability of 80% or more.	rework_cost Add Rework cost rework_cost · USD Quantity quantity_ · kg
Scrap: bulk out of spec		Bulk solution scrapped after failing spec — High confidence: the AI gave this bucket a probability of 80% or more.	scrap_value Add Scrap value scrap_value · USD Quantity quantity_ · kg
Shift handover log	—	No quality cost activity — Medium confidence: the AI gave this bucket a probability between 50% and 80%. Worth a look.	Add Quantity quantity_ · kg
Purchasing 2 sets
Supplier qualification (ethanol, IPA)		Qualifying alcohol suppliers before first use — High confidence: the AI gave this bucket a probability of 80% or more.	audit_cost Add Audit cost audit_cost · USD Quantity quantity_ · kg
Supplier qualification (ethanol, IPA) (2)		Qualifying alcohol suppliers before first use — High confidence: the AI gave this bucket a probability of 80% or more.	audit_cost Add Audit cost audit_cost · USD Quantity quantity_ · kg
Quality 8 sets
CAPA execution		Corrective actions: a failure response, could be prevention — Low confidence: the AI gave this bucket a probability below 50%. Check it.	Add Quantity quantity_ · kg
Change control reviews		Quality review of changes before they go live — Medium confidence: the AI gave this bucket a probability between 50% and 80%. Worth a look.	Add Quantity quantity_ · kg
Deviations		Process and GMP deviations — High confidence: the AI gave this bucket a probability of 80% or more.	deviation_cost Add Deviation cost deviation_cost · USD Quantity quantity_ · kg
Document change requests	—	Document control, no direct quality cost — Medium confidence: the AI gave this bucket a probability between 50% and 80%. Worth a look.	Add Quantity quantity_ · kg
Internal GMP audits		Planned internal audits against 21 CFR 210/211 — High confidence: the AI gave this bucket a probability of 80% or more.	Add Quantity quantity_ · kg
Meeting minutes	—	Not a quality process — High confidence: the AI gave this bucket a probability of 80% or more.	Add Quantity quantity_ · kg
Methanol and benzene risk assessments		Contaminant risk reviews of materials and suppliers — High confidence: the AI gave this bucket a probability of 80% or more.	Add Quantity quantity_ · kg
Quarantined batches		Batches on hold pending a quality decision — Medium confidence: the AI gave this bucket a probability between 50% and 80%. Worth a look.	Add Quantity quantity_ · kg
R&D 1 set
Packaging design reviews		Could be prevention or product development — Low confidence: the AI gave this bucket a probability below 50%. Check it.	Add Quantity quantity_ · kg
Regulatory 1 set
FDA 483 remediation		Remediation of FDA inspection observations — Medium confidence: the AI gave this bucket a probability between 50% and 80%. Worth a look.	Add Quantity quantity_ · kg