Current UCUI
68/100
Moderate-High Uncertainty
+4 points from prior reading
Potato Market Intelligence
Potato Quality Claims Benchmark
A potato quality claims benchmark compares normalized claim frequency, cause, severity, and economic impact across suppliers and periods. MassGain adds crop, storage, specification, replacement-price, and service context so broad seasonal pressure can be separated from supplier-specific underperformance.
Market Data
How to read this market
A potato quality claims benchmark compares normalized claim frequency, severity, cause, and economic impact across suppliers, regions, plants, products, and time periods. Claims can include defects, condition, temperature, grade, packaging, documentation, or processing-performance failures.
Use the benchmark on a per-load, per-ton, or per-case basis rather than raw claim counts. Connect claims with regional crop and storage conditions, specification difficulty, replacement prices, salvage, downtime, freight, and customer service to distinguish broad market pressure from supplier-specific underperformance.
Data Module
Potato Quality Claims Benchmark
MeasureNormalized claim frequency and economic severity
Claim classesDefects, condition, temperature, grade, packaging
BasisPer load, ton, case, or other activity measure
Market dimensionsSupplier, origin, crop, storage, product
Commercial useTotal-cost and supplier-performance comparison
WatchpointRaw claim counts can mislead when volumes differ
Analysis
Why this matters
Claims matter because a supplier handling more volume or a tighter specification may naturally generate more incidents. Normalization is necessary before concluding that quality performance is worse.
The strongest analysis compares suppliers facing similar crop and storage conditions. If one supplier's claims remain elevated against matched peers, that is a stronger commercial signal than a broad seasonal increase affecting the whole region.
Signal 01
Usable Crop Uncertainty Index
UCUI translates crop and market complexity into a simple uncertainty signal. Higher readings indicate greater uncertainty—not necessarily higher prices.
Understand uncertainty. Anticipate risk. Act earlier.
UCUI is designed to analyze potato-industry publications and data signals across regions, varieties, weather, disease, storage, supply, and demand.
WeatherHigh
DiseaseHigh
StorageMedium
SupplyMedium
Single-day snapshot based on a scan of 11,500+ web and social signals. Get historical and real-time data by clicking the button below.
The MassGain Daily
Today’s market analysis.
A daily editorial synthesis of physical potato data, crop signals, market reporting, and what participants should watch next.
September 16, 2026Latest MassGain publication
Potato market steady for now; Russia’s smaller crop is the salient risk
Spot prices are flat and USDA terminal reports read ‘market steady,’ but a renewed forecast for a smaller Russian harvest and recent regional harvest stress leave seasonal import timing and storage losses as the key uncertainty.
Signal 02
MassGain Potato Index
Independent physical-pricing intelligence and market-trend analysis for procurement, forecasting, contracting, and scenario planning.
Core Russet Carton Median
312.45 USD/MT
Latest qualifying physical-market observation
+4.75 (+1.55%)
Price discovery for the physical potato market
MPI is designed to track physical pricing data, price trends, deltas, and divergences across regions and potato types.
Series window45 days
Current public coverageCore russet cartons
Primary source basisQualifying USDA physical rows
UnitUSD per metric tonne
Single-day snapshot based on most recent 45 days worth of data. Limited to US Russets only. Get more complete, global data about all varieties by clicking the button below.
Signal 03
MassGain Spot Reference
An independent spot reference designed for price discovery, contract discussions, procurement comparisons, and risk modeling.
Russet Burbank — U.S. Midsize
305 USD/MT
Demonstration reference format
+1.6% WoW · Confidence: High
A trusted benchmark for pricing, contracts, and risk
MSR is intended to use real transactions and verifiable physical-market data to support negotiations, price checks, contracting, and risk models.
ProductRusset Burbank
SpecificationU.S. midsize, 40–70 count
Reference typePhysical spot benchmark
StatusIn development
Based on most recent 45 days worth of data. Limited to US Russets only. Get more complete, global data about all varities by clicking the button below. Full access also includes historical data -- including depreciated NYMEX/CBOE/EEX spot references -- projections, trends, and AI-driven insights.
The MassGain Product Ladder
From insight to intelligence to action
Four integrated products built for the physical potato market, delivered through public pages, reports, exports, dashboards, and API access.
1
Content
Original research, commentary, aggregated news, and market updates.
- What matters right now?
- What is happening out there?
2
UCUI™
Usable Crop Uncertainty Index: an AI-powered signal of crop risk and market uncertainty.
- Understand uncertainty
- Anticipate risk
- Act earlier
3
MPI™
MassGain Potato Index: independent physical-pricing intelligence and trend analysis.
- Price discovery
- Regional trends
- Procurement planning
4
MSR™
MassGain Spot Reference: an independent benchmark for price discovery and risk modeling.
- Contracts
- Negotiations
- Risk models
Content + UCUI + MPI + MSR + API access
Get historical series, regional detail, constituent data, exports, alerts, and direct data access.
Overview
Who is this for?
This page is for procurement leaders, processors, distributors, quality teams, and finance users that need a potato quality claims benchmark. The benchmark compares the frequency, severity, cause, and economic value of quality-related claims across suppliers, origins, products, plants, and time periods. MassGain helps users normalize claim data by volume and connect each event with the regional crop and storage conditions surrounding it.
A raw claim count can be misleading. One supplier may handle more volume, serve a stricter specification, or operate through an unusually difficult crop year. MassGain compares claims per load, ton, or case and separates defects, temperature, condition, grade, packaging, documentation, and processing-performance issues. It then connects claim severity with replacement prices, salvage value, downtime, freight, customer service, and supplier exposure. Procurement can identify preventable underperformance, quality teams can prioritize recurring causes, and finance can build more accurate reserves and total-cost comparisons. The benchmark also distinguishes broad regional quality pressure from a supplier that performs worse than peers facing similar conditions. MassGain does not adjudicate claims or replace inspection and legal processes. It provides a consistent commercial reference for evaluating whether claims performance is normal, exceptional, improving, or deteriorating.
Use Case
A processor compares two suppliers during a difficult storage season. Both face similar regional quality conditions, but one produces three times the claim cost per thousand tons because of repeated temperature and defect issues. Procurement reduces incremental volume and requires a corrective-action plan before the supplier can regain share.
FAQs
What does a potato quality claims benchmark measure?
It compares normalized claim frequency, cause, severity, and economic impact across defined peers and periods.
Why normalize claims by volume?
Suppliers handling more loads can show more claims even when their actual failure rate is lower.
How does MassGain add market context?
It compares claims with regional crop quality, storage, specifications, replacement prices, and supplier exposure.
Put this market intelligence to work
Get historical data, regional detail, benchmarks, alerts, exports, and API access tailored to your procurement
and market-analysis needs.
Data and Methodology
Professional market-data standards
MassGain is building transparent public market infrastructure. Each live metric will identify its date, unit, coverage, methodology, and source basis.
Data provenance
MassGain uses public, licensed, contributed, and independently derived physical-market information. Source availability and publication schedules vary.
Timing and revisions
Figures may reflect the latest available observation rather than a same-day transaction. Source data and MassGain calculations may be corrected, restated, or revised.
Not transactional pricing
MassGain figures are informational reference values and do not constitute executable bids, offers, settlements, or guarantees that a transaction can occur at the displayed value.
No individualized advice
Content and data are provided for informational and analytical purposes and do not constitute financial, investment, legal, trading, or individualized procurement advice.
Independent publication
Certain observations may be derived from USDA reports. MassGain is independent and is not affiliated with or endorsed by the USDA.
Commercial use and licensing
Public display does not grant rights to reproduce, redistribute, republish, or incorporate MassGain indices or references into commercial products or contracts without authorization.