Current UCUI
68/100
Moderate-High Uncertainty
+4 points from prior reading
Potato Market Intelligence
Frozen Fries Production Data
Frozen fries production data tracks finished output by plant, region or country, product type, period, volume, and reporting source. MassGain connects those production figures with processing-potato supply, capacity, maintenance, inventory, trade, and demand so users can distinguish operating changes from broader market shifts.
Market Data
How to read this market
Frozen Fries Production Data tracks finished fry output by plant, region or country, product type, period, volume, and reporting source. Product segmentation matters because standard, coated, long-cut, specialty, retail, and foodservice fries can use different lines, potato specifications, and customer channels.
Use production data with processing-potato supply, plant capacity, maintenance, finished inventory, trade, and customer demand. A change in output should be decomposed before it is treated as evidence of broad shortage or demand growth.
Data Module
Frozen Fries Production Monitor
Outputfinished fry volume
Plantfacility or geography
Productcut, coating, and format
Potatoessourcing and quality
Contextcapacity, inventory, demand
Decision usesupply and market sizing
Analysis
Why this matters
Total fry production can fall because of planned maintenance while market availability remains adequate, or rise because inventory is being rebuilt rather than consumed. Product and plant detail are necessary to distinguish a network-wide supply signal from a local operating event.
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 frozen-food processors, procurement teams, commercial analysts, lenders, and strategic planners that need reliable frozen fries production data. MassGain organizes production by plant, region, country, product type, period, volume, and reporting source where available, then connects factory output with processing-potato supply, capacity, inventories, trade, and customer demand.
Production data is more useful when product mix and operating context remain visible. A rise in total tonnes may reflect standard fries while coated or long-cut products remain constrained. A decline can result from maintenance, raw-material quality, labor, packaging, customer orders, or inventory strategy rather than weak market demand. MassGain helps users compare current output with historical seasonality, plant utilization, regional crop conditions, and finished-goods movement. Procurement can assess raw-material requirements, commercial teams can evaluate supply commitments, and finance or lenders can test margin and working-capital assumptions. The result is a production view that explains not only how much frozen fry output was made, but where, in which formats, and under what physical-market conditions.
Use Case
A frozen-fries producer reports lower monthly output and customers fear a broad shortage. MassGain shows the decline is concentrated at one plant during planned maintenance, while two other plants have adequate potatoes and inventory. Commercial teams prioritize affected products without raising the full network price forecast.
FAQs
What can frozen fries production data include?
It can include output by plant, country, region, product, period, volume, and reporting classification.
Why should production be separated by product?
Cuts, coatings, packs, specifications, line capability, and customer channels can create different supply conditions.
How does MassGain interpret production changes?
It connects output with potato supply, quality, capacity, maintenance, inventory, trade, and demand.
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.