Current UCUI
68/100
Moderate-High Uncertainty
+4 points from prior reading
Potato Market Intelligence
Frozen Fries Production Capacity
Frozen fries production capacity measures dependable finished-fry output under defined plant and product conditions. MassGain maps line capability to processing-potato sourcing basins, maintenance, labor, oil, energy, packaging, cold storage, approvals, and customer commitments to show truly usable capacity.
Market Data
How to read this market
Frozen Fries Production Capacity measures dependable finished-fry output under defined plant and product conditions. Usable capacity depends on processing-potato coverage, line configuration, labor, oil, energy, packaging, cold storage, maintenance, customer approvals, and existing commitments.
Use capacity data by plant, cut, coating, package, and sourcing basin. Map approved backup plants to their raw-potato regions so nominal alternative capacity is not counted when it shares the same agricultural exposure or lacks the required product capability.
Data Module
Frozen Fries Capacity Monitor
Plantapproved production facility
Linescut and coating capability
Potatoessourcing basin and coverage
Inputsoil, energy, packaging, labor
Commitmentscustomer and product load
Decision useusable backup capacity
Analysis
Why this matters
The fry market can have ample nameplate capacity and still be tight in one cut, coating, region, or delivery window. Supplier diversification also fails when nominally separate plants share the same potato basin. Capacity should therefore be assessed by product and raw-material independence.
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-fries processors, procurement teams, restaurant buyers, investors, and lenders that need to understand frozen fries production capacity. Capacity represents the volume of finished fries that plants can reliably produce under defined product and operating conditions. MassGain helps users move beyond announced or installed capacity by considering processing-potato coverage, line configuration, maintenance, labor, oil, energy, packaging, cold storage, product approvals, and customer commitments.
The market can have substantial nameplate capacity while still facing shortages in a particular cut, coating, plant region, or delivery window. MassGain maps factories to their potato sourcing basins and compares available capacity with crop conditions, contract coverage, product mix, trade, and demand. Buyers can identify where backup production is genuinely usable, processors can decide whether to shift volume or invest, and finance can test utilization and margin assumptions. The platform also reveals concentration when several suppliers or customers depend on the same plants and raw-material regions. The result is a realistic capacity view focused on dependable, specification-compliant output rather than a headline total that may not be available to the user.
Use Case
A restaurant chain believes multiple fry suppliers provide ample backup capacity. MassGain shows three approved plants rely on the same potato basin, while the only geographically independent plant lacks the required coated-fry line. Procurement begins qualification of an alternate product before the next contract cycle.
FAQs
What determines frozen fries production capacity?
Plants, lines, potatoes, labor, maintenance, oil, energy, packaging, storage, specifications, and commitments all matter.
Why can nameplate capacity overstate available fry supply?
Capacity may be committed, product-incompatible, geographically concentrated, or constrained by raw materials and operations.
How does MassGain map usable capacity?
It connects plants and product capability with sourcing regions, crop coverage, utilization, 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.