Current UCUI
68/100
Moderate-High Uncertainty
+4 points from prior reading
Potato Market Intelligence
Frozen Fries Foodservice Demand
Frozen fries foodservice demand measures physical case demand across restaurant chains, distributors, products, geographies, and periods. Procurement and processors can distinguish durable growth from seasonal or promotional spikes and align finished inventory, plant schedules, and raw-potato coverage.
Market Data
How to read this market
Frozen-fries foodservice-demand data tracks case volume and demand drivers across QSRs, restaurants, distributors, products, geographies, and periods. The market object is finished fry demand linked to restaurant traffic, menu placement, promotions, serving size, distributor inventory, and customer contracts.
Use the data to plan processor schedules and raw-potato coverage while distinguishing structural demand from seasonal or promotion-driven surges. Compare customer forecasts with actual branch movement and inventory.
Data Module
Frozen Fries Foodservice Demand
Market objectfoodservice frozen-fry demand
Primary measurescase volume and demand trajectory
Key dimensionschain, segment, geography, product
Commercial useprocessor and procurement planning
Demand contexttraffic, promotions, distributor inventory
Compare withplant capacity and raw coverage
Analysis
Why this matters
Foodservice demand can look strong in sales dollars while physical cases are flat because supplier and menu prices rise. Promotions can also create brief regional spikes rather than durable growth.
Commercial interpretation should map actual case movement through distributors to processor capacity and raw-potato equivalent.
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 QSR and restaurant procurement teams, frozen-potato processors, foodservice distributors, and commercial planners that need to understand frozen fries foodservice demand. Demand depends on restaurant traffic, menu placement, serving size, promotional activity, chain openings, distributor inventories, and customer contracts. MassGain connects those downstream signals with processor capacity and raw-potato requirements.
The suite can organize demand by chain, segment, geography, product cut, package, channel, and period. Procurement can identify whether growth is structural, seasonal, or promotion-driven. Processors can compare orders with plant utilization, finished-goods stocks, and raw coverage. Distributors can see whether branch movement is keeping pace with customer forecasts. Finance can test how demand scenarios affect contract volume, working capital, and margin.
Foodservice demand can appear strong in sales dollars while physical case volume is flat because of price increases or premium mix. MassGain separates value, cases, servings, and menu activity where data allows. It does not disclose confidential customer order books or guarantee future demand. It provides an enterprise market-intelligence layer that helps teams translate restaurant behavior into realistic production and procurement decisions.
Use Case
A frozen-fries supplier plans capacity around a major chain promotion. MassGain compares the chain forecast with past promotion lift, distributor stock, restaurant traffic, and regional case movement. The expected surge is concentrated in two weeks and three markets, so the supplier stages inventory locally instead of increasing production across the full quarter.
FAQs
What drives frozen fry foodservice demand?
Restaurant traffic, menu placement, promotions, serving size, openings, contracts, and distributor inventory all matter.
Why can sales dollars overstate demand?
Price increases and premium product mix can lift revenue without equivalent case-volume growth.
How does MassGain support planning?
It links chain forecasts, cases, traffic, menus, distributor movement, processor capacity, and raw coverage.
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.