Current UCUI
68/100
Moderate-High Uncertainty
+4 points from prior reading
Potato Market Intelligence
Restaurant Fry Cost Forecast
For restaurant procurement teams, restaurant fry cost forecast helps forecast delivered fry costs by supplier, plant, contract window, and regional potato exposure. MassGain connects the decision to matched regional benchmarks, crop and storage conditions, contract timing, freight, and supplier exposure so commercial assumptions remain explainable.
Market Data
How to read this market
A restaurant fry cost forecast estimates future delivered fry cost by supplier, plant, sourcing region, product specification, contract period, and demand scenario. It should connect raw-potato benchmarks with processing, oil, packaging, freight, yield, and contract reset timing rather than rely on one category-wide inflation assumption.
MassGain supplies crop, storage, regional price, and capacity context so procurement can build base, tight, and easing scenarios and translate them into case cost or cents per serving.
Data Module
Restaurant fry forecast context
Supplier plantproduction source and crop region
Potato benchmarkmatched raw-material reference
Contract resettiming of price transmission
Conversionoil, processing, and packaging
Demandforecast volume and promotion load
Decision usebudget, negotiation, and menu-cost planning
Analysis
Why this matters
Fry costs can diverge across suppliers because regional potato markets and contract windows do not move together. A late-storage issue may affect one plant while another remains covered under earlier grower contracts.
MassGain helps localize the forecast instead of spreading one market signal across the whole network. That produces a more credible contingency range and a clearer view of which quarter or supplier actually drives risk.
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 10, 2026Latest MassGain publication
Potato prices quiet at $30/cwt as regional harvest damage buzzes beneath the surface
Market indicators are stable, but reporting from Europe and select growing areas shows real, localized crop stress — a reminder that steady headline prices can mask uneven physical risk.
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 is for QSR and restaurant procurement teams that need a forward-looking estimate of what fries will cost across upcoming contract periods, promotions, and menu cycles. A restaurant fry cost forecast should connect expected case prices with the physical potato markets behind each supplier plant, while also accounting for processing, oil, packaging, cold storage, freight, product yield, and contract-reset timing. MassGain’s potato data suite provides the regional benchmarks, crop outlooks, storage signals, processing-capacity context, and historical price relationships needed to build that forecast from real category exposures rather than a single inflation assumption.
The forecast can be segmented by supplier, plant, sourcing basin, fry specification, distribution region, and month. That matters because one plant may enter a new crop contract while another is still processing previously contracted potatoes, and a late-storage quality problem may affect only part of the network. MassGain helps procurement model base, tight, and easing scenarios, identify which variables drive the largest cost range, and translate projected case-price movement into cents per serving and annual system impact.
Teams can use the forecast for budgets, supplier negotiations, promotion approvals, menu pricing, and contingency planning. MassGain does not predict an exact invoice or replace internal demand planning. It supplies transparent market assumptions and update triggers so procurement and finance can revise the specific exposures that changed without applying a blanket adjustment to the entire fry program.
Use Case
A 1,500-location burger chain is budgeting next year’s fry spend across three processors whose contracts reset in different quarters. MassGain maps each plant to its sourcing region and shows that most upside risk sits in one late-storage window. Procurement models three price paths, converts them to cents per serving, and asks finance to hold a targeted contingency for the exposed quarter while keeping the remaining forecast near base.
FAQs
What inputs belong in a restaurant fry cost forecast?
Include supplier plants, sourcing regions, contract dates, fry specifications, expected volume, potato benchmarks, processing, oil, packaging, freight, and yield.
Why can fry costs move differently across suppliers?
Plants may source from different potato regions, reset contracts at different times, and face different conversion, freight, storage, and capacity conditions.
How does MassGain improve forecast accuracy?
It matches each exposure to relevant physical-market benchmarks, crop scenarios, storage risk, and historical contract pass-through timing.
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.