Current UCUI
68/100
Moderate-High Uncertainty
+4 points from prior reading
Potato Market Intelligence
French Fry Input Costs
French fry input costs are the component costs required to produce and deliver frozen fries, including potatoes, usable recovery, oil, coatings, energy, labor, packaging, cold storage, freight, maintenance, and capacity. MassGain anchors the potato layer to matched regional markets so teams can build a transparent cost bridge without double counting.
Market Data
How to read this market
French fry input costs are the component costs required to produce and deliver frozen fries. The stack includes processing potatoes, usable recovery, oil, coatings, energy, labor, packaging, cold storage, freight, maintenance, capacity, and service requirements.
Use the data to build a transparent cost bridge with a separate benchmark and timing rule for each major input. MassGain supplies the regional physical-potato layer, which can then be combined with internal or supplier data for conversion and logistics.
Data Module
French fry input-cost context
Potatoesregional raw-material benchmark
Yieldsaleable fries per raw tonne
Oil and coatingsproduct-specific ingredients
Conversionenergy, labor, and maintenance
Packaging and cold chaincase and storage costs
Decision usestandard cost, supplier bridge, and margin review
Analysis
Why this matters
Input decomposition matters because cost drivers can offset one another. A potato increase may be partly absorbed by better recovery, while lower potato costs can be overwhelmed by energy, packaging, or freight.
The strongest analysis avoids double counting. If a supplier's finished-price formula already includes freight, a separate surcharge should not add the same movement again. Tracking inputs independently also makes negotiations more symmetric when costs decline.
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-fry processors, QSR and restaurant procurement teams, finance users, and commercial analysts that need a complete view of french fry input costs. The cost stack includes processing potatoes, usable recovery, frying oil, coatings, energy, labor, packaging, cold storage, freight, maintenance, plant utilization, and service requirements.
MassGain supplies the external potato-market layer and helps users keep each input separate. That matters because costs rarely move together. Potato contracts may remain stable while oil or packaging rises; lower solids can increase effective raw-material cost through weaker recovery; or a freight problem may affect only one plant and destination. The platform maps raw-potato exposure by region and contract window, then allows internal operating and supplier data to be layered onto that benchmark.
The analysis supports standard costs, supplier cost bridges, customer negotiations, budgets, and plant comparison. Procurement can challenge a blended increase, finance can identify the components causing variance, and operations can distinguish crop-quality pressure from line performance. MassGain does not estimate confidential supplier margins or replace internal accounting. It provides the independent physical-market evidence needed to build a transparent input-cost framework, avoid double counting, and focus negotiation or operational action on the cost elements that actually changed.
Use Case
A processor's fry cost rises while raw-potato contracts remain near budget. MassGain combines regional potato benchmarks with internal oil, energy, packaging, recovery, and freight data. The review shows lower recovery and packaging drive most of the increase, allowing procurement to leave the potato formula unchanged and operations to target the exposed plant.
FAQs
What inputs determine french fry cost?
Potatoes, yield, oil, coatings, energy, labor, packaging, storage, freight, maintenance, capacity, and service all contribute.
Why should input costs be separated?
Each input moves on a different market and schedule and may require a different benchmark or commercial response.
How does MassGain strengthen a fry cost model?
It anchors the potato component to matched regional markets and provides context for timing, quality, and supply.
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.