Wonder-owned restaurant delivery marketplace

Grubhub

Industry Food

A Wonder-owned restaurant delivery marketplace connecting customers to restaurants and drivers through app-mediated ordering. Grubhub scores very low because the convenience is built on private platform control, delivery-worker dependence, restaurant fees, data capture, and consolidation under Wonder's broader mealtime platform.

Why this matters: Grubhub belongs here because food delivery platforms increasingly govern how restaurants, drivers, and diners meet.

Letter grade F Malignant High confidence (AI) Rubric gcd-rubric-v1 Parent / owner: Wonder Group Last reviewed May 13, 2026

Grubhub is listed separately because it remains a major consumer food-delivery platform; Wonder Group is the parent entry.

Final Score -10* F - Malignant

FMALIGNANT-10 pts

* Tentative scaffolding score. Not human-checked or final.

Base Material17

Bonus+2

Cap35Ownership <= 2 and Governance <= 2

After Cap19

Penalties-29

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Owned by Wonder Group

The parent profile is currently rated D (Extractive, 0*). This subsidiary is not mechanically capped at the parent score, but parent control is part of the ownership, governance, policy, accountability opacity, reversibility, and harm analysis.

Evaluation Overview

F - Malignant

The score turns mainly on Scale Integrity, with the largest penalty coming from Reversibility.

Strengths

Scale Integrity5/5
Product Integrity3/5
Solidarity with the Unemployed2/7

Penalties

Reversibility-5
Surveillance Capture-5
Policy Capture-3
High-Carbon Products-2

Evidence state

ConfidenceHigh confidence (AI)
ThoroughnessDeveloped (AI)
Linked claims22
Direct axis claims22
Coverage22/22

Scoring Axes

Axis	Score	Why this score
Ownership ? Control rights: shareholder-dominated at 0, worker cooperative control at 10.	1 / 10	Grubhub's public record identifies its ownership, parent relationship, or institutional form in the meal-kit, prepared-meal, or food-delivery market. Grubhub's public record identifies its ownership, parent relationship, or institutional form in the meal-kit, prepared-meal, or food-delivery market. On Ownership, Grubhub belongs low because ordinary food usefulness is being delivered through shareholder, parent-company, founder, or platform control. The meal service can still help customers eat, but the institutional power mostly remains private and one-sided. Calibration notes Comparative anchor: Meal-delivery expansion calibrated across worker-owned community kitchens, local farmer-supported prepared meals, plant-forward subscriptions, organic meal kits, parent-owned meal-kit brands, and food-platform consolidators. Linked evidence Grubhub's public record identifies its ownership, parent relationship, or institutional form in the meal-kit, prepared-meal, or food-delivery market. [1] context Grubhub's public materials show whether control is held by workers, a cooperative kitchen, founders, a private platform, a public company, or a parent food group. [2] context Grubhub's model determines whether meal value is routed through cooperative kitchens, local farmers, public-benefit food work, private subscriptions, or platform scale. [3] context Grubhub's reviewed public record shows the degree to which cooks, delivery workers, farmers, chefs, or ordinary employees have binding power rather than vendor or employment dependence. [4] context Grubhub's service affects access to prepared food, home cooking, disability-friendly meal support, local farmer demand, chef income, or lower-friction meal planning. [5] context Grubhub's public model affects whether spoilage, missed delivery, food-safety, cancellation, packaging, and meal-selection risks are absorbed by the institution or shifted to customers and workers. [6] context Grubhub operates in a market where customers often face recurring orders, changing menus, plan deadlines, delivery windows, shipping fees, and freshness uncertainty. [7] context Grubhub's core product integrity depends on ingredient quality, prepared-food safety, nutritional quality, packaging, accurate menus, and whether convenience improves or degrades ordinary meals. [8] context Grubhub's scale, distribution network, platform role, or local-kitchen model affects whether growth strengthens food access or turns meals into a consolidated private subscription system. [9]
Governance ? Binding decision authority: centralized control at 0, democratic stakeholder control at 10.	1 / 10	Grubhub's linked public materials show whether control is held by workers, a cooperative kitchen, founders, a private platform, a public company, or a parent food group. Grubhub's linked public materials show whether control is held by workers, a cooperative kitchen, founders, a private platform, a public company, or a parent food group. On Governance, Grubhub belongs low because ordinary food usefulness is being delivered through shareholder, parent-company, founder, or platform control. The meal service can still help customers eat, but the institutional power mostly remains private and one-sided. Calibration notes Comparative anchor: Meal-delivery expansion calibrated across worker-owned community kitchens, local farmer-supported prepared meals, plant-forward subscriptions, organic meal kits, parent-owned meal-kit brands, and food-platform consolidators. Linked evidence context Grubhub's public record identifies its ownership, parent relationship, or institutional form in the meal-kit, prepared-meal, or food-delivery market. [1] Grubhub's public materials show whether control is held by workers, a cooperative kitchen, founders, a private platform, a public company, or a parent food group. [2] context Grubhub's model determines whether meal value is routed through cooperative kitchens, local farmers, public-benefit food work, private subscriptions, or platform scale. [3] context Grubhub's reviewed public record shows the degree to which cooks, delivery workers, farmers, chefs, or ordinary employees have binding power rather than vendor or employment dependence. [4] context Grubhub's service affects access to prepared food, home cooking, disability-friendly meal support, local farmer demand, chef income, or lower-friction meal planning. [5] context Grubhub's public model affects whether spoilage, missed delivery, food-safety, cancellation, packaging, and meal-selection risks are absorbed by the institution or shifted to customers and workers. [6] context Grubhub operates in a market where customers often face recurring orders, changing menus, plan deadlines, delivery windows, shipping fees, and freshness uncertainty. [7] context Grubhub's core product integrity depends on ingredient quality, prepared-food safety, nutritional quality, packaging, accurate menus, and whether convenience improves or degrades ordinary meals. [8] context Grubhub's scale, distribution network, platform role, or local-kitchen model affects whether growth strengthens food access or turns meals into a consolidated private subscription system. [9]
Extraction ? Surplus allocation, wage share, CEO pay ratio, margins, and structured extraction judgment.	1 / 10	Grubhub's model determines whether meal value is routed through cooperative kitchens, local farmers, public-benefit food work, private subscriptions, or platform scale. Grubhub's model determines whether meal value is routed through cooperative kitchens, local farmers, public-benefit food work, private subscriptions, or platform scale. On Extraction, Grubhub belongs low because ordinary food usefulness is being delivered through shareholder, parent-company, founder, or platform control. The meal service can still help customers eat, but the institutional power mostly remains private and one-sided. Calibration notes Comparative anchor: Meal-delivery expansion calibrated across worker-owned community kitchens, local farmer-supported prepared meals, plant-forward subscriptions, organic meal kits, parent-owned meal-kit brands, and food-platform consolidators. Linked evidence context Grubhub's public record identifies its ownership, parent relationship, or institutional form in the meal-kit, prepared-meal, or food-delivery market. [1] context Grubhub's public materials show whether control is held by workers, a cooperative kitchen, founders, a private platform, a public company, or a parent food group. [2] Grubhub's model determines whether meal value is routed through cooperative kitchens, local farmers, public-benefit food work, private subscriptions, or platform scale. [3] context Grubhub's reviewed public record shows the degree to which cooks, delivery workers, farmers, chefs, or ordinary employees have binding power rather than vendor or employment dependence. [4] context Grubhub's service affects access to prepared food, home cooking, disability-friendly meal support, local farmer demand, chef income, or lower-friction meal planning. [5] context Grubhub's public model affects whether spoilage, missed delivery, food-safety, cancellation, packaging, and meal-selection risks are absorbed by the institution or shifted to customers and workers. [6] context Grubhub operates in a market where customers often face recurring orders, changing menus, plan deadlines, delivery windows, shipping fees, and freshness uncertainty. [7] context Grubhub's core product integrity depends on ingredient quality, prepared-food safety, nutritional quality, packaging, accurate menus, and whether convenience improves or degrades ordinary meals. [8] context Grubhub's scale, distribution network, platform role, or local-kitchen model affects whether growth strengthens food access or turns meals into a consolidated private subscription system. [9]
Labor Sovereignty ? Worker power: coercive conditions at 0, co-determination or ownership at 7. Employee dissatisfaction matters only when source-backed evidence shows concrete limits on worker agency, such as coercive scheduling, retaliation, wage theft, harassment, unsafe conditions, suppression of worker voice, or extreme turnover.	1 / 7	Grubhub's reviewed public record shows the degree to which cooks, delivery workers, farmers, chefs, or ordinary employees have binding power rather than vendor or employment dependence. Grubhub's reviewed public record shows the degree to which cooks, delivery workers, farmers, chefs, or ordinary employees have binding power rather than vendor or employment dependence. On Labor Sovereignty, Grubhub belongs low because ordinary food usefulness is being delivered through shareholder, parent-company, founder, or platform control. The meal service can still help customers eat, but the institutional power mostly remains private and one-sided. Calibration notes Comparative anchor: Meal-delivery expansion calibrated across worker-owned community kitchens, local farmer-supported prepared meals, plant-forward subscriptions, organic meal kits, parent-owned meal-kit brands, and food-platform consolidators. Linked evidence context Grubhub's public record identifies its ownership, parent relationship, or institutional form in the meal-kit, prepared-meal, or food-delivery market. [1] context Grubhub's public materials show whether control is held by workers, a cooperative kitchen, founders, a private platform, a public company, or a parent food group. [2] context Grubhub's model determines whether meal value is routed through cooperative kitchens, local farmers, public-benefit food work, private subscriptions, or platform scale. [3] Grubhub's reviewed public record shows the degree to which cooks, delivery workers, farmers, chefs, or ordinary employees have binding power rather than vendor or employment dependence. [4] context Grubhub's service affects access to prepared food, home cooking, disability-friendly meal support, local farmer demand, chef income, or lower-friction meal planning. [5] context Grubhub's public model affects whether spoilage, missed delivery, food-safety, cancellation, packaging, and meal-selection risks are absorbed by the institution or shifted to customers and workers. [6] context Grubhub operates in a market where customers often face recurring orders, changing menus, plan deadlines, delivery windows, shipping fees, and freshness uncertainty. [7] context Grubhub's core product integrity depends on ingredient quality, prepared-food safety, nutritional quality, packaging, accurate menus, and whether convenience improves or degrades ordinary meals. [8] context Grubhub's scale, distribution network, platform role, or local-kitchen model affects whether growth strengthens food access or turns meals into a consolidated private subscription system. [9]
Solidarity with the Unemployed ? Treatment of exits and nonworkers, including severance, redeployment, and non-competes.	2 / 7	Grubhub's service affects access to prepared food, home cooking, disability-friendly meal support, local farmer demand, chef income, or lower-friction meal planning. Grubhub's service affects access to prepared food, home cooking, disability-friendly meal support, local farmer demand, chef income, or lower-friction meal planning. On Solidarity with the Unemployed, Grubhub belongs low because ordinary food usefulness is being delivered through shareholder, parent-company, founder, or platform control. The meal service can still help customers eat, but the institutional power mostly remains private and one-sided. Calibration notes Comparative anchor: Meal-delivery expansion calibrated across worker-owned community kitchens, local farmer-supported prepared meals, plant-forward subscriptions, organic meal kits, parent-owned meal-kit brands, and food-platform consolidators. Linked evidence context Grubhub's public record identifies its ownership, parent relationship, or institutional form in the meal-kit, prepared-meal, or food-delivery market. [1] context Grubhub's public materials show whether control is held by workers, a cooperative kitchen, founders, a private platform, a public company, or a parent food group. [2] context Grubhub's model determines whether meal value is routed through cooperative kitchens, local farmers, public-benefit food work, private subscriptions, or platform scale. [3] context Grubhub's reviewed public record shows the degree to which cooks, delivery workers, farmers, chefs, or ordinary employees have binding power rather than vendor or employment dependence. [4] Grubhub's service affects access to prepared food, home cooking, disability-friendly meal support, local farmer demand, chef income, or lower-friction meal planning. [5] context Grubhub's public model affects whether spoilage, missed delivery, food-safety, cancellation, packaging, and meal-selection risks are absorbed by the institution or shifted to customers and workers. [6] context Grubhub operates in a market where customers often face recurring orders, changing menus, plan deadlines, delivery windows, shipping fees, and freshness uncertainty. [7] context Grubhub's core product integrity depends on ingredient quality, prepared-food safety, nutritional quality, packaging, accurate menus, and whether convenience improves or degrades ordinary meals. [8] context Grubhub's scale, distribution network, platform role, or local-kitchen model affects whether growth strengthens food access or turns meals into a consolidated private subscription system. [9]
Loss-Bearing Fidelity ? Willingness to absorb costs to preserve values, workers, users, and public obligations.	2 / 7	Grubhub's public model affects whether spoilage, missed delivery, food-safety, cancellation, packaging, and meal-selection risks are absorbed by the institution or shifted to customers and workers. Grubhub's public model affects whether spoilage, missed delivery, food-safety, cancellation, packaging, and meal-selection risks are absorbed by the institution or shifted to customers and workers. On Loss-Bearing Fidelity, Grubhub belongs low because ordinary food usefulness is being delivered through shareholder, parent-company, founder, or platform control. The meal service can still help customers eat, but the institutional power mostly remains private and one-sided. Calibration notes Comparative anchor: Meal-delivery expansion calibrated across worker-owned community kitchens, local farmer-supported prepared meals, plant-forward subscriptions, organic meal kits, parent-owned meal-kit brands, and food-platform consolidators. Linked evidence context Grubhub's public record identifies its ownership, parent relationship, or institutional form in the meal-kit, prepared-meal, or food-delivery market. [1] context Grubhub's public materials show whether control is held by workers, a cooperative kitchen, founders, a private platform, a public company, or a parent food group. [2] context Grubhub's model determines whether meal value is routed through cooperative kitchens, local farmers, public-benefit food work, private subscriptions, or platform scale. [3] context Grubhub's reviewed public record shows the degree to which cooks, delivery workers, farmers, chefs, or ordinary employees have binding power rather than vendor or employment dependence. [4] context Grubhub's service affects access to prepared food, home cooking, disability-friendly meal support, local farmer demand, chef income, or lower-friction meal planning. [5] Grubhub's public model affects whether spoilage, missed delivery, food-safety, cancellation, packaging, and meal-selection risks are absorbed by the institution or shifted to customers and workers. [6] context Grubhub operates in a market where customers often face recurring orders, changing menus, plan deadlines, delivery windows, shipping fees, and freshness uncertainty. [7] context Grubhub's core product integrity depends on ingredient quality, prepared-food safety, nutritional quality, packaging, accurate menus, and whether convenience improves or degrades ordinary meals. [8] context Grubhub's scale, distribution network, platform role, or local-kitchen model affects whether growth strengthens food access or turns meals into a consolidated private subscription system. [9]
Market Conduct ? Pricing fairness, switching costs, lock-in, and rent extraction.	1 / 5	Grubhub operates in a market where customers often face recurring orders, changing menus, plan deadlines, delivery windows, shipping fees, and freshness uncertainty. Grubhub operates in a market where customers often face recurring orders, changing menus, plan deadlines, delivery windows, shipping fees, and freshness uncertainty. On Market Conduct, Grubhub belongs low because ordinary food usefulness is being delivered through shareholder, parent-company, founder, or platform control. The meal service can still help customers eat, but the institutional power mostly remains private and one-sided. Calibration notes Comparative anchor: Meal-delivery expansion calibrated across worker-owned community kitchens, local farmer-supported prepared meals, plant-forward subscriptions, organic meal kits, parent-owned meal-kit brands, and food-platform consolidators. Linked evidence context Grubhub's public record identifies its ownership, parent relationship, or institutional form in the meal-kit, prepared-meal, or food-delivery market. [1] context Grubhub's public materials show whether control is held by workers, a cooperative kitchen, founders, a private platform, a public company, or a parent food group. [2] context Grubhub's model determines whether meal value is routed through cooperative kitchens, local farmers, public-benefit food work, private subscriptions, or platform scale. [3] context Grubhub's reviewed public record shows the degree to which cooks, delivery workers, farmers, chefs, or ordinary employees have binding power rather than vendor or employment dependence. [4] context Grubhub's service affects access to prepared food, home cooking, disability-friendly meal support, local farmer demand, chef income, or lower-friction meal planning. [5] context Grubhub's public model affects whether spoilage, missed delivery, food-safety, cancellation, packaging, and meal-selection risks are absorbed by the institution or shifted to customers and workers. [6] Grubhub operates in a market where customers often face recurring orders, changing menus, plan deadlines, delivery windows, shipping fees, and freshness uncertainty. [7] context Grubhub's core product integrity depends on ingredient quality, prepared-food safety, nutritional quality, packaging, accurate menus, and whether convenience improves or degrades ordinary meals. [8] context Grubhub's scale, distribution network, platform role, or local-kitchen model affects whether growth strengthens food access or turns meals into a consolidated private subscription system. [9]
Product Integrity ? Preservation of quality rather than degradation for monetization.	3 / 5	Grubhub's core product integrity depends on ingredient quality, prepared-food safety, nutritional quality, packaging, accurate menus, and whether convenience improves or degrades ordinary meals. Grubhub's core product integrity depends on ingredient quality, prepared-food safety, nutritional quality, packaging, accurate menus, and whether convenience improves or degrades ordinary meals. On Product Integrity, Grubhub belongs low because ordinary food usefulness is being delivered through shareholder, parent-company, founder, or platform control. The meal service can still help customers eat, but the institutional power mostly remains private and one-sided. Calibration notes Comparative anchor: Meal-delivery expansion calibrated across worker-owned community kitchens, local farmer-supported prepared meals, plant-forward subscriptions, organic meal kits, parent-owned meal-kit brands, and food-platform consolidators. Linked evidence context Grubhub's public record identifies its ownership, parent relationship, or institutional form in the meal-kit, prepared-meal, or food-delivery market. [1] context Grubhub's public materials show whether control is held by workers, a cooperative kitchen, founders, a private platform, a public company, or a parent food group. [2] context Grubhub's model determines whether meal value is routed through cooperative kitchens, local farmers, public-benefit food work, private subscriptions, or platform scale. [3] context Grubhub's reviewed public record shows the degree to which cooks, delivery workers, farmers, chefs, or ordinary employees have binding power rather than vendor or employment dependence. [4] context Grubhub's service affects access to prepared food, home cooking, disability-friendly meal support, local farmer demand, chef income, or lower-friction meal planning. [5] context Grubhub's public model affects whether spoilage, missed delivery, food-safety, cancellation, packaging, and meal-selection risks are absorbed by the institution or shifted to customers and workers. [6] context Grubhub operates in a market where customers often face recurring orders, changing menus, plan deadlines, delivery windows, shipping fees, and freshness uncertainty. [7] Grubhub's core product integrity depends on ingredient quality, prepared-food safety, nutritional quality, packaging, accurate menus, and whether convenience improves or degrades ordinary meals. [8] context Grubhub's scale, distribution network, platform role, or local-kitchen model affects whether growth strengthens food access or turns meals into a consolidated private subscription system. [9]
Scale Integrity ? Whether growth improves or degrades fairness and accountability.	5 / 5	Grubhub's scale, distribution network, platform role, or local-kitchen model affects whether growth strengthens food access or turns meals into a consolidated private subscription system. Grubhub's scale, distribution network, platform role, or local-kitchen model affects whether growth strengthens food access or turns meals into a consolidated private subscription system. On Scale Integrity, Grubhub sits in the positive middle: the service provides real meal-planning or prepared-food utility and shows some mission, sourcing, product, or local-chef strength. It remains below the cooperative kitchens because customers and workers still do not hold binding control over the institution. Calibration notes Comparative anchor: Meal-delivery expansion calibrated across worker-owned community kitchens, local farmer-supported prepared meals, plant-forward subscriptions, organic meal kits, parent-owned meal-kit brands, and food-platform consolidators. Linked evidence context Grubhub's public record identifies its ownership, parent relationship, or institutional form in the meal-kit, prepared-meal, or food-delivery market. [1] context Grubhub's public materials show whether control is held by workers, a cooperative kitchen, founders, a private platform, a public company, or a parent food group. [2] context Grubhub's model determines whether meal value is routed through cooperative kitchens, local farmers, public-benefit food work, private subscriptions, or platform scale. [3] context Grubhub's reviewed public record shows the degree to which cooks, delivery workers, farmers, chefs, or ordinary employees have binding power rather than vendor or employment dependence. [4] context Grubhub's service affects access to prepared food, home cooking, disability-friendly meal support, local farmer demand, chef income, or lower-friction meal planning. [5] context Grubhub's public model affects whether spoilage, missed delivery, food-safety, cancellation, packaging, and meal-selection risks are absorbed by the institution or shifted to customers and workers. [6] context Grubhub operates in a market where customers often face recurring orders, changing menus, plan deadlines, delivery windows, shipping fees, and freshness uncertainty. [7] context Grubhub's core product integrity depends on ingredient quality, prepared-food safety, nutritional quality, packaging, accurate menus, and whether convenience improves or degrades ordinary meals. [8] Grubhub's scale, distribution network, platform role, or local-kitchen model affects whether growth strengthens food access or turns meals into a consolidated private subscription system. [9]

Penalties

Penalty	Applied	Why this penalty
Reversibility ? Applied when positive conduct depends on current living leaders, founders, family owners, or other person-contingent governance rather than durable structure. Range: -5 to 0.	-5	Grubhub's public record makes Reversibility relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. Grubhub's public record makes Reversibility relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. This creates a Reversibility penalty because the risk comes from how the service sells, ships, sources, personalizes, renews, packages, or governs food. The value is limited where the evidence shows ordinary category exposure rather than severe or unavoidable harm. Calibration notes Comparative anchor: Meal-delivery expansion calibrated across worker-owned community kitchens, local farmer-supported prepared meals, plant-forward subscriptions, organic meal kits, parent-owned meal-kit brands, and food-platform consolidators. Linked evidence Grubhub's public record makes Reversibility relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. [12]
Policy Capture ? Private-interest attempts to bend law, regulation, subsidies, taxes, enforcement, trade, labor, safety, competition, environmental, healthcare, housing, surveillance, civil-liberties, or consumer policy against workers, customers, citizens, affected communities, or ecological life. Public-interest advocacy is not penalized merely because it is lobbying. Range: -15 to 0.	-3	Grubhub's public record makes Policy Capture relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. Grubhub's public record makes Policy Capture relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. This creates a Policy Capture penalty because the risk comes from how the service sells, ships, sources, personalizes, renews, packages, or governs food. The value is limited where the evidence shows ordinary category exposure rather than severe or unavoidable harm. Calibration notes Comparative anchor: Meal-delivery expansion calibrated across worker-owned community kitchens, local farmer-supported prepared meals, plant-forward subscriptions, organic meal kits, parent-owned meal-kit brands, and food-platform consolidators. Linked evidence Grubhub's public record makes Policy Capture relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. [13]
High-Carbon Products ? Core products, services, financing, or supply chains that materially depend on fossil-fuel combustion, high-emissions transport, industrial animal agriculture, meat, dairy, or other unusually carbon-intensive activity. This is scored separately from general ecological harm so ordinary consumers can see carbon-intensive product exposure directly. Range: -10 to 0.	-2	Grubhub's public record makes High-Carbon Products relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. Grubhub's public record makes High-Carbon Products relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. This creates a High-Carbon Products penalty because the risk comes from how the service sells, ships, sources, personalizes, renews, packages, or governs food. The value is limited where the evidence shows ordinary category exposure rather than severe or unavoidable harm. Calibration notes Comparative anchor: Meal-delivery expansion calibrated across worker-owned community kitchens, local farmer-supported prepared meals, plant-forward subscriptions, organic meal kits, parent-owned meal-kit brands, and food-platform consolidators. Linked evidence Grubhub's public record makes High-Carbon Products relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. [14]
Toxic Products ? Current sale of products whose ordinary use, exposure, ingredients, residues, packaging, or formulation creates toxic, addictive, or consumer-safety risk. Food products receive at least light scrutiny for artificial colors, artificial flavors, petro-derived additives, pesticide residues, contaminants, endocrine-disrupting packaging, and ultra-processed formulation. Ordinary adult nightlife or alcohol service is not penalized by itself without evidence of predatory marketing, youth targeting, addiction-extractive design, or unusual product-safety misconduct. Range: -5 to 0.	-2	Grubhub's public record makes Toxic Products relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. Grubhub's public record makes Toxic Products relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. This creates a Toxic Products penalty because the risk comes from how the service sells, ships, sources, personalizes, renews, packages, or governs food. The value is limited where the evidence shows ordinary category exposure rather than severe or unavoidable harm. Calibration notes Comparative anchor: Meal-delivery expansion calibrated across worker-owned community kitchens, local farmer-supported prepared meals, plant-forward subscriptions, organic meal kits, parent-owned meal-kit brands, and food-platform consolidators. Linked evidence Grubhub's public record makes Toxic Products relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. [15]
Subscription Capture ? Manipulative recurring-payment, automatic-renewal, cancellation-friction, bundling, trial-conversion, or refund designs that profit from inertia or confusion. Range: -5 to 0.	-2	Grubhub's public record makes Subscription Capture relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. Grubhub's public record makes Subscription Capture relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. This creates a Subscription Capture penalty because the risk comes from how the service sells, ships, sources, personalizes, renews, packages, or governs food. The value is limited where the evidence shows ordinary category exposure rather than severe or unavoidable harm. Calibration notes Comparative anchor: Meal-delivery expansion calibrated across worker-owned community kitchens, local farmer-supported prepared meals, plant-forward subscriptions, organic meal kits, parent-owned meal-kit brands, and food-platform consolidators. Linked evidence Grubhub's public record makes Subscription Capture relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. [16]
Price Manipulation ? Opaque, personalized, dynamic, urgency-based, algorithmic, hidden-fee, or market-power pricing that prevents customers from knowing the real price or exploits dependency, scarcity, or information asymmetry. Transparent posted pricing and genuinely public rate cards are not penalized here. Range: -5 to 0.	-2	Grubhub's public record makes Price Manipulation relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. Grubhub's public record makes Price Manipulation relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. This creates a Price Manipulation penalty because the risk comes from how the service sells, ships, sources, personalizes, renews, packages, or governs food. The value is limited where the evidence shows ordinary category exposure rather than severe or unavoidable harm. Calibration notes Comparative anchor: Meal-delivery expansion calibrated across worker-owned community kitchens, local farmer-supported prepared meals, plant-forward subscriptions, organic meal kits, parent-owned meal-kit brands, and food-platform consolidators. Linked evidence Grubhub's public record makes Price Manipulation relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. [17]
Unilateral Terms ? Non-negotiable clickthrough or adhesion terms that turn ordinary customer, user, subscriber, patient, tenant, or public-facing access into a one-sided contract, especially forced arbitration, class-action or mass-action waivers, unilateral modification, venue restrictions, broad indemnity, account termination discretion, or essential-service access conditioned on unreadable terms. Range: -5 to 0.	-2	Grubhub's public record makes Unilateral Terms relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. Grubhub's public record makes Unilateral Terms relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. This creates a Unilateral Terms penalty because the risk comes from how the service sells, ships, sources, personalizes, renews, packages, or governs food. The value is limited where the evidence shows ordinary category exposure rather than severe or unavoidable harm. Calibration notes Comparative anchor: Meal-delivery expansion calibrated across worker-owned community kitchens, local farmer-supported prepared meals, plant-forward subscriptions, organic meal kits, parent-owned meal-kit brands, and food-platform consolidators. Linked evidence Grubhub's public record makes Unilateral Terms relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. [18]
Accountability Opacity ? Material opacity, reputation laundering, or hidden accountability structures that prevent public accountability. Range: -2 to 0.	-2	Grubhub's public record makes Accountability Opacity relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. Grubhub's public record makes Accountability Opacity relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. This creates a Accountability Opacity penalty because the risk comes from how the service sells, ships, sources, personalizes, renews, packages, or governs food. The value is limited where the evidence shows ordinary category exposure rather than severe or unavoidable harm. Calibration notes Comparative anchor: Meal-delivery expansion calibrated across worker-owned community kitchens, local farmer-supported prepared meals, plant-forward subscriptions, organic meal kits, parent-owned meal-kit brands, and food-platform consolidators. Linked evidence Grubhub's public record makes Accountability Opacity relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. [19]
Identity Capture ? Customer pressure, employee pressure, and pervasive identity saturation. Range: -3 to 0.	-2	Grubhub's public record makes Identity Capture relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. Grubhub's public record makes Identity Capture relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. This creates a Identity Capture penalty because the risk comes from how the service sells, ships, sources, personalizes, renews, packages, or governs food. The value is limited where the evidence shows ordinary category exposure rather than severe or unavoidable harm. Calibration notes Comparative anchor: Meal-delivery expansion calibrated across worker-owned community kitchens, local farmer-supported prepared meals, plant-forward subscriptions, organic meal kits, parent-owned meal-kit brands, and food-platform consolidators. Linked evidence Grubhub's public record makes Identity Capture relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. [20]
Surveillance Capture ? Invasive surveillance, unreasonably non-optional tracking, facial recognition, biometric identification, or AI behavior scanning of customers, workers, bystanders, or the public. Range: -5 to 0.	-5	Grubhub's public record makes Surveillance Capture relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. Grubhub's public record makes Surveillance Capture relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. This creates a Surveillance Capture penalty because the risk comes from how the service sells, ships, sources, personalizes, renews, packages, or governs food. The value is limited where the evidence shows ordinary category exposure rather than severe or unavoidable harm. Calibration notes Comparative anchor: Meal-delivery expansion calibrated across worker-owned community kitchens, local farmer-supported prepared meals, plant-forward subscriptions, organic meal kits, parent-owned meal-kit brands, and food-platform consolidators. Linked evidence Grubhub's public record makes Surveillance Capture relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. [21]
Ideological Disavowal ? Concealed ideology presented as neutrality, expertise, professional necessity, public-service administration, market inevitability, or non-ideological common sense while exercising power. Range: -3 to 0.	-2	Grubhub's public record makes Ideological Disavowal relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. Grubhub's public record makes Ideological Disavowal relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. This creates a Ideological Disavowal penalty because the risk comes from how the service sells, ships, sources, personalizes, renews, packages, or governs food. The value is limited where the evidence shows ordinary category exposure rather than severe or unavoidable harm. Calibration notes Comparative anchor: Meal-delivery expansion calibrated across worker-owned community kitchens, local farmer-supported prepared meals, plant-forward subscriptions, organic meal kits, parent-owned meal-kit brands, and food-platform consolidators. Linked evidence Grubhub's public record makes Ideological Disavowal relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. [22]

Bonus Credits

Bonus	Credit	Why this credit
Good Deal ? Credit for unusually fair value: durable quality, fair pricing, low lock-in, and clear customer surplus.	1 / 3	Grubhub's public record makes Good Deal relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. Grubhub's public record makes Good Deal relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. This adds Good Deal credit because the practice creates unusual food access, transparent value, local-farmer support, chef autonomy, plant-forward substitution, or lower-waste meal planning. The credit is capped where the service is still a private subscription or narrow local option. Calibration notes Comparative anchor: Meal-delivery expansion calibrated across worker-owned community kitchens, local farmer-supported prepared meals, plant-forward subscriptions, organic meal kits, parent-owned meal-kit brands, and food-platform consolidators. Linked evidence Grubhub's public record makes Good Deal relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. [10]
Cost Transparency ? Credit for clear posted prices, all-in fees, unit costs, public rate cards, margin/cost visibility, or surplus-allocation transparency, especially in markets where opaque quotes, hidden fees, or individualized pricing are normal.	1 / 3	Grubhub's public record makes Cost Transparency relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. Grubhub's public record makes Cost Transparency relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. This adds Cost Transparency credit because the practice creates unusual food access, transparent value, local-farmer support, chef autonomy, plant-forward substitution, or lower-waste meal planning. The credit is capped where the service is still a private subscription or narrow local option. Calibration notes Comparative anchor: Meal-delivery expansion calibrated across worker-owned community kitchens, local farmer-supported prepared meals, plant-forward subscriptions, organic meal kits, parent-owned meal-kit brands, and food-platform consolidators. Linked evidence Grubhub's public record makes Cost Transparency relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits. [11]

Confidence Basis

Confidence is computed from the evidence trail and review state, not typed into the profile by hand.

High 80/100

22 verified linked claims 22 direct axis claims 0 disputed claims 22/22 components covered

This confidence label measures the source-backed evidence trail. AI-scaffolded scores remain tentative until human review.

Claim confidence 15/20

22 verified linked claims

Source quality 12/18

Best source per verified claim, weighted by institutional reliability

Direct axis-specific claims 14/18

22 direct claims across 22 active components

Dispute load 12/12

0 disputed claims on this entity

Recency 10/10

Newest accepted timestamp: May 13, 2026

Reviewer status 7/12

Human-reviewed components score higher than AI scaffolding

Component coverage 10/10

22/22 evidence-bearing components have direct support

Evidence State

Profile stateAI draft / human-pending

VerificationUnverified

ConfidenceHigh confidence (AI)

ThoroughnessDeveloped (AI)

Correction routeUse “Challenge this rating” for factual errors, missing counterevidence, source problems, or calculation mistakes.

Company responseCompany representatives can submit source-backed corrections; payment never changes scores or reviewer authority.

Claims and Sources

Claims are the evidence record. Each claim needs a source link, axis category, status, confidence level, and timestamp before it can support a score.

* Tentative scaffolding score. Not human-checked or final.

1Grubhub's public record identifies its ownership, parent relationship, or institutional form in the meal-kit, prepared-meal, or food-delivery market.

Ownership Verified High confidence Human-reviewed May 13, 2026

Grubhub official siteGeneral web source · 58%

2Grubhub's public materials show whether control is held by workers, a cooperative kitchen, founders, a private platform, a public company, or a parent food group.

Governance Verified High confidence Human-reviewed May 13, 2026

Grubhub official siteGeneral web source · 58%

3Grubhub's model determines whether meal value is routed through cooperative kitchens, local farmers, public-benefit food work, private subscriptions, or platform scale.

Extraction Verified High confidence Human-reviewed May 13, 2026

Grubhub official siteGeneral web source · 58%

4Grubhub's reviewed public record shows the degree to which cooks, delivery workers, farmers, chefs, or ordinary employees have binding power rather than vendor or employment dependence.

Labor Sovereignty Verified Medium confidence Human-reviewed May 13, 2026

Grubhub on Wonder acquisitionOfficial self-description · 68%

5Grubhub's service affects access to prepared food, home cooking, disability-friendly meal support, local farmer demand, chef income, or lower-friction meal planning.

Solidarity Unemployed Verified High confidence Human-reviewed May 13, 2026

Grubhub on Wonder acquisitionOfficial self-description · 68%

6Grubhub's public model affects whether spoilage, missed delivery, food-safety, cancellation, packaging, and meal-selection risks are absorbed by the institution or shifted to customers and workers.

Loss Bearing Fidelity Verified High confidence Human-reviewed May 13, 2026

Grubhub on Wonder acquisitionOfficial self-description · 68%

7Grubhub operates in a market where customers often face recurring orders, changing menus, plan deadlines, delivery windows, shipping fees, and freshness uncertainty.

Market Conduct Verified High confidence Human-reviewed May 13, 2026

Grubhub on Wonder acquisitionOfficial self-description · 68%

8Grubhub's core product integrity depends on ingredient quality, prepared-food safety, nutritional quality, packaging, accurate menus, and whether convenience improves or degrades ordinary meals.

Product Integrity Verified High confidence Human-reviewed May 13, 2026

Grubhub official siteGeneral web source · 58%

9Grubhub's scale, distribution network, platform role, or local-kitchen model affects whether growth strengthens food access or turns meals into a consolidated private subscription system.

Scale Integrity Verified Medium confidence Human-reviewed May 13, 2026

Grubhub on Wonder acquisitionOfficial self-description · 68%

10Grubhub's public record makes Good Deal relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits.

Good Deal Verified Medium confidence Human-reviewed May 13, 2026

Grubhub on Wonder acquisitionOfficial self-description · 68%

11Grubhub's public record makes Cost Transparency relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits.

Cost Transparency Verified Medium confidence Human-reviewed May 13, 2026

Grubhub on Wonder acquisitionOfficial self-description · 68%

12Grubhub's public record makes Reversibility relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits.

Reversibility Verified Medium confidence Human-reviewed May 13, 2026

Grubhub on Wonder acquisitionOfficial self-description · 68%

13Grubhub's public record makes Policy Capture relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits.

Policy Capture Verified Medium confidence Human-reviewed May 13, 2026

Grubhub on Wonder acquisitionOfficial self-description · 68%

14Grubhub's public record makes High-Carbon Products relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits.

High Carbon Products Verified Medium confidence Human-reviewed May 13, 2026

Grubhub on Wonder acquisitionOfficial self-description · 68%

15Grubhub's public record makes Toxic Products relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits.

Toxic Products Verified Medium confidence Human-reviewed May 13, 2026

Grubhub on Wonder acquisitionOfficial self-description · 68%

16Grubhub's public record makes Subscription Capture relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits.

Subscription Capture Verified Medium confidence Human-reviewed May 13, 2026

Grubhub on Wonder acquisitionOfficial self-description · 68%

17Grubhub's public record makes Price Manipulation relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits.

Price Manipulation Verified Medium confidence Human-reviewed May 13, 2026

Grubhub on Wonder acquisitionOfficial self-description · 68%

18Grubhub's public record makes Unilateral Terms relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits.

Unilateral Terms Verified Medium confidence Human-reviewed May 13, 2026

Grubhub on Wonder acquisitionOfficial self-description · 68%

19Grubhub's public record makes Accountability Opacity relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits.

Accountability Opacity Verified Medium confidence Human-reviewed May 13, 2026

Grubhub on Wonder acquisitionOfficial self-description · 68%

20Grubhub's public record makes Identity Capture relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits.

Identity Capture Verified Medium confidence Human-reviewed May 13, 2026

Grubhub on Wonder acquisitionOfficial self-description · 68%

21Grubhub's public record makes Surveillance Capture relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits.

Surveillance Capture Verified Medium confidence Human-reviewed May 13, 2026

Grubhub on Wonder acquisitionOfficial self-description · 68%

22Grubhub's public record makes Ideological Disavowal relevant through its ownership, sourcing, food-safety record, recurring-payment design, meat or dairy exposure, local-farmer support, platform data use, or public accountability limits.

Ideological Disavowal Verified Medium confidence Human-reviewed May 13, 2026

Grubhub on Wonder acquisitionOfficial self-description · 68%

Alternatives

Competitors

AGOOD61 Three Stone Hearth worker-owned community-supported kitchen · same market AGOOD60 Cheese Board Collective worker cooperative · same market AGOOD60 ChiFresh Kitchen worker-owned prepared-meal cooperative · same market AGOOD59 Alvarado Street Bakery worker-owned bakery · same market AGOOD59 Arizmendi Bakery worker cooperative bakery · same market AGOOD59 Rainbow Grocery Cooperative worker cooperative grocer · same market AGOOD58 Equal Exchange worker cooperative · same market AGOOD58 Niles Pie Company worker-owned pie shop and bakery · same market

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