public casual-dining restaurant company
Texas Roadhouse
Industry Food
A public casual-dining company operating Texas Roadhouse, Bubba’s 33, and Jaggers. Texas Roadhouse has relatively clear food value and strong restaurant execution, but beef-heavy menus, public shareholder control, tipped labor, app/rewards data, and expansion pressure keep it low.
Why this matters: Texas Roadhouse is now a major casual-dining competitor to Olive Garden, LongHorn, Outback, and Chili’s.
Letter grade F Malignant Medium confidence (AI) Rubric gcd-rubric-v1
* Tentative scaffolding score. Not human-checked or final.
Request verification to have the evidence record checked against primary materials and organization-supplied documents. Verification does not buy a higher score; scores change only when review finds factual errors, omissions, or miscalibration.
Evaluation Overview
F - Malignant
The score turns mainly on Market Conduct, with the largest penalty coming from High-Carbon Products.
Strengths
- Market Conduct3/5
- Product Integrity3/5
- Extraction2/10
Penalties
- High-Carbon Products-5
- Ecological Harm-3
- Toxic Products-2
- Accountability Opacity-2
Evidence state
- ConfidenceMedium confidence (AI)
- ThoroughnessDeveloped (AI)
- Linked claims13
- Direct axis claims13
- Coverage13/19
Scoring Axes
| Axis | Score | Why this score |
|---|---|---|
Ownership
?
Control rights: shareholder-dominated at 0, worker cooperative control
at 10.
|
1 / 10 |
Texas Roadhouse is controlled by owners, shareholders, family control, or private capital rather than by restaurant workers, customers, franchise workers, or affected communities. Linked evidence
|
Governance
?
Binding decision authority: centralized control at 0, democratic
stakeholder control at 10.
|
1 / 10 |
Texas Roadhouse sells convenient restaurant meals through Bubba’s 33, Bubbas 33, Jaggers, steakhouse, ribs; the product has practical access value, but much of the menu is built around… Linked evidence
|
Extraction
?
Surplus allocation, wage share, CEO pay ratio, margins, and structured
extraction judgment.
|
2 / 10 |
Texas Roadhouse sells convenient restaurant meals through Bubba’s 33, Bubbas 33, Jaggers, steakhouse, ribs; the product has practical access value, but much of the menu is built around… Linked evidence
|
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 |
Texas Roadhouse sells convenient restaurant meals through Bubba’s 33, Bubbas 33, Jaggers, steakhouse, ribs; the product has practical access value, but much of the menu is built around… Linked evidence
|
Solidarity with the
Unemployed
?
Treatment of exits and nonworkers, including severance, redeployment,
and non-competes.
|
1 / 7 |
Texas Roadhouse sells convenient restaurant meals through Bubba’s 33, Bubbas 33, Jaggers, steakhouse, ribs; the product has practical access value, but much of the menu is built around… Linked evidence
|
Loss-Bearing Fidelity
?
Willingness to absorb costs to preserve values, workers, users, and
public obligations.
|
1 / 7 |
Texas Roadhouse sells convenient restaurant meals through Bubba’s 33, Bubbas 33, Jaggers, steakhouse, ribs; the product has practical access value, but much of the menu is built around… Linked evidence
|
Market Conduct
?
Pricing fairness, switching costs, lock-in, and rent extraction.
|
3 / 5 |
Texas Roadhouse uses brand scale, franchising, location strategy, promotions, loyalty systems, and menu engineering to shape restaurant choice beyond simple food quality. Linked evidence
|
Product Integrity
?
Preservation of quality rather than degradation for monetization.
|
3 / 5 |
Texas Roadhouse sells convenient restaurant meals through Bubba’s 33, Bubbas 33, Jaggers, steakhouse, ribs; the product has practical access value, but much of the menu is built around… Linked evidence
|
Scale Integrity
?
Whether growth improves or degrades fairness and accountability.
|
1 / 5 |
Texas Roadhouse sells convenient restaurant meals through Bubba’s 33, Bubbas 33, Jaggers, steakhouse, ribs; the product has practical access value, but much of the menu is built around… Linked evidence
|
Penalties
| Penalty | Applied | Why this penalty |
|---|---|---|
Ecological Harm
?
Footprint, trajectory, irreversibility, culpability, and scale,
including whether ecological harm is central to the model and continued
after credible notice. Range: -30 to 0.
|
-3 |
Texas Roadhouse has environmental burden from meat, dairy, poultry, packaging, energy, waste, delivery, logistics, and restaurant expansion. Linked evidence
|
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.
|
-5 |
Meat-heavy restaurant and franchise models create material high-carbon exposure through ordinary customer purchases. Linked evidence
|
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 |
Texas Roadhouse sells food where salt, sugar, saturated fat, fried preparation, processed ingredients, alcohol exposure, or portion design can become materially harmful when normalized as routine eating. Linked evidence
|
Youth Capture
?
Manipulative youth-directed marketing, youth-data or attention
monetization, collectible/add-on traps, parasocial or identity capture,
surprise mechanics, or treating young people as lower-disclosure
consumers. Making useful toys or welcoming children is not itself
penalized. Range: -5 to 0.
|
-1 |
Texas Roadhouse reaches children, teens, families, or young adults through value meals, snacks, desserts, mascots, sports, breakfast, late-night, app rewards, or youth-coded brand culture. Linked evidence
|
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.
|
-1 |
Texas Roadhouse uses apps, digital ordering, points, rewards, promotions, stored accounts, or habitual repeat-purchase loops that increase inertia beyond a single meal decision. Linked evidence
|
Accountability Opacity
?
Material opacity, reputation laundering, or hidden accountability
structures that prevent public accountability. Range: -2 to 0.
|
-2 |
Texas Roadhouse publishes some menu and nutrition information, but the real tradeoffs in ingredients, labor, franchising, animal supply, pricing, and digital data are hard for ordinary diners to compare at purchase time. Linked evidence
|
Identity Capture
?
Customer pressure, employee pressure, and pervasive identity saturation.
Range: -3 to 0.
|
-1 |
Texas Roadhouse turns food into brand identity, fandom, lifestyle, family ritual, sports/snacking culture, faith-coded loyalty, or casual-dining belonging beyond plain nourishment. Linked evidence
|
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.
|
-1 |
Texas Roadhouse privacy materials or digital ordering systems show customer data collection through apps, websites, loyalty programs, payments, delivery, Wi-Fi, or advertising technology. Linked evidence
|
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.
|
-1 |
Texas Roadhouse presents franchised restaurant expansion as ordinary convenience and hospitality while underplaying the institutional power embedded in labor structure, menu engineering, animal supply, and data capture. Linked evidence
|
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 |
Texas Roadhouse provides unusually clear value for some customers relative to adjacent casual-dining competitors, but the benefit is narrow and does not overcome the larger restaurant-chain structure. Linked evidence
|
Confidence Basis
Confidence Basis
Confidence is computed from the evidence trail and review state, not typed into the profile by hand.
Medium 75/100
13 verified linked claims 13 direct axis claims 0 disputed claims 13/19 components covered
This confidence label measures the source-backed evidence trail. AI-scaffolded scores remain tentative until human review.
Claim confidence 13/20
13 verified linked claims
Source quality 17/18
Best source per verified claim, weighted by institutional reliability
Direct axis-specific claims 9/18
13 direct claims across 19 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 7/10
13/19 evidence-bearing components have direct support
Evidence State
Evidence State
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.1Texas Roadhouse is controlled by owners, shareholders, family control, or private capital rather than by restaurant workers, customers, franchise workers, or affected communities.
- Texas Roadhouse annual reportsPrimary institutional record · 90%
- Texas Roadhouse 2025 Form 10-KPrimary public record · 100%
- Texas Roadhouse privacy policyOfficial self-description · 68%
2Texas Roadhouse sells convenient restaurant meals through Bubba’s 33, Bubbas 33, Jaggers, steakhouse, ribs; the product has practical access value, but much of the menu is built around fast, branded, meat-heavy, fried, sugary, or highly processed food rather than ordinary nourishment.
- Texas Roadhouse annual reportsPrimary institutional record · 90%
- Texas Roadhouse 2025 Form 10-KPrimary public record · 100%
- Texas Roadhouse privacy policyOfficial self-description · 68%
3Texas Roadhouse uses brand scale, franchising, location strategy, promotions, loyalty systems, and menu engineering to shape restaurant choice beyond simple food quality.
- Texas Roadhouse annual reportsPrimary institutional record · 90%
- Texas Roadhouse 2025 Form 10-KPrimary public record · 100%
- Texas Roadhouse privacy policyOfficial self-description · 68%
4Texas Roadhouse provides unusually clear value for some customers relative to adjacent casual-dining competitors, but the benefit is narrow and does not overcome the larger restaurant-chain structure.
- Texas Roadhouse annual reportsPrimary institutional record · 90%
- Texas Roadhouse 2025 Form 10-KPrimary public record · 100%
- Texas Roadhouse privacy policyOfficial self-description · 68%
5Texas Roadhouse has environmental burden from meat, dairy, poultry, packaging, energy, waste, delivery, logistics, and restaurant expansion.
- Texas Roadhouse annual reportsPrimary institutional record · 90%
- Texas Roadhouse 2025 Form 10-KPrimary public record · 100%
- Texas Roadhouse privacy policyOfficial self-description · 68%
6Texas Roadhouse sells food where salt, sugar, saturated fat, fried preparation, processed ingredients, alcohol exposure, or portion design can become materially harmful when normalized as routine eating.
- Texas Roadhouse annual reportsPrimary institutional record · 90%
- Texas Roadhouse 2025 Form 10-KPrimary public record · 100%
- Texas Roadhouse privacy policyOfficial self-description · 68%
7Texas Roadhouse reaches children, teens, families, or young adults through value meals, snacks, desserts, mascots, sports, breakfast, late-night, app rewards, or youth-coded brand culture.
- Texas Roadhouse annual reportsPrimary institutional record · 90%
- Texas Roadhouse 2025 Form 10-KPrimary public record · 100%
- Texas Roadhouse privacy policyOfficial self-description · 68%
8Texas Roadhouse uses apps, digital ordering, points, rewards, promotions, stored accounts, or habitual repeat-purchase loops that increase inertia beyond a single meal decision.
- Texas Roadhouse annual reportsPrimary institutional record · 90%
- Texas Roadhouse 2025 Form 10-KPrimary public record · 100%
- Texas Roadhouse privacy policyOfficial self-description · 68%
9Texas Roadhouse publishes some menu and nutrition information, but the real tradeoffs in ingredients, labor, franchising, animal supply, pricing, and digital data are hard for ordinary diners to compare at purchase time.
- Texas Roadhouse annual reportsPrimary institutional record · 90%
- Texas Roadhouse 2025 Form 10-KPrimary public record · 100%
- Texas Roadhouse privacy policyOfficial self-description · 68%
10Texas Roadhouse turns food into brand identity, fandom, lifestyle, family ritual, sports/snacking culture, faith-coded loyalty, or casual-dining belonging beyond plain nourishment.
- Texas Roadhouse annual reportsPrimary institutional record · 90%
- Texas Roadhouse 2025 Form 10-KPrimary public record · 100%
- Texas Roadhouse privacy policyOfficial self-description · 68%
11Texas Roadhouse privacy materials or digital ordering systems show customer data collection through apps, websites, loyalty programs, payments, delivery, Wi-Fi, or advertising technology.
- Texas Roadhouse annual reportsPrimary institutional record · 90%
- Texas Roadhouse 2025 Form 10-KPrimary public record · 100%
- Texas Roadhouse privacy policyOfficial self-description · 68%
12Texas Roadhouse presents franchised restaurant expansion as ordinary convenience and hospitality while underplaying the institutional power embedded in labor structure, menu engineering, animal supply, and data capture.
- Texas Roadhouse annual reportsPrimary institutional record · 90%
- Texas Roadhouse 2025 Form 10-KPrimary public record · 100%
- Texas Roadhouse privacy policyOfficial self-description · 68%
13Texas Roadhouse has meat-centered restaurant model high-carbon product exposure based on its listed business model and current profile description: A public casual-dining company operating Texas Roadhouse, Bubba’s 33, and Jaggers. Texas Roadhouse has relatively clear food value and strong restaurant execution, but beef-heavy menus, public shareholder control, tippe…
- Texas Roadhouse public siteGeneral web source · 58%
- Our World in Data: Environmental Impacts of Food ProductionGeneral web source · 58%
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