public automaker

Mercedes-Benz Group

A public premium automaker selling Mercedes-Benz cars and vans, with shareholder governance, German codetermination, luxury and combustion exposure, and connected-car data concerns. Mercedes-Benz Group remains weak because of ecological harm, surveillance capture, and ideological disavowal, even where the product or service has practical value.

Why this matters: Mercedes-Benz shows how premium vehicle software and entertainment features can deepen surveillance risk in ordinary car ownership.

Letter grade D Extractive Medium confidence (AI) Rubric gcd-rubric-v1 Last reviewed May 6, 2026

Final Score 13* D - Extractive

DEXTRACTIVE13 pts

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

Base Material29

Bonus+0

Cap41Ownership <= 4 and Governance <= 4

After Cap29

Penalties-16

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Evaluation Overview

D - Extractive

The score turns mainly on Extraction, with the largest penalty coming from Ecological Harm.

Strengths

Extraction4/10
Labor Sovereignty4/7
Product Integrity4/5

Penalties

Ecological Harm-5
High-Carbon Products-5
Surveillance Capture-4
Ideological Disavowal-2

Evidence state

ConfidenceMedium confidence (AI)
ThoroughnessPartial (AI)
Linked claims6
Direct axis claims6
Coverage6/13

Scoring Axes

Axis	Score	Why this score
Ownership ? Control rights: shareholder-dominated at 0, worker cooperative control at 10.	2 / 10	Mercedes-Benz Group publishes investor-relations or annual-report materials for a shareholder-governed automaker. Mercedes-Benz Group publishes investor-relations or annual-report materials for a shareholder-governed automaker. That keeps Mercedes-Benz Group low on Ownership: decisive control remains with shareholders, private owners, executives, or state insiders rather than affected people. The value is above zero only where the linked record still shows some real function, constraint, or public value on this axis. Calibration notes Comparative anchor: Column-spectrum position: 78 scored entries below, 21 tied, 127 above on Ownership. Uncertainty Priority page: add more axis-specific research over time to make the comparative placement harder to dispute. Linked evidence Mercedes-Benz Group publishes investor-relations or annual-report materials for a shareholder-governed automaker. [1] context Mercedes-Benz Group sells mainstream passenger vehicles and related connected, service, or mobility products at consumer scale. [2]
Governance ? Binding decision authority: centralized control at 0, democratic stakeholder control at 10.	3 / 10	Mercedes-Benz Group publishes investor-relations or annual-report materials for a shareholder-governed automaker. Calibration notes Comparative anchor: Column-spectrum position: 94 scored entries below, 13 tied, 119 above on Governance. Linked evidence context Mercedes-Benz Group publishes investor-relations or annual-report materials for a shareholder-governed automaker. [1] context Mercedes-Benz Group sells mainstream passenger vehicles and related connected, service, or mobility products at consumer scale. [2]
Extraction ? Surplus allocation, wage share, CEO pay ratio, margins, and structured extraction judgment.	4 / 10	Mercedes-Benz Group publishes investor-relations or annual-report materials for a shareholder-governed automaker. Mercedes-Benz Group publishes investor-relations or annual-report materials for a shareholder-governed automaker. That places Mercedes-Benz Group in the middle of Extraction: the institution creates real value but still leaves room for rent extraction, unequal bargaining, or surplus capture. The value stays below the top tier because the linked record does not show full democratic control, non-extractive lock-in, or complete stakeholder protection on this axis. Calibration notes Comparative anchor: Column-spectrum position: 62 scored entries below, 32 tied, 132 above on Extraction. Linked evidence context Mercedes-Benz Group publishes investor-relations or annual-report materials for a shareholder-governed automaker. [1] context Mercedes-Benz Group sells mainstream passenger vehicles and related connected, service, or mobility products at consumer scale. [2]
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.	4 / 7	Mercedes-Benz Group publishes investor-relations or annual-report materials for a shareholder-governed automaker. Mercedes-Benz Group publishes investor-relations or annual-report materials for a shareholder-governed automaker. That places Mercedes-Benz Group in the middle of Labor Sovereignty: workers or participants have some protection or agency, but not enough binding power to control the relationship. The value stays below the top tier because the linked record does not show full democratic control, non-extractive lock-in, or complete stakeholder protection on this axis. Calibration notes Comparative anchor: Column-spectrum position: 112 scored entries below, 39 tied, 75 above on Labor Sovereignty. Linked evidence context Mercedes-Benz Group publishes investor-relations or annual-report materials for a shareholder-governed automaker. [1] context Mercedes-Benz Group sells mainstream passenger vehicles and related connected, service, or mobility products at consumer scale. [2]
Solidarity with the Unemployed ? Treatment of exits and nonworkers, including severance, redeployment, and non-competes.	3 / 7	Mercedes-Benz Group publishes investor-relations or annual-report materials for a shareholder-governed automaker. Mercedes-Benz Group publishes investor-relations or annual-report materials for a shareholder-governed automaker. That places Mercedes-Benz Group in the middle of Solidarity with the Unemployed: some access, severance, retraining, openness, or mutual-aid value is present, but it is not central or durable. The value stays below the top tier because the linked record does not show full democratic control, non-extractive lock-in, or complete stakeholder protection on this axis. Calibration notes Comparative anchor: Column-spectrum position: 81 scored entries below, 45 tied, 100 above on Solidarity with the Unemployed. Linked evidence context Mercedes-Benz Group publishes investor-relations or annual-report materials for a shareholder-governed automaker. [1] context Mercedes-Benz Group sells mainstream passenger vehicles and related connected, service, or mobility products at consumer scale. [2]
Loss-Bearing Fidelity ? Willingness to absorb costs to preserve values, workers, users, and public obligations.	3 / 7	Mercedes-Benz Group publishes investor-relations or annual-report materials for a shareholder-governed automaker. Mercedes-Benz Group publishes investor-relations or annual-report materials for a shareholder-governed automaker. That places Mercedes-Benz Group in the middle of Loss-Bearing Fidelity: there is some willingness to preserve obligations, but the record still leaves meaningful risk-shifting concerns. The value stays below the top tier because the linked record does not show full democratic control, non-extractive lock-in, or complete stakeholder protection on this axis. Calibration notes Comparative anchor: Column-spectrum position: 48 scored entries below, 39 tied, 139 above on Loss-Bearing Fidelity. Linked evidence context Mercedes-Benz Group publishes investor-relations or annual-report materials for a shareholder-governed automaker. [1] context Mercedes-Benz Group sells mainstream passenger vehicles and related connected, service, or mobility products at consumer scale. [2]
Market Conduct ? Pricing fairness, switching costs, lock-in, and rent extraction.	3 / 5	Mercedes-Benz Group publishes investor-relations or annual-report materials for a shareholder-governed automaker. Mercedes-Benz Group publishes investor-relations or annual-report materials for a shareholder-governed automaker. That places Mercedes-Benz Group in the middle of Market Conduct: the product has real value but still uses meaningful lock-in, gatekeeping, market power, or dependency. The value stays below the top tier because the linked record does not show full democratic control, non-extractive lock-in, or complete stakeholder protection on this axis. Calibration notes Comparative anchor: Column-spectrum position: 54 scored entries below, 51 tied, 121 above on Market Conduct. Linked evidence context Mercedes-Benz Group publishes investor-relations or annual-report materials for a shareholder-governed automaker. [1] context Mercedes-Benz Group sells mainstream passenger vehicles and related connected, service, or mobility products at consumer scale. [2]
Product Integrity ? Preservation of quality rather than degradation for monetization.	4 / 5	Mercedes-Benz Group sells mainstream passenger vehicles and related connected, service, or mobility products at consumer scale. Mercedes-Benz Group sells mainstream passenger vehicles and related connected, service, or mobility products at consumer scale. That places Mercedes-Benz Group high on Product Integrity: the core offering is genuinely useful and comparatively less dependent on traps, degradation, or harmful dependencies. A still-higher or maximum value requires stronger proof that this structure is durable, broad, and not merely discretionary. Calibration notes Comparative anchor: Column-spectrum position: 61 scored entries below, 72 tied, 93 above on Product Integrity. Uncertainty Priority page: add more axis-specific research over time to make the comparative placement harder to dispute. Linked evidence context Mercedes-Benz Group publishes investor-relations or annual-report materials for a shareholder-governed automaker. [1] Mercedes-Benz Group sells mainstream passenger vehicles and related connected, service, or mobility products at consumer scale. [2]
Scale Integrity ? Whether growth improves or degrades fairness and accountability.	3 / 5	Mercedes-Benz Group publishes investor-relations or annual-report materials for a shareholder-governed automaker. Mercedes-Benz Group publishes investor-relations or annual-report materials for a shareholder-governed automaker. That places Mercedes-Benz Group in the middle of Scale Integrity: scale brings useful reach but also weakens accountability, transparency, or local constraint. The value stays below the top tier because the linked record does not show full democratic control, non-extractive lock-in, or complete stakeholder protection on this axis. Calibration notes Comparative anchor: Column-spectrum position: 50 scored entries below, 58 tied, 118 above on Scale Integrity. Linked evidence context Mercedes-Benz Group publishes investor-relations or annual-report materials for a shareholder-governed automaker. [1] context Mercedes-Benz Group sells mainstream passenger vehicles and related connected, service, or mobility products at consumer scale. [2]

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.	-5	Mercedes-Benz Group sells cars in a product category where the IEA reports cars and vans produced 3.8 Gt of CO2 emissions in 2023, more than 60% of road-transport emissions. Mercedes-Benz Group sells cars in a product category where the IEA reports cars and vans produced 3.8 Gt of CO2 emissions in 2023, more than 60% of road-transport emissions. That warrants a limited Ecological Harm penalty because the institution causes or defends ecological damage that is more than incidental to the model. The value is limited because the linked record shows a real problem but not one that dominates the profile on this axis. Calibration notes Comparative anchor: Column-spectrum position: 21 scored entries below, 11 tied, 194 above on Ecological Harm. Linked evidence Mercedes-Benz Group sells cars in a product category where the IEA reports cars and vans produced 3.8 Gt of CO2 emissions in 2023, more than 60% of road-transport emissions. [3]
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	Combustion transport, vehicle fleets, fuel, rental trucks, or transport platforms create material high-carbon exposure. Linked evidence Mercedes-Benz Group has combustion transport exposure high-carbon product exposure based on its listed business model and current profile description: A public premium automaker selling Mercedes-Benz cars and vans, with shareholder governance, German codetermination, luxury and combustion exposure, and connected-car data concerns. Mercedes-Benz Group remains weak beca… [6]
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.	-4	Mozilla reported that Mercedes-Benz received a Privacy Not Included warning and noted privacy issues around connected services and preinstalled apps in some vehicles. Mozilla reported that Mercedes-Benz received a Privacy Not Included warning and noted privacy issues around connected services and preinstalled apps in some vehicles. That warrants a severe Surveillance Capture penalty because customers, workers, users, bystanders, or the public are exposed to invasive tracking, biometrics, or behavior scanning. The value is near the floor because the conduct appears central, large-scale, repeated, or institutionally powerful rather than incidental. Calibration notes Comparative anchor: Column-spectrum position: 13 scored entries below, 11 tied, 202 above on Surveillance Capture. Linked evidence Mozilla reported that Mercedes-Benz received a Privacy Not Included warning and noted privacy issues around connected services and preinstalled apps in some vehicles. [4]
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	Mercedes-Benz Group's public framing is assessed as ideological-disavowal evidence because Mercedes-Benz Group exercises meaningful institutional or cultural power while strongly presenting… Mercedes-Benz Group's public framing is assessed as ideological-disavowal evidence because Mercedes-Benz Group exercises meaningful institutional or cultural power while strongly presenting contested choices as neutral expertise, safety, objectivity, professionalism, administrative necessity, or public service. That warrants a substantial Ideological Disavowal penalty because the institution presents situated, contested choices as neutrality, expertise, inevitability, safety, or common sense. The value is substantial but not at the floor because the linked record shows serious conduct without the strongest aggravating factors on this axis. Calibration notes Comparative anchor: Ideological Disavowal 0 to -3 recalibration: 0 for explicit standpoint or no penalty-level neutrality theater; -1 for bounded softening of contested choices; -2 for strong neutrality theater by a powerful institution; -3 for major gatekeeping or coercive power presented as neutral, necessary, objective, or non-ideological. Uncertainty This recalibration uses public self-presentation and profile evidence; later review should add direct language-analysis evidence for high-impact institutions. Linked evidence Mercedes-Benz Group's public framing is assessed as ideological-disavowal evidence because Mercedes-Benz Group exercises meaningful institutional or cultural power while strongly presenting contested choices as neutral expertise, safety, objectivity, professionalism, administrative necessity, or public service. [5]

Bonus Credits

No bonus credits applied in this version.

Confidence Basis

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

Medium 68/100

6 verified linked claims 6 direct axis claims 0 disputed claims 6/13 components covered

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

Claim confidence 13/20

6 verified linked claims

Source quality 16/18

Best source per verified claim, weighted by institutional reliability

Direct axis-specific claims 6/18

6 direct claims across 13 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 5/10

6/13 evidence-bearing components have direct support

Evidence State

Profile stateAI draft / human-pending

VerificationUnverified

ConfidenceMedium confidence (AI)

ThoroughnessPartial (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.

1Mercedes-Benz Group publishes investor-relations or annual-report materials for a shareholder-governed automaker.

Ownership Verified Medium confidence AI-generated / human-pending May 6, 2026

AI scaffold

Mercedes-Benz annual reportsPrimary institutional record · 90%

2Mercedes-Benz Group sells mainstream passenger vehicles and related connected, service, or mobility products at consumer scale.

Product Integrity Verified Medium confidence AI-generated / human-pending May 6, 2026

AI scaffold

Mercedes-Benz annual reportsPrimary institutional record · 90%

3Mercedes-Benz Group sells cars in a product category where the IEA reports cars and vans produced 3.8 Gt of CO2 emissions in 2023, more than 60% of road-transport emissions.

Ecological Harm Verified Medium confidence AI-generated / human-pending May 6, 2026

AI scaffold

IEA cars and vans trackingGeneral web source · 58%
Mercedes-Benz annual reportsPrimary institutional record · 90%

4Mozilla reported that Mercedes-Benz received a Privacy Not Included warning and noted privacy issues around connected services and preinstalled apps in some vehicles.

Surveillance Capture Verified Medium confidence AI-generated / human-pending May 6, 2026

AI scaffold

Mozilla Mercedes-Benz privacy reviewGeneral web source · 58%
Mozilla car privacy overviewGeneral web source · 58%

5Mercedes-Benz Group's public framing is assessed as ideological-disavowal evidence because Mercedes-Benz Group exercises meaningful institutional or cultural power while strongly presenting contested choices as neutral expertise, safety, objectivity, professionalism, administrative necessity, or public service.

Ideological Disavowal Verified Medium confidence AI-generated / human-pending May 9, 2026

AI scaffold

Mercedes-Benz Group official siteGeneral web source · 58%
Mercedes-Benz annual reportsPrimary institutional record · 90%
IEA cars and vans trackingGeneral web source · 58%

6Mercedes-Benz Group has combustion transport exposure high-carbon product exposure based on its listed business model and current profile description: A public premium automaker selling Mercedes-Benz cars and vans, with shareholder governance, German codetermination, luxury and combustion exposure, and connected-car data concerns. Mercedes-Benz Group remains weak beca…

High Carbon Products Verified Medium confidence Human-reviewed May 11, 2026

Mercedes-Benz Group public siteGeneral web source · 58%
EPA: Transportation Sector EmissionsPrimary public record · 100%

Alternatives

AGOOD57 Bike Works Seattle nonprofit bicycle education and repair organization · United States AGOOD55 Bike Index nonprofit bicycle-registration and stolen-bike recovery registry · United States AGOOD53 Cascade Bicycle Club nonprofit bicycling education and advocacy organization · Washington, Pacific Northwest AGOOD53 Community Cycling Center nonprofit bicycle shop and education center · Oregon, Pacific Northwest AGOOD53 The Drivers Cooperative driver cooperative platform · United States

Competitors

DEXTRACTIVE14 BMW Group public automaker · same market DEXTRACTIVE12 Volkswagen Group public automaker group · same market AGOOD57 Bike Works Seattle nonprofit bicycle education and repair organization · United States AGOOD55 Bike Index nonprofit bicycle-registration and stolen-bike recovery registry · United States AGOOD53 Cascade Bicycle Club nonprofit bicycling education and advocacy organization · Washington, Pacific Northwest AGOOD53 Community Cycling Center nonprofit bicycle shop and education center · Oregon, Pacific Northwest AGOOD53 The Drivers Cooperative driver cooperative platform · United States AGOOD53 Union Cab Cooperative worker cooperative taxi company · United States

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Audit Log

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May 6, 2026 at 12:00 AM UTC ai-scaffolding automaker-expansion

Added mainstream automaker entity with source-backed tentative evaluation, including connected-car surveillance and vehicle-emissions claims.

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