4 points by roman10 4 hours ago | 2 comments on HN
| NEUTRAL_LEAN_NEGATIVE Product
· vv3.4 · 2026-02-25
Article Heatmap
Negative Neutral Positive No Data
Aggregates
Weighted Mean
-0.02
Unweighted Mean
+0.01
Max
+0.37 Article 19
Min
-0.29 Article 17
Signal
7
No Data
24
Confidence
ND
Volatility
0.33 (Medium)
Negative
4
Channels
E: 0.5S: 0.5
SETL
+0.03
Editorial-dominant
FW Ratio
57%
0 facts · 0 inferences
Evidence: High: 0 Medium: 5 Low: 2 No Data: 24
Theme Radar
Domain Context Profile
Element
Modifier
Affects
Note
Privacy
—
No privacy policy or data handling statement visible on page content provided.
Terms of Service
—
No terms of service visible on page content provided.
Accessibility
+0.05
Article 25 Article 26
Responsive design with media queries for mobile indicates accessibility consideration; semantic HTML structure supports screen readers.
Mission
—
No explicit mission or values statement provided in page content.
Editorial Code
+0.08
Article 19
Page explicitly states 'This is an independent analysis, not commissioned by Y Combinator' and provides transparent methodology disclosure.
Ownership
—
No ownership or editorial governance structure disclosed on page.
Access Model
-0.06
Article 25 Article 27
Content appears gated or commercial; call-to-action button 'Want this for your own brand?' suggests paid/restricted access model.
Ad/Tracking
—
No visible tracking pixels, analytics code, or ad-serving infrastructure evident in provided HTML.
Score Breakdown
+0.26
PreamblePreamble
Medium Framing
Editorial
+0.20
Structural
+0.15
SETL
+0.10
Combined
ND
Context Modifier
ND
Page frames AI visibility as a competitive resource/commodity rather than a human right. Implicit framing suggests information access is a business advantage. Structural design prioritizes conversion and client acquisition over universality.
Observable Facts
Page contains a call-to-action block offering branded reports for other companies ('Want this for your own brand?').
Report focuses on competitive positioning and market share metrics tied to commercial value.
Page structures content as a premium product with strategic recommendations for brand advantage.
Inferences
The commodification of AI visibility suggests information access is framed as a business asset rather than a shared public good.
The conversion-focused design prioritizes commercial transaction over universal information dissemination.
ND
Article 1Freedom, Equality, Brotherhood
No direct observable content addressing equality, dignity, or inalienable rights.
ND
Article 2Non-Discrimination
No observable content addressing discrimination or distinction.
ND
Article 3Life, Liberty, Security
No content addressing life, liberty, or personal security.
ND
Article 4No Slavery
No content addressing slavery or servitude.
ND
Article 5No Torture
No content addressing torture or cruel treatment.
ND
Article 6Legal Personhood
No content addressing legal personhood.
ND
Article 7Equality Before Law
No content addressing legal equality or protection.
ND
Article 8Right to Remedy
No content addressing remedy or judicial recourse.
ND
Article 9No Arbitrary Detention
No content addressing arbitrary arrest or detention.
ND
Article 10Fair Hearing
No content addressing fair trial or due process.
ND
Article 11Presumption of Innocence
No content addressing criminal liability or presumption of innocence.
ND
Article 12Privacy
No content addressing privacy, family, or correspondence.
ND
Article 13Freedom of Movement
No content addressing freedom of movement.
ND
Article 14Asylum
No content addressing asylum or refuge.
ND
Article 15Nationality
No content addressing nationality or right to a state.
ND
Article 16Marriage & Family
No content addressing marriage or family rights.
-0.29
Article 17Property
Medium Practice Framing
Editorial
-0.25
Structural
-0.20
SETL
-0.11
Combined
ND
Context Modifier
ND
Report treats proprietary information access and competitive advantage as primary values. Ownership of brand narrative framed as strategic asset rather than shared informational commons. No discussion of public right to information.
Observable Facts
Page frames AI visibility as competitive market share that can be owned, protected, and extended through strategic action.
Report language emphasizes brand 'dominance,' 'leadership,' and competitive 'positioning' tied to information visibility.
Content treats access to information about brands as a scarce commercial good available through paid analysis services.
Inferences
The framing subordinates universal information access to competitive market positioning and proprietary advantage.
The report implies that information visibility should benefit brand owners rather than serve public transparency.
ND
Article 18Freedom of Thought
No content addressing freedom of thought, conscience, or religion.
+0.37
Article 19Freedom of Expression
Medium Advocacy Framing
Editorial
+0.35
Structural
+0.20
SETL
+0.23
Combined
ND
Context Modifier
ND
Page demonstrates commitment to information disclosure and independent analysis. Explicitly states independence from subject ('not commissioned by Y Combinator'). Transparency about methodology and data sources supports freedom of opinion and expression. However, gated access model limits reach.
Observable Facts
Page explicitly discloses independence: 'This is an independent analysis, not commissioned by Y Combinator.'
Report provides transparent methodology: '150 prompts across ChatGPT and Gemini, mapping 1,614 mentions across 21 brands.'
Page includes detailed citations of sources and data visualization to support claims.
Inferences
The independence statement affirms commitment to free expression without coercion or editorial control from the subject.
Transparent methodology supports informed public discourse by enabling readers to evaluate the analysis independently.
ND
Article 20Assembly & Association
No content addressing freedom of association.
ND
Article 21Political Participation
No content addressing democratic participation or universal suffrage.
ND
Article 22Social Security
No content addressing social security or economic rights.
ND
Article 23Work & Equal Pay
No content addressing work, employment, or fair wages.
ND
Article 24Rest & Leisure
No content addressing rest or leisure.
+0.08
Article 25Standard of Living
Low Framing
Editorial
+0.15
Structural
+0.12
SETL
+0.07
Combined
ND
Context Modifier
ND
Page content serves a niche commercial audience rather than addressing universal access to standard of living. Responsive design suggests accessibility awareness, but paid model restricts access. No discussion of food, housing, or medical care.
Observable Facts
Page uses responsive design with CSS media queries indicating mobile accessibility consideration.
Report is structured as a premium product offering, restricting full access to paying clients.
Inferences
Responsive design indicates awareness of accessibility principles, but this does not address substantive access to standards of living.
The commercial gating model limits practical access to the information resource.
+0.20
Article 26Education
Low Framing
Editorial
+0.18
Structural
+0.10
SETL
+0.12
Combined
ND
Context Modifier
ND
Page presents information resources but does not explicitly address education as a right. No discussion of free education, cultural participation, or development.
Observable Facts
Page provides accessible HTML structure and semantic formatting that could support educational use.
Content is presented in English language with no apparent localization.
Inferences
Semantic HTML structure supports educational accessibility, but this is incidental rather than intentional.
No evidence of effort to make content accessible to non-English speakers or diverse educational backgrounds.
-0.24
Article 27Cultural Participation
Medium Practice Framing
Editorial
-0.20
Structural
-0.15
SETL
-0.10
Combined
ND
Context Modifier
ND
Report treats cultural and scientific participation as a business commodity. Frames access to information as scarce, proprietary, and subject to payment. Does not support universal participation in cultural or scientific advance.
Observable Facts
Page restricts access to full report through commercial gating ('Want this for your own brand?').
Report frames proprietary data and analysis as exclusive competitive advantages to be withheld from non-paying parties.
No evidence of contribution to public scientific or cultural commons.
Inferences
The gating model contradicts universal participation in scientific and cultural benefits.
The report's value proposition is rooted in scarcity and exclusivity rather than public participation in knowledge creation.
+0.17
Article 28Social & International Order
Low Advocacy
Editorial
+0.10
Structural
+0.08
SETL
+0.04
Combined
ND
Context Modifier
ND
Page provides detailed methodology and transparent data representation, supporting informed individual and collective action. However, content is framed for corporate strategy rather than social order.
Observable Facts
Report provides specific metrics and data sources enabling readers to verify or critique the analysis.
Page includes calls-to-action supporting direct engagement ('Want this for your own brand?').
Inferences
Transparent methodology supports informed decision-making by stakeholders who access the content.
The commercial framing limits practical ability for most individuals to act on the information provided.
-0.16
Article 29Duties to Community
Medium Framing
Editorial
-0.18
Structural
-0.12
SETL
-0.10
Combined
ND
Context Modifier
ND
Report emphasizes competitive advantage, strategic dominance, and market leadership—concepts that prioritize individual/organizational benefit over community harmony. Framing of 'protection,' 'consolidation,' and 'extension' of market position reflects competitive rather than cooperative values.
Observable Facts
Page repeatedly uses language of competitive positioning: 'defend,' 'protect,' 'extend the lead,' 'consolidate dominance.'
Report frames community participants (competitors, third-party sources) as threats to be managed or obstacles to overcome.
Strategic recommendations prioritize brand advantage over collaborative information sharing.
Inferences
The competitive framing treats other organizations and information sources as adversaries rather than community members.
The content prioritizes individual market dominance over community harmony and collective benefit.
ND
Article 30No Destruction of Rights
No content interpreting or limiting UDHR rights. Page does not claim authority to restrict human rights.