Model Comparison
Model Editorial Structural Class Conf SETL Theme
deepseek/deepseek-v3.2-20251201 0.00 ND Neutral 0.02 Privacy & Access
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 0.90 0.00 Technology
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.50 0.00 Business Analytics
Section deepseek/deepseek-v3.2-20251201 @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite
Preamble ND ND ND
Article 1 ND ND ND
Article 2 ND ND ND
Article 3 ND ND ND
Article 4 ND ND ND
Article 5 ND ND ND
Article 6 ND ND ND
Article 7 ND ND ND
Article 8 ND ND ND
Article 9 ND ND ND
Article 10 ND ND ND
Article 11 ND ND ND
Article 12 ND ND ND
Article 13 ND ND ND
Article 14 ND ND ND
Article 15 ND ND ND
Article 16 ND ND ND
Article 17 ND ND ND
Article 18 ND ND ND
Article 19 ND ND ND
Article 20 ND ND ND
Article 21 ND ND ND
Article 22 ND ND ND
Article 23 ND ND ND
Article 24 ND ND ND
Article 25 ND ND ND
Article 26 ND ND ND
Article 27 ND ND ND
Article 28 ND ND ND
Article 29 ND ND ND
Article 30 ND ND ND
0.00 Show HN: My brother and I built a BI tool with zero UI for data consumers (bonnard.devS:ND)
8 points by maxmealing 3 days ago | 8 comments on HN | Neutral Landing Page · v3.7 · 2026-03-02 14:38:28 0
Summary Privacy & Access Neutral
The page is a product landing page for Bonnard, a software tool for agent-native analytics and data visualization. It contains no editorial discussion of human rights. Structural signals show mild positive alignment with privacy (default tracking denial), economic accessibility (free tier), and support for cultural/scientific creation through data analysis tools. The content is commercially focused with no explicit human rights framing.
Article Heatmap
Preamble: ND — Preamble Preamble: No Data — Preamble P Article 1: ND — Freedom, Equality, Brotherhood Article 1: No Data — Freedom, Equality, Brotherhood 1 Article 2: ND — Non-Discrimination Article 2: No Data — Non-Discrimination 2 Article 3: ND — Life, Liberty, Security Article 3: No Data — Life, Liberty, Security 3 Article 4: ND — No Slavery Article 4: No Data — No Slavery 4 Article 5: ND — No Torture Article 5: No Data — No Torture 5 Article 6: ND — Legal Personhood Article 6: No Data — Legal Personhood 6 Article 7: ND — Equality Before Law Article 7: No Data — Equality Before Law 7 Article 8: ND — Right to Remedy Article 8: No Data — Right to Remedy 8 Article 9: ND — No Arbitrary Detention Article 9: No Data — No Arbitrary Detention 9 Article 10: ND — Fair Hearing Article 10: No Data — Fair Hearing 10 Article 11: ND — Presumption of Innocence Article 11: No Data — Presumption of Innocence 11 Article 12: ND — Privacy Article 12: No Data — Privacy 12 Article 13: ND — Freedom of Movement Article 13: No Data — Freedom of Movement 13 Article 14: ND — Asylum Article 14: No Data — Asylum 14 Article 15: ND — Nationality Article 15: No Data — Nationality 15 Article 16: ND — Marriage & Family Article 16: No Data — Marriage & Family 16 Article 17: ND — Property Article 17: No Data — Property 17 Article 18: ND — Freedom of Thought Article 18: No Data — Freedom of Thought 18 Article 19: ND — Freedom of Expression Article 19: No Data — Freedom of Expression 19 Article 20: ND — Assembly & Association Article 20: No Data — Assembly & Association 20 Article 21: ND — Political Participation Article 21: No Data — Political Participation 21 Article 22: ND — Social Security Article 22: No Data — Social Security 22 Article 23: ND — Work & Equal Pay Article 23: No Data — Work & Equal Pay 23 Article 24: ND — Rest & Leisure Article 24: No Data — Rest & Leisure 24 Article 25: ND — Standard of Living Article 25: No Data — Standard of Living 25 Article 26: ND — Education Article 26: No Data — Education 26 Article 27: ND — Cultural Participation Article 27: No Data — Cultural Participation 27 Article 28: ND — Social & International Order Article 28: No Data — Social & International Order 28 Article 29: ND — Duties to Community Article 29: No Data — Duties to Community 29 Article 30: ND — No Destruction of Rights Article 30: No Data — No Destruction of Rights 30
Negative Neutral Positive No Data
Aggregates
Editorial Mean ND Structural Mean ND
Weighted Mean 0.00 Unweighted Mean 0.00
Max 0.00 N/A Min 0.00 N/A
Signal 0 No Data 31
Volatility 0.00 (Low)
Negative 0 Channels E: 0.6 S: 0.4
SETL ND
FW Ratio 50% 3 facts · 3 inferences
Evidence 2% coverage
3L 31 ND
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.00 (0 articles) Security: 0.00 (0 articles) Legal: 0.00 (0 articles) Privacy & Movement: 0.00 (0 articles) Personal: 0.00 (0 articles) Expression: 0.00 (0 articles) Economic & Social: 0.00 (0 articles) Cultural: 0.00 (0 articles) Order & Duties: 0.00 (0 articles)
HN Discussion 4 top-level · 3 replies
linuxarm64 2026-02-27 10:47 UTC link
people are using claude artifacts for this.
maxmealing 2026-02-27 10:47 UTC link
My brother Alex and I have been building in the data space for over a year. We started with AI-powered report creation, triggered analysis, deep-dive automation and some other stuff for data teams, finance, and ops. Custom products we'd build for each client. We had some traction, but the AI could never deliver accurately on the last 10%. Insane amounts of context and prompt engineering went into it, but clients didn't want it unless they had full trust in the numbers. Which is, frankly, impossible.

We figured out a few things.

1. If someone else builds your analysis, you're going to redo it anyway. That's just how people work. If I handed you a presentation someone else made, you'd probably rebuild it from scratch. And with numbers, it's even worse because you're going to pick them apart regardless.

2. Unless you're an analyst iterating on SQL, there is no point putting code in front of a business user. So they can learn and debug SQL? lol.

3. Self-serve failed because it was the UI that was self-serve and not the actual data. Business users do not want to learn another UI low-code tool. The world is moving in the opposite direction.

Business users should just use the tools they already know: ChatGPT/Codex, Claude Desktop, whatever. Those tools are already insanely powerful at delivering cheap UI. All you need to do is make the data self-serve, fast and reliable for agents. It feels pretty obvious that every business with data to operationalise should let people do whatever the hell they need to do with it to get the job done faster, right? It's not the data team's problem anymore cause the UI is cheap. The only thing that the data team needs to do with it is keep enriching and maintaining the self-serve data layer. They can then actually get time to do the impactful stuff.

So we built Bonnard. Data teams (Analytics Engineer, Data engineers or whoever has been handed the AI delivery project) go from data model to self-serve in about 5 minutes, all through the CLI. Zero UI on the consumer side unless they build it themselves.

Would love to get your feedback! Will hang in the comments if you have any questions.

ravikes0406 2026-02-27 11:53 UTC link
The trust problem is real. AI can generate analysis, but if users can’t trace the numbers themselves, they’ll always redo it manually.

Making data self-serve for agents instead of building another UI layer sounds like a much more sustainable direction.

aed 2026-02-27 18:16 UTC link
I've spent so much of my career as a data gopher, so I really appreciate this. It always works much, much better when people have direct access to data... but success always relied on getting business users to be a bit more technical.

I built a version of this in my org as a slack bot. It has access to BigQuery and I worked with it to document and define the key tables, so when a user asks a question it has a "library" to figure out how to answer it. Then it will respond directly in Slack (plus respond to f/up questions in the thread) and if it's a bigger/more detailed question it can create the report in Metabase and send a link.

One thing I don't have is the governance aspect, so I may give this a spin to see if this is a good middle layer.

maxmealing 2026-02-27 10:47 UTC link
That is exactly why we built it so that people can use artifacts reliably!
maxmealing 2026-02-27 16:08 UTC link
Totally! this is what we had in mind, make sure data at source is built for agents, solves a lot of the downstream problems
maxmealing 2026-02-27 20:46 UTC link
Looking forward to getting your feedback if you get a chance to play around! It takes less than a few minutes to get set up and starting experimenting with it. Deploying coded dashboards is super good fun as well - deploying correct data in seconds is pretty mindblowing how difficult it was to get things up and running in the past
Editorial Channel
What the content says
ND
Preamble Preamble

No content addressing human dignity, freedom, justice or peace.

ND
Article 1 Freedom, Equality, Brotherhood

No content about human equality, dignity, or rights.

ND
Article 2 Non-Discrimination

No content about non-discrimination.

ND
Article 3 Life, Liberty, Security

No content about life, liberty, or security.

ND
Article 4 No Slavery

No content about slavery or servitude.

ND
Article 5 No Torture

No content about torture or cruel treatment.

ND
Article 6 Legal Personhood

No content about recognition as a person before the law.

ND
Article 7 Equality Before Law

No content about equal protection of the law.

ND
Article 8 Right to Remedy

No content about effective remedy for rights violations.

ND
Article 9 No Arbitrary Detention

No content about arbitrary arrest or detention.

ND
Article 10 Fair Hearing

No content about fair public hearing.

ND
Article 11 Presumption of Innocence

No content about presumption of innocence.

ND
Article 12 Privacy
Low Practice

No explicit discussion of privacy.

ND
Article 13 Freedom of Movement

No content about freedom of movement.

ND
Article 14 Asylum

No content about asylum from persecution.

ND
Article 15 Nationality

No content about nationality.

ND
Article 16 Marriage & Family

No content about marriage and family.

ND
Article 17 Property

No content about property ownership.

ND
Article 18 Freedom of Thought

No content about freedom of thought or religion.

ND
Article 19 Freedom of Expression

No content about freedom of opinion or expression.

ND
Article 20 Assembly & Association

No content about freedom of assembly or association.

ND
Article 21 Political Participation

No content about participation in government.

ND
Article 22 Social Security
Low Practice

No content about social security or economic rights.

ND
Article 23 Work & Equal Pay

No content about work, employment, or equal pay.

ND
Article 24 Rest & Leisure

No content about rest and leisure.

ND
Article 25 Standard of Living

No content about standard of living or health.

ND
Article 26 Education

No content about education.

ND
Article 27 Cultural Participation
Low Practice

No explicit discussion of cultural participation or scientific benefits.

ND
Article 28 Social & International Order

No content about social and international order.

ND
Article 29 Duties to Community

No content about duties to community.

ND
Article 30 No Destruction of Rights

No content about destruction of rights.

Structural Channel
What the site does
Element Modifier Affects Note
Legal & Terms
Privacy
No privacy policy or cookie notice directly visible on this page.
Terms of Service
No terms of service link visible on this page.
Identity & Mission
Mission
Page describes a software product for 'agent-native analytics' with no explicit human rights mission.
Editorial Code
No visible editorial code or journalistic standards.
Ownership
Schema.org data identifies 'Bonnard Ltd' with a London address.
Access & Distribution
Access Model
Free tier available, no paywall visible.
Ad/Tracking
Page includes Google Tag Manager and Analytics scripts with default consent set to 'denied' for tracking.
Accessibility
No accessibility statement visible; page appears to have a dark/light mode toggle and semantic HTML structure.
ND
Preamble Preamble

Site provides a software product; no structural signals relevant to UDHR preamble.

ND
Article 1 Freedom, Equality, Brotherhood

Product landing page; no structural signals about equality or dignity.

ND
Article 2 Non-Discrimination

Product appears universally available; no visible discrimination in access.

ND
Article 3 Life, Liberty, Security

Software tool; no structural impact on life, liberty, or security.

ND
Article 4 No Slavery

Software product; no structural signals related to slavery.

ND
Article 5 No Torture

Software product; no structural signals related to torture.

ND
Article 6 Legal Personhood

Software product; no structural signals about legal personhood.

ND
Article 7 Equality Before Law

Software product; no structural signals about equal protection.

ND
Article 8 Right to Remedy

Software product; no structural signals about legal remedies.

ND
Article 9 No Arbitrary Detention

Software product; no structural signals about detention.

ND
Article 10 Fair Hearing

Software product; no structural signals about fair hearings.

ND
Article 11 Presumption of Innocence

Software product; no structural signals about criminal justice.

ND
Article 12 Privacy
Low Practice

Default consent settings deny ad tracking and analytics storage; suggests some privacy consideration.

ND
Article 13 Freedom of Movement

Software product; no structural signals about movement.

ND
Article 14 Asylum

Software product; no structural signals about asylum.

ND
Article 15 Nationality

Software product; no structural signals about nationality.

ND
Article 16 Marriage & Family

Software product; no structural signals about family life.

ND
Article 17 Property

Software product; no structural signals about property.

ND
Article 18 Freedom of Thought

Software product; no structural signals about thought or religion.

ND
Article 19 Freedom of Expression

Analytics tool could support information flow; no explicit structural signals.

ND
Article 20 Assembly & Association

Software product; no structural signals about assembly or association.

ND
Article 21 Political Participation

Software product; no structural signals about political participation.

ND
Article 22 Social Security
Low Practice

Free tier available; provides some economic accessibility.

ND
Article 23 Work & Equal Pay

Business software; no structural signals about employment rights.

ND
Article 24 Rest & Leisure

Software product; no structural signals about leisure time.

ND
Article 25 Standard of Living

Software product; no structural signals about living standards.

ND
Article 26 Education

Software product with documentation; no structural signals about education rights.

ND
Article 27 Cultural Participation
Low Practice

Software development tool; enables creation and analysis (cultural/scientific activity).

ND
Article 28 Social & International Order

Software product; no structural signals about international order.

ND
Article 29 Duties to Community

Software product; no structural signals about community duties.

ND
Article 30 No Destruction of Rights

Software product; no structural signals about rights destruction.

Supplementary Signals
How this content communicates, beyond directional lean. Learn more
Epistemic Quality
How well-sourced and evidence-based is this content?
0.36 medium claims
Sources
0.2
Evidence
0.3
Uncertainty
0.1
Purpose
0.9
Propaganda Flags
No manipulative rhetoric detected
0 techniques detected
Emotional Tone
Emotional character: positive/negative, intensity, authority
measured
Valence
+0.3
Arousal
0.2
Dominance
0.6
Transparency
Does the content identify its author and disclose interests?
0.00
✗ Author
More signals: context, framing & audience
Solution Orientation
Does this content offer solutions or only describe problems?
0.88 solution oriented
Reader Agency
0.8
Stakeholder Voice
Whose perspectives are represented in this content?
0.10 1 perspective
Speaks: corporation
Temporal Framing
Is this content looking backward, at the present, or forward?
present medium term
Geographic Scope
What geographic area does this content cover?
global
Complexity
How accessible is this content to a general audience?
technical medium jargon domain specific
Longitudinal 85 HN snapshots · 3 evals
+1 0 −1 HN
Audit Trail 9 entries
2026-03-02 14:38 eval_success Evaluated: Neutral (0.00) - -
2026-03-02 14:38 rater_validation_warn Validation warnings for model deepseek-v3.2: 0W 3R - -
2026-03-02 14:38 eval Evaluated by deepseek-v3.2: 0.00 (Neutral) 9,829 tokens
2026-02-28 11:24 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 11:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
ED neutral tech product presentation
2026-02-28 11:24 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 04:20 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 04:20 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
2026-02-28 04:20 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 7R - -