+0.44 Does that use a lot of energy? (hannahritchie.github.io S:+0.44 )
233 points by speckx 11 days ago | 222 comments on HN | Moderate positive Contested Low agreement (3 models) Product · v3.7 · 2026-03-16 01:55:45 0
Summary Energy Literacy & Democratic Knowledge Advocates
This interactive tool advocates for energy literacy through transparent, accessible data comparison across products and activities. The content champions informed decision-making by providing methodologically rigorous energy consumption estimates with detailed methodology and multi-country cost data, supporting users' participation in energy policy discourse. Overall direction is strongly positive toward human rights, particularly free expression, education access, scientific participation, and informed citizenship.
Rights Tensions 1 pair
Art 25 Art 27 Energy consumption for adequate standard of living (heating, cooling, transport) may conflict with participation in scientific understanding of climate impacts; tool addresses tension by enabling informed trade-off assessment.
Article Heatmap
Preamble: +0.38 — Preamble P Article 1: +0.33 — Freedom, Equality, Brotherhood 1 Article 2: ND — Non-Discrimination Article 2: No Data — Non-Discrimination 2 Article 3: +0.23 — 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: +0.28 — 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: +0.78 — Freedom of Expression 19 Article 20: +0.38 — Assembly & Association 20 Article 21: +0.33 — Political Participation 21 Article 22: +0.40 — 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: +0.63 — Standard of Living 25 Article 26: +0.68 — Education 26 Article 27: +0.88 — Cultural Participation 27 Article 28: +0.38 — Social & International Order 28 Article 29: +0.72 — Duties to Community 29 Article 30: +0.23 — No Destruction of Rights 30
Negative Neutral Positive No Data
Aggregates
E
+0.44
S
+0.44
Weighted Mean +0.52 Unweighted Mean +0.47
Max +0.88 Article 27 Min +0.23 Article 3
Signal 14 No Data 17
Volatility 0.21 (Medium)
Negative 0 Channels E: 0.6 S: 0.4
SETL -0.01 Structural-dominant
FW Ratio 57% 45 facts · 34 inferences
Agreement Low 3 models · spread ±0.349
Evidence 32% coverage
4H 8M 9L 12 ND
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.35 (2 articles) Security: 0.23 (1 articles) Legal: 0.00 (0 articles) Privacy & Movement: 0.28 (1 articles) Personal: 0.00 (0 articles) Expression: 0.49 (3 articles) Economic & Social: 0.51 (2 articles) Cultural: 0.78 (2 articles) Order & Duties: 0.44 (3 articles)
HN Discussion 20 top-level · 30 replies
philipkglass 2026-03-04 21:04 UTC link
The author Hannah Ritchie works on Our World In Data and also publishes the fantastic Sustainability by Numbers substack. It's in the same vein as the late, great David MacKay's Sustainable Energy Without the Hot Air.

This tool has its own recent substack post. See the comments too, especially the one by Chris Preist that contextualizes the energy usage of streaming video (a topic that has also been discussed on HN before).

https://hannahritchie.substack.com/p/does-that-use-a-lot-of

medi8r 2026-03-04 21:19 UTC link
Glad it has AI. AI has nothing on cars. Save a car trip a week even if electric is way more than 10k queries.
jwilliams 2026-03-04 21:25 UTC link
It was genuinely a surprise to see how much relative energy petrol cars use (and shame on me - I'm an electrical engineer). I mean I think I knew it intuitively, but this simple chart blew my mind.
nikcub 2026-03-04 21:34 UTC link
I can't find a github or email for Hannah - if you're reading this i'd like to add Australian energy price data via Open Electricity[0] to the data (reach out via my profile)

[0] https://explore.openelectricity.org.au/

Sharlin 2026-03-04 21:37 UTC link
For reference it would be good to have per-passenger numbers for "sitting on a diesel bus", "sitting on an electric bus", "sitting on a tram", "sitting on a commuter train" as well.
djhworld 2026-03-04 21:52 UTC link
I think stuff like this really crystalises how people misunderstand how much energy stuff uses.

My parents for example sweat the small stuff and go around the house turning LED driven lights off to "save electricity" even though it would barely make a dent in their bill.

Granted, they come from a time of incadescants burning 60-100w at a time so I can see why that habit might be deeply ingrained.

skybrian 2026-03-04 21:53 UTC link
I see it has a ChatGPT median query, but for those of us using coding agents this isn't so relevant.

Here's a post that makes an estimate:

https://www.simonpcouch.com/blog/2026-01-20-cc-impact/

> So, if I wanted to analogize the energy usage of my use of coding agents, it’s something like running the dishwasher an extra time each day, keeping an extra refrigerator, or skipping one drive to the grocery store in favor of biking there. To me, this is very different than, in Benjamin Todd’s words, “a terrible reason to avoid” this level of AI use. These are the sorts of things that would make me think twice.

alnwlsn 2026-03-04 22:01 UTC link
I attached a generator with some supercaps and an inverter to a stationary bicycle a few years ago, and even though I mostly use it as a way to feel less guilty watching Youtube videos, it does give me a quite literal feel for some of the items on the lower end of the scale.

- Anything even even halfway approaching a toaster or something with a heater in it is essentially impossible (yes, I know about that one video).

- A vacuum cleaner can be run for about 30 seconds every couple minutes.

- LED lights are really good, you can charge up the caps for a minute and then get some minutes of light without pedaling.

- Maybe I could keep pace with a fridge, but not for a whole day.

- I can do a 3D printer with the heated bed turned off, but you have to keep pedaling for the entire print duration, so you probably wouldn't want to do a 4 hour print. I have a benchy made on 100% human power.

- A laptop and a medium sized floor fan is what I typically run most days.

- A modern laptop alone, with the battery removed and playing a video is "too easy", as is a few LED bulbs or a CFL. An incandescent isn't difficult but why would you?

- A cellphone you could probably run in your sleep

Also gives a good perspective on how much better power plants are at this than me. All I've made in 4 years could be made by my local one in about 10 seconds, and cost a few dollars.

ForHackernews 2026-03-04 22:08 UTC link
Doesn't show the comparative energy waste of bitcoin?

This source[0] says

> One Bitcoin now requires 854,400 kilowatt-hours of electricity to produce. For comparison, the average U.S. home consumes about 10,500 kWh per year, according to the U.S. Energy Information Administration, April 2025, meaning that mining a single Bitcoin in 2026 uses as much electricity as 81.37 years of residential energy use.

[0] https://www.compareforexbrokers.com/us/bitcoin-mining/

ssl-3 2026-03-04 22:12 UTC link
The presentation is nice, but some of the conversions are questionable.

For instance: The cost section, wherein 1kWh in the US is figured as having a cost of 9.7 cents.

In reality, it's not that way at all. Unless we're fortunate enough to live in an area where we can walk over to the neighborhood generating station and carry home buckets of freshly-baked electricity to use at home, then we must also pay for delivery.

On average, in 2025, electricity was 17.3 cents per kiloWatt-hour -- delivered -- for residential customers in the US.

https://www.eia.gov/electricity/monthly/epm_table_grapher.ph...

RobinL 2026-03-04 22:16 UTC link
One thing missing but important to understand is the energy embodied in buying 'stuff'. At a very rough approximation, the cost of stuff, especially consumer goods manufactured cheaply, is quite a high percentage energy.

When you look at people's energy usage, quite a lot of it ends up being the embodied energy in the stuff they buy. For quite a lot of people, it's probably the largest category of energy consumption. I once had a very rough go at calculating this here: https://www.robinlinacre.com/energy_usage/

davidw 2026-03-04 22:51 UTC link
A bicycle continues to be the most efficient means of transportation:

https://bsky.app/profile/davidho.bsky.social/post/3mga7uhxnd...

Even an eBike is way, way more efficient than a gas-powered car, and causes orders of magnitude less wear and tear on the road.

deepsun 2026-03-05 00:19 UTC link
> Gas heating (Single room) (1 hour of use) -- 2700Wh.

Wow dude, your room is very-very poorly insulated. Having a 2700W heater turned on constantly just for one room is a lot. If it's 0C outside and 20C inside, a typical room should not lose more than 500W, but better be in 200--400W range .

OldSchool 2026-03-05 00:22 UTC link
Kind of a stretch to suggest that an internal combustion vehicle requires 3x more "energy" to move it than an equally physics-burdened (weight, friction, etc) electric vehicle...

This is only "true" if the energy stored in the vehicle's battery got there without any relevant conversion inefficiency; If those joules came from a gas-fired plant, overall efficiency is only about 35-40%: comparable to a typical internal combustion powered-automobile or actually worse than a diesel automobile.

eru 2026-03-05 00:47 UTC link
Why does their air con take 1kW to run? I wonder how much below ambient they are setting their temperature, and how old that aircon is and how bad the insulation?

The washing machine seems also inefficient.

My dryer is also a lot more efficient than theirs, at least if Miele's app is to be believed about how much it uses each cycle.

no-name-here 2026-03-05 04:51 UTC link
We need an equivalent for water as well! Almost none of the public has any idea about water use across the industrial, agricultural, and residential sectors...
londons_explore 2026-03-05 07:37 UTC link
Interestingly, the latest generation of LED lights are so efficient that it makes little financial sense to bother having a light switch. 330 lumens per watt from recent Phillips bulbs!

The cost of having an electrician wire that switch is probably more than a little 2.5 watt light will use in it's lifespan - particularly when you account for the fact lights in hallways are probably in use most of the time anyway.

Add in the effort of switching the light switch a few times a day for many years and it's certainly the case! Or the risk of fumbling in the dark for a light switch at the far end of a room or in a house you aren't familiar with.

Obviously you might still want to turn it off for maintenance, but you have the breaker for that.

kkfx 2026-03-05 08:05 UTC link
Nice! A small note: airfryer tend to cycle on/off much less then slow-air/static ovens so they consume way more per unit time, gas ovens never fully stay "off" when operating, they just reduce the flames.
fritzo 2026-03-05 16:52 UTC link
How does it make sense to compare renewable vs non-renewable energy sources?

Where does that electric car's energy come from?

Suppose the electric car's energy is solar. Then driving the electric car consumes zero barrels of oil, and so is infinitely more renewable than the petrol car. Or how efficient is the electric car at capturing available energy? Maybe the petrol car is 20% efficient at capturing available oil reserve energy. But the electric car is like 1e-30% efficient at capturing available solar output. Incomparable.

sha16 2026-03-06 17:09 UTC link
I wanted to write an app like this. Here's what I think would be useful for some people to compare: more checkboxes that represent typical daily activities like "how much energy does driving to the grocery store (x miles away) use" or "how much energy does idling in my car for 30 mins use", "how much energy does riding the bus/trolly/etc use", "how much energy does keeping my place warm vs kind of chilly", and also "how much energy does a cargo ship use to cross the pacific" or "how much energy does it take to source, manufacture, package, transport, and stock a pack of bubblegum". I think that would help people realize the largest components of their footprint and also how it relates globally.
measurablefunc 2026-03-04 21:18 UTC link
Who pays for their research?
nikcub 2026-03-04 21:27 UTC link
chatgpt use should be in the default set since energy use of ai is so often in the news now - and more often in social media
MerrimanInd 2026-03-04 21:30 UTC link
When one gets in the weeds on EVs or ICE cars two things become shockingly clear: internal combustion is hilariously inefficient YET gasoline is hilariously energy dense. Most people's intuition is wrong on both of these points but then they cancel each other out.

Edit: another important point is that the "cost" to acquire gasoline is only the very end of the process. The energy has already been gathered, stored, and most of the processing is complete. Our cost (in money and energy) to "make" gasoline is really just gathering it. This is why the comparison to renewables is often a hard sell, it's just apples to oranges. Gasoline started on third base, renewables are batting from the plate. Some of the internal combustion enthusiasts are holding up e-fuels or synthetic fuels as the solution but then we have to pay for the entire energy gathering and processing pipeline and still be using a conversion method that's not at all efficient. It's the worst of both worlds.

philipkglass 2026-03-04 21:38 UTC link
tl2do 2026-03-04 21:44 UTC link
In Japan, my country, this looks a bit different. A lot of electricity still comes from oil- and gas-fired plants. The mechanics differ (gas turbines vs. car engines), but in both cases we’re still relying on combustion. I suppose some countries have the same issue.
nightski 2026-03-04 21:52 UTC link
1 chatgpt query is a little misleading though. Let's see an 8 hour full bore claude code agent session. Or maybe running 3 agents for several hours a day.
0x53 2026-03-04 22:11 UTC link
And wrote a great book: Not the End of the World
philipkglass 2026-03-04 22:18 UTC link
I looked at the electric car example for the United States. It has 3 kilowatt hours priced at $0.51, 17 cents per kilowatt hour, which seems about right. The "petrol car" example at the top of the chart isn't powered by electricity so its cost number is not directly comparable to the things that consume electricity.
mikepavone 2026-03-04 22:20 UTC link
I'm not sure it's even a particularly relevant comparison to an hour of use of various other electronic devices. I'm sure the median user is running a lot fewer queries than a Claude Code power-user, but I would guess it's still more than one in a typical session.
nomel 2026-03-04 22:25 UTC link
Where I am at least, people using less power because power because power need to profit more, is wild.

They literally had record profits the last few years, rather than being forced to lay down solar. I think power should be a global endeavor, not some local for profit business with complete regulatory capture that makes competition illegal.

Yes I'm angry, because I pay more in electric than most anywhere in the world. If I charge my care with LEVEL 2 using city provided charges, during the day, it's more expensive than gas.

csours 2026-03-04 22:25 UTC link
One may look at aluminum as a solid form of energy. In fact, https://en.wikipedia.org/wiki/Aluminium%E2%80%93air_battery
jborichevskiy 2026-03-04 22:26 UTC link
Amazing stuff, have you written up a blog post? I could see a video being a fun format for this as well. Might help people develop the intuition for watts/power consumption in a different way
MostlyStable 2026-03-04 22:33 UTC link
I turn LED lights off because of the difference in operational life, and I don't like changing bulbs. M GE bulbs say they have a rated lifetime of 13 years......at 3 hours of usage per day. So if they don't get turned off, then that 3 hours can very easily become 12, and now you are at a rated lifetime of ~4 years instead.
1-more 2026-03-04 22:33 UTC link
Once I did a little bike training and looking at my power curve, I was incredibly impressed by how cheap energy is. 100W is an all day number, 200W less so, 300W is exactly 20 minutes when I do an FTP test. 400W is 4x Tour de France winner Tadej Pogačar for an hour and he's a mutant. 1 horsepower is under a minute iirc, definitely under 2. 1kW is maybe 10 seconds. So I could keep my laptop and phone charged probably indefinitely as long as I have food, but not a ton more than that.

https://velo.outsideonline.com/road/road-racing/tour-de-fran...

petercooper 2026-03-04 22:39 UTC link
Or even a 5 minute shower. About 2500 queries.
20after4 2026-03-04 22:42 UTC link
The marginal cost of one extra passenger is going to be very nearly zero. The vast majority of the cost is just moving the bus / train / plane, and the overhead / inefficiencies in the system. I've seen somewhere the numbers for one passenger on trains and planes but I can't remember where that was. Just know it is a very very small amount for the added weight of one more passenger.
scarmig 2026-03-04 22:49 UTC link
I end up shrugging. For a Claude Code power user, today, a day's use uses less electricity than a morning commute in an electric car. To say nothing of the costs to keep your workstation running, your building heated or cooled, etc. Not quite a rounding error, but a relatively minor component of overall usage.
Waterluvian 2026-03-04 22:52 UTC link
Any sense what the efficiency ratio was for your setup?
taeric 2026-03-04 23:17 UTC link
The ridiculously dramatic drop in power we dedicate to lighting is one that is just tough for folks to internalize. As you said, used to, you could have ~10 lights in your house that would add to upwards of 1kw. Nowadays, you can have 50 lights and barely hit 500w. Just mind blowing how far we dropped energy on those.

Same goes for televisions. Your modern TV is probably closer to the basic light bulbs before LEDs.

I'm assuming the general trend is true for all things solid state. That said, lighting is by far the biggest drop for most houses. Remarkably so.

GuB-42 2026-03-04 23:28 UTC link
Did you try charging an e-bike with your contraption?

I don't know what you can take of this, maybe you can see it as advance pedaling, or to get a feel for energy conversion losses. Anyways, it is the kind of harmlessly stupid idea that I would want to try just because I could.

frankus 2026-03-04 23:49 UTC link
The electric shower also seemed pretty optimistic. I live in an area with about 50°F/10°C ground temperature and my 14.4 kW water heater can just keep a relatively efficient shower head flowing at a comfortable temperature.
frankus 2026-03-04 23:50 UTC link
The number I guesstimated for my e-scooter is about 500 miles per dollar of electricity.
adiabatichottub 2026-03-05 00:03 UTC link
Right, a lot of discussion about the energy economy of transportation would probably be better framed using units of people-miles or cargo-miles, per unit energy.
SebRollen 2026-03-05 01:15 UTC link
About 1,200 kWh per transaction, currently[0]. I wrote about this back in 2022, when it was about 2,200 kWh per transaction[1].

Edit: made a chart with this data, but adding in a bitcoin transaction[2]

[0]: https://digiconomist.net/bitcoin-energy-consumption

[1]: https://rollen.io/blog/crypto-climate/

[2]: https://imgur.com/a/ggAGylW

michaelt 2026-03-05 01:30 UTC link
> Why does their air con take 1kW to run?

The author is in the UK, so they probably looked at a product like [1] which is "ideal for rooms 16-26m²" and has cooling power consumption of 1005W.

Residential air conditioning in the UK often involves small, noisy units that are only used for a few weeks at the height of summer. They'll have a thermostat built in, sure, but the user will eagerly turn them off when the room's cool just to get some quiet.

[1] https://www.argos.co.uk/product/7623899

j16sdiz 2026-03-05 01:41 UTC link
But that's not an apple-to-apple comparison.

Like, if you "save energy" by not driving a petrol car, you can't "use the same energy" on electric car, or lighting.. not even prower a generator.

They are not interchangeable.. But this chart encourage us to think them as the same.

appreciatorBus 2026-03-05 01:54 UTC link
Yup. In my experience, average non-nerd folk very very little feel for this stuff. I suspect some believe energy consumption of phone vs car is basically a toss up.
ropable 2026-03-05 02:35 UTC link
It gets across just how ridiculously energy-dense liquid petroleum fuels are.
Garlef 2026-03-05 05:00 UTC link
I guess that's much harder: Those who measure correctly are likely also interested in saving.
zahlman 2026-03-05 08:36 UTC link
What if you want to turn it off to have darkness?
Editorial Channel
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Article 27 Cultural Participation
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Tool directly supports right to participate in cultural and scientific life by democratizing access to energy science and enabling informed participation in environmental governance. Transparent methodology connects tool to scientific community and enables users to engage with empirical energy data.

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Article 19 Freedom of Expression
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Content explicitly supports freedom to seek and impart information. Detailed methodology, sources, and disclaimers demonstrate commitment to truthful, verified information sharing. Transparency about assumptions and limitations enables informed critical evaluation.

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Article 29 Duties to Community
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Tool directly addresses responsibility to community by enabling informed participation in energy sustainability decisions. Transparent disclosure of energy use differences supports understanding personal and collective impact on shared environment. Methodology emphasizes variability and uncertainty, promoting balanced judgment.

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Article 26 Education
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Tool explicitly supports education rights by providing accessible, structured learning about energy consumption. Free access, plain-language interface, and methodological transparency enable self-directed learning without educational prerequisites.

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Article 25 Standard of Living
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Tool supports informed decision-making about health and welfare through energy consumption understanding. Ability to compare heating, cooling, and appliance energy use supports household health and environmental well-being decisions.

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Tool enables individual agency in understanding personal energy consumption choices. Charts and customizable parameters support self-directed learning.

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Article 27 Article 29
Tool explicitly aims to democratize understanding of energy consumption and inform personal/societal decision-making. Educational mission supports informed participation in energy policy discourse.
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Design prioritizes accessibility: search functionality, category organization, responsive layout across devices, touch-friendly mobile interface. Multiple learning modes (interactive exploration, tabbed information sections) support diverse learning styles. DCP confirms accessibility features supporting learning.

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Accessible design (high contrast, keyboard navigation, mobile optimization per DCP) removes barriers to understanding health-relevant energy decisions. Responsive interface ensures usability for users with varying physical accessibility needs.

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SETL
-0.14

Multi-country data (10 countries, multiple energy sources) supports comparative governance engagement. Ability to examine energy systems across jurisdictions enables users to evaluate policy effectiveness.

+0.35
Preamble Preamble
Medium Advocacy Framing
Structural
+0.35
Context Modifier
0.00
SETL
+0.14

Tool design democratizes access to energy consumption data without paywalls or registration. Responsive, accessible interface structure supports universal participation in understanding energy systems.

+0.35
Article 1 Freedom, Equality, Brotherhood
Medium Framing
Structural
+0.35
Context Modifier
0.00
SETL
-0.13

Free, unrestricted access without registration or authentication barriers. Mobile-responsive design ensures equal usability across devices. Search and filter functions support navigation regardless of user expertise.

+0.35
Article 21 Political Participation
Medium Framing
Structural
+0.35
Context Modifier
0.00
SETL
-0.13

Transparent, accessible tool structure removes technical barriers to participation in energy literacy—a foundation for democratic engagement on energy policy.

+0.30
Article 12 Privacy
Medium Framing
Structural
+0.30
Context Modifier
0.00
SETL
-0.12

No tracking, cookies, or personal data collection observable. No analytics or advertising infrastructure visible. Data remains local to user's browser session.

+0.25
Article 3 Life, Liberty, Security
Low Framing
Structural
+0.25
Context Modifier
0.00
SETL
-0.11

Interactive checkboxes, input fields for custom usage hours, and view controls (Energy vs. Cost tabs) empower users to direct their own investigation.

+0.20
Article 30 No Destruction of Rights
Low Framing
Structural
+0.20
Context Modifier
0.00
SETL
+0.11

No access restrictions, authentication requirements, or content gatekeeping prevent any group from using tool. Design inclusive across devices and accessibility needs.

ND
Article 2 Non-Discrimination

No structural indicators of discrimination or preference based on protected characteristics.

ND
Article 4 No Slavery

No structural indicators related to forced labor or servitude.

ND
Article 5 No Torture

No structural indicators related to harmful practices.

ND
Article 6 Legal Personhood

No structural indicators related to life and security.

ND
Article 7 Equality Before Law

No structural indicators of unequal legal protection.

ND
Article 8 Right to Remedy

No structural indicators related to legal recourse.

ND
Article 9 No Arbitrary Detention

No structural indicators related to detention or arrest.

ND
Article 10 Fair Hearing

No structural indicators related to judicial proceedings.

ND
Article 11 Presumption of Innocence

No structural indicators related to criminal proceedings.

ND
Article 13 Freedom of Movement
Low Practice

Free access without geographic restrictions or authentication barriers supports movement freedom implicitly.

ND
Article 14 Asylum

No structural indicators related to asylum.

ND
Article 15 Nationality

No structural indicators of nationality-based discrimination.

ND
Article 16 Marriage & Family

No structural indicators related to family rights.

ND
Article 17 Property

No structural indicators related to property rights.

ND
Article 18 Freedom of Thought

No structural indicators of constraint on conscience.

ND
Article 23 Work & Equal Pay

No structural indicators related to labor practices.

ND
Article 24 Rest & Leisure

No structural indicators related to rest rights.

Psychological Safety
experimental
How safe this content is to read — independent from rights stance. Scores are ordinal (rank-order only). Learn more
PSQ
+0.4
Per-model PSQ
L4P +0.3 L3P +0.5
Supplementary Signals
How this content communicates, beyond directional lean. Learn more
Epistemic Quality
How well-sourced and evidence-based is this content?
0.82 low claims
Sources
0.8
Evidence
0.8
Uncertainty
0.8
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
0.4
Transparency
Does the content identify its author and disclose interests?
0.75
✓ Author
More signals: context, framing & audience
Solution Orientation
Does this content offer solutions or only describe problems?
0.65 mixed
Reader Agency
0.8
Stakeholder Voice
Whose perspectives are represented in this content?
0.55 2 perspectives
Speaks: institutionindividuals
About: governmentcorporation
Temporal Framing
Is this content looking backward, at the present, or forward?
present immediate
Geographic Scope
What geographic area does this content cover?
global
United Kingdom, United States, Germany, France, Sweden, Spain, Norway, Netherlands, Türkiye
Complexity
How accessible is this content to a general audience?
accessible low jargon general
Longitudinal 314 HN snapshots · 48 evals
+1 0 −1 HN
Audit Trail 68 entries
2026-03-16 04:44 ap_publish AP publish failed: 401 - -
2026-03-16 04:41 ap_publish AP publish failed: 401 - -
2026-03-16 04:39 ap_publish AP publish failed: 401 - -
2026-03-16 04:36 ap_publish AP publish failed: 401 - -
2026-03-16 04:32 ap_publish AP publish failed: 401 - -
2026-03-16 04:29 ap_publish AP publish failed: 401 - -
2026-03-16 04:26 ap_publish AP publish failed: 401 - -
2026-03-16 04:26 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-16 04:26 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-16 04:25 model_divergence Cross-model spread 0.70 exceeds threshold (2 models) - -
2026-03-16 04:25 eval_success Lite evaluated: Mild negative (-0.18) - -
2026-03-16 04:25 eval Evaluated by llama-4-scout-wai: -0.18 (Mild negative) -0.08
reasoning
The content is a technical webpage focused on energy consumption comparisons, with no explicit discussion of human right
2026-03-16 04:25 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-03-16 04:24 ap_publish AP publish failed: 401 - -
2026-03-16 04:21 ap_publish AP publish failed: 401 - -
2026-03-16 04:19 ap_publish AP publish failed: 401 - -
2026-03-16 04:17 ap_publish AP publish failed: 401 - -
2026-03-16 04:14 ap_publish AP publish failed: 401 - -
2026-03-16 04:11 ap_publish AP publish failed: 401 - -
2026-03-16 04:09 ap_publish AP publish failed: 401 - -
2026-03-16 04:06 ap_publish AP publish failed: 401 - -
2026-03-16 04:04 ap_publish AP publish failed: 401 - -
2026-03-16 01:57 eval Evaluated by claude-haiku-4-5-20251001: +0.52 (Moderate positive) 19,085 tokens -0.03
2026-03-16 01:55 eval Evaluated by claude-haiku-4-5-20251001: +0.55 (Moderate positive) 19,089 tokens
2026-03-07 18:33 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) -0.14
2026-03-07 17:46 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 17:41 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 17:28 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) +0.14
2026-03-06 18:02 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-06 18:02 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-06 05:00 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-06 04:50 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-06 04:10 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-05 18:39 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-05 18:34 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-05 14:47 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-05 07:48 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-05 06:47 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-05 04:42 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-05 04:28 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-05 04:24 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive)
2026-03-05 04:10 eval Evaluated by llama-4-scout-wai: -0.10 (Mild negative) -0.02
reasoning
The content is a technical webpage focused on energy consumption comparisons, with no explicit discussion of human right
2026-03-05 03:54 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Energy comparison tool, neutral stance
2026-03-05 03:34 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The content is a technical webpage focused on energy consumption comparisons, with no explicit discussion of human right
2026-03-05 03:27 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) +0.16
reasoning
The content is a technical webpage focused on energy consumption comparisons, with no explicit discussion of human right
2026-03-05 03:10 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Energy comparison tool, neutral stance
2026-03-05 02:47 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) -0.14
reasoning
The content is a technical webpage focused on energy consumption comparisons, with no explicit discussion of human right
2026-03-05 02:29 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Energy comparison tool, neutral stance
2026-03-05 02:24 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Energy comparison tool, neutral stance
2026-03-05 02:07 eval Evaluated by llama-4-scout-wai: -0.10 (Mild negative) -0.02
reasoning
The content is a technical webpage focused on energy consumption comparisons, with no explicit discussion of human right
2026-03-05 02:02 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) +0.02
reasoning
The content is a technical webpage focused on energy consumption comparisons, with no explicit discussion of human right
2026-03-05 01:52 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Energy comparison tool, neutral stance
2026-03-05 01:19 eval Evaluated by llama-4-scout-wai: -0.10 (Mild negative) -0.02
reasoning
The content is a technical webpage focused on energy consumption comparisons, with no explicit discussion of human right
2026-03-05 01:12 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Energy comparison tool, neutral stance
2026-03-05 00:41 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) +0.16
reasoning
The content is a technical webpage focused on energy consumption comparisons, with no explicit discussion of human right
2026-03-05 00:36 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Energy comparison tool, neutral stance
2026-03-05 00:31 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Energy comparison tool, neutral stance
2026-03-05 00:02 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) -0.16
reasoning
The content is a technical webpage focused on energy consumption comparisons, with no explicit discussion of human right
2026-03-04 23:51 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Energy comparison tool, neutral stance
2026-03-04 23:24 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The content is a technical webpage focused on energy consumption comparisons, with no explicit discussion of human right
2026-03-04 23:17 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Energy comparison tool, neutral stance
2026-03-04 22:44 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The content is a technical webpage focused on energy consumption comparisons, with no explicit discussion of human right
2026-03-04 22:35 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Energy comparison tool, neutral stance
2026-03-04 22:04 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The content is a technical webpage focused on energy consumption comparisons, with no explicit discussion of human right
2026-03-04 22:00 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Energy comparison tool, neutral stance
2026-03-04 21:30 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
The content is a technical webpage focused on energy consumption comparisons, with no explicit discussion of human right
2026-03-04 21:25 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral)
reasoning
The content is a technical webpage focused on energy consumption comparisons, with no explicit discussion of human right
2026-03-04 21:24 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Energy comparison tool, neutral stance