Methodology

How we score

A score you cannot interrogate is just an opinion with a decimal point.

Every product on this site carries two scores. This page explains how both are produced, what each criterion reads, what counts as evidence and what does not — and where the method reaches its limits.

Report a score you disagree with We would rather hear it than not.
488 products currently carrying a usability score
3 categories, each scored on its own
8 criteria in each, scored against fixed tables
0 products we have tested ourselves. We say so below.
01

Two scores, kept separate

One number forces two different questions into the same answer: is this product any good, and what do people who own it say. Those can disagree — and when they disagree, that is usually the most useful thing on the page.

5.2
The usability score
Our assessment, against eight fixed tables
Ring: the median of 488 products, every category

Reads specifications, certifications and documentation.

It does not read reviews.
6.0
The social score
What five independent pools say
Ring: the median of 488 products, every category

Aggregates what independent sources say, across the five places people already look.

It does not read specifications.

A product can carry one and not the other. That is three honest statements rather than one invented one.

02

Eight criteria, chosen per category

What stays constant is the structure. What the eight criteria are depends entirely on what is being compared — flow rate matters for a water filter and means nothing for a mattress.

Worked example
Water Filtration — the first category on this site. Everything from here to the end of this section describes its eight criteria and nothing else. Every category after it gets its own eight, its own anchor tables and its own weighting, written up here the same way; none of it carries over.
Criterion What it reads Weight
Contaminant Reduction The count of distinct contaminant classes the brand documents, plus certification as evidence of published performance. Never a count of filter media.
Heaviest
Certification Coverage The share of the product's published claims that a listed certification actually covers. Never a count of standards held.
Heavy
Flow Rate The published GPM figure, against household demand.
Above standard
Filter Life The shortest routine service interval — what the owner actually has to do, and how often.
Weighted down — see below
Build Quality Housing and tank material, valve and fittings, construction quality.
Standard
Warranty & Support Published duration of the manufacturer's promise. Conditions go in the text, not the number.
Standard
Ease of Installation Connection type, bypass and unions, whether a plumber is needed, quality of documentation.
Weighted down — see below
Value — computed, not assigned Deviation from the price its specification predicts, against genuine peers. Never an absolute price.
Above standard

Relative weight only. The exact weights are part of the calculation and are not published — see What we publish, and what we don't.

Why certification carries so much

Equal weighting produced a result we thought was wrong. A certified system that removes PFAS ranked below a cheaper uncertified one, because filter life and warranty together outweighed contaminant performance and certification two to one. Certification was worth an eighth of the score. It is now worth about a fifth.

Why two criteria are weighted down

Ease of Installation puts more than half the category into two adjacent values. Filter Life is scored from a published interval band, which puts most reverse osmosis products on the same value. A criterion that returns nearly the same answer for every product is not measuring anything, and pretending otherwise by weighting it heavily would be worse than admitting it.

Second category
Red Light Therapy — panels, masks, hair caps, handhelds and wraps. Its own eight criteria, its own anchor tables and its own weighting; nothing above carries over.
Criterion What it reads Weight
Light Output Delivered light from a spectrometer reading only, brand-published with its method or measured independently. A brand's own irradiance claim is shown beside it and never scored.
Heaviest
Verification Whether a third party has confirmed the device is what it is sold as, in a database anyone can search: an FDA 510(k) clearance traced to the exact model, a safety listing on the finished product, or a published test report. FDA registration alone never counts.
Above standard
Wavelength Spec Whether the wavelengths are published, and whether they sit in the red and near-infrared bands the category is built on. A published range with no peak scores below a stated peak.
Standard
Coverage How much the device lights at once, within its own type: emitting area for a panel, face and neck for a mask, diode count for a hair cap.
Above standard
Build Quality Housing materials, cooling, and published flicker and EMF figures with the distance they were measured at.
Standard
Warranty & Support Published duration of the manufacturer's promise. Conditions and trial windows go in the text, not the number.
Standard
Ease of Use Getting a session done: session length, cordless and hands-free use, battery, stands and mounts, controls and timer.
Standard
Value — computed, not assigned Deviation from the price its specification predicts, against genuine peers in the same device type. Never an absolute price.
Above standard
Why a claimed output is never scored

Brand output figures are often taken with solar meters, which misread red and near-infrared light, or at a single hotspot rather than across the treatment area. So Light Output reads a spectrometer figure or nothing, and a blank there means no such figure exists.

Cleared is not approved

None of the devices we score holds FDA approval. A 510(k) clearance means FDA accepted it as substantially equivalent to a device already on the market; registration or listing involves no premarket review at all. We record the clearance number and check it in FDA's own database. We never repeat the use it was cleared for.

Third category
Portable Power Stations — portable stations and home backup systems. Its own eight criteria, its own anchor tables, read on the scale of each size, and its own weighting; nothing above carries over.
Criterion What it reads Weight
Capacity The maker's rated watt-hours, read on the scale of the station's size: compact, large or home backup. A tester's measured usable figure is shown beside it and never scored.
Heaviest
Power Output Continuous AC watts. On a home backup system, whether one unit supplies 120/240 V split-phase. Surge goes in the text, not the number.
Above standard
Recharging Time to full from a wall outlet and the most solar input the maker states.
Standard
Battery Life Cell chemistry and rated cycles, read with the remaining capacity they are rated to. More cycles to a lower end point is not more life.
Standard
Backup Readiness Whether it can stand in for the grid: a stated switchover time, the maker's own expansion batteries, and a transfer switch or home panel the maker sells for it.
Standard
Verification A safety listing on the finished product, found by model in a certifier's own directory: UL 2743 for a portable station, UL 9540 for a home system. A maker's "meets UL 2743" with no listing, FCC and UN 38.3 never count.
Above standard
Warranty & Support Published duration of the manufacturer's promise; where its pages state two terms, the shorter. Registration conditions go in the text, not the number.
Standard
Value — computed, not assigned Deviation from the price its specification predicts, against genuine peers of the same size. Left blank where price does not follow the specification. Never an absolute price.
Above standard
Why the rated capacity is scored

Testers who buy their own units draw roughly three-quarters to nine-tenths of the rating through the AC outlets; the gap is inverter loss, and it has been measured on too few stations to score fairly. So Capacity reads the rating, and where a tester measured the unit, the figure is in its review.

A listing has to be found

Most makers name a safety standard without a certificate. We search the certifiers' own directories by model and record only what is listed there. A station with no listing found is recorded as unverified, not as unsafe.

Fourth category
Off-Grid Solar and RV Power — solar panels, LiFePO4 batteries, charge controllers, inverters and DC-DC chargers for RVs, vans, boats and cabins. Its own eight criteria, each read on the scale of its own kind of product, and its own weighting; nothing above carries over.
Criterion What it reads Weight
Capacity Size on its own kind's scale: rated watts for a panel, watt-hours for a battery, amps for a charge controller, continuous watts for an inverter. A 100 Ah battery and a 3,000 W inverter are never on one scale.
Above standard
Efficiency A panel's module efficiency, worked out from its rated watts and its own dimensions, never the cell figure it advertises. A battery's watt-hours per pound. A controller's or inverter's peak efficiency, and an inverter's draw at idle.
Standard
Operating Range The conditions it keeps working in: a panel's loss in heat, a battery's continuous current for its size, a controller's highest solar voltage, an inverter's surge, a DC-DC charger's handling of modern alternators.
Standard
Lifespan A panel's power-output warranty and a battery's rated cycles, read with the depth and the remaining capacity they are rated to. Not scored on controllers, inverters or chargers: no maker publishes a life figure for them. Flexible panels are capped lower.
Standard
Features Points for what it does beyond the core job, read from the spec sheet: self-heating and Bluetooth on a battery, a transfer switch on an inverter, a solar input on a DC-DC charger.
Standard
Verification A listing of the finished product found by model in a certifier's own directory: UL 1973 for a battery, UL 61730 for a panel, UL 458 or UL 1741 for the electronics. A recognized component counts for less. A maker's claim, a listing for the cells alone, FCC and UN 38.3 never count. On LiFePO4 Batteries, where one result holds for most of the products, it carries the standard weight.
Above standard
Warranty & Support Published duration of the manufacturer's promise, a step lower where it is prorated; where its pages state two terms, the shorter. A panel's output warranty is read under Lifespan.
Standard
Value — computed, not assigned Deviation from the price its specification predicts, against products of the same kind. Left blank where price does not follow the specification.
Above standard
Why a panel's efficiency is worked out

Small panels advertise the efficiency of their cells, often 24 or 25 percent. The whole panel, frame and gaps included, converts nearer 20 to 23. Every panel publishes its watts and its size, so we divide one by the other and score that, which no way of advertising can inflate. Folding panels are scored on their own scale, because hinges and fabric count in their area.

A listing has to be found

Battery and panel pages often say "UL certified" or name a standard their cells meet. We search the certifiers' own directories by model and score only a listing of the finished product. A product with no listing found is recorded as unverified, not as unsafe.

Fifth category
Electric Rideables — electric bikes and electric scooters. Its own eight criteria, each read on the scale of its own type: a folding bike against folding bikes, a performance scooter against performance scooters. Its own weighting; nothing above carries over.
Criterion What it reads Weight
Battery The battery's stored energy in watt-hours (volts times amp-hours) in the configuration sold at the entry price, read on the scale of its type. Claimed range is not scored: makers measure it on no common basis.
Above standard
Motor On an electric bike, the motor's torque in newton-metres where the maker publishes it, otherwise its rated watts on a scale capped below the top, because rated watts is a legal class and not a measured force. On a scooter, the rated watts of every motor together. Peak watts are never scored.
Standard
Ride Hardware Points for brakes, suspension and tires, read from the spec sheet: hydraulic over mechanical discs, larger rotors, travel, a torque sensor, puncture-resistant tires, traction control.
Above standard
Weight Weight with the battery, lighter scoring higher, on the scale of its type. It runs against battery and motor by design: a bigger pack costs pounds. On Electric Scooters it carries the above standard weight.
Standard
Features Points for what it does beyond moving: a removable battery, lights and turn signals, a display, an app lock or GPS, a one-step fold, a stated water rating.
Standard
Verification A listing of the whole electrical system found by model in a certifier's own directory: UL 2849 for an electric bike, UL 2272 for a scooter. A listing for the battery or cells alone, a test report, an EU certificate for an EU model and a listed drive system that does not name the bike count for less. An open safety recall or warning on the model caps it at the bottom.
Above standard
Warranty & Support The warranty on the battery and the motor, the shorter of the two, a step lower where the battery's is prorated. A frame warranty is not scored: the battery is the part that fails.
Weighted down
Value — computed, not assigned Deviation from the price its specification predicts, against products of the same type. Left blank where price does not follow the specification.
Above standard
Why claimed range is not scored

Makers test range on different riders, speeds and assist levels, and few say which. One runs until speed drops by 40 percent, another averages its fleet. So Battery reads the watt-hours, which every maker states the same way, and the range claim is shown beside it with whatever basis the maker gives.

A listing has to be found

Many bikes and scooters say "UL certified" or name the cells' standard. We search the certifiers' own directories by model and score only a listing of the whole electrical system. A product with no listing found is recorded as unverified, not as unsafe.

End of the worked examples. Everything after this point is the method itself and holds whatever is being compared.

03

What we publish, and what we don't

There are two different things you could want from a page like this, and only one of them is yours.

The scale is published

You need it to read a score. Without it, a 7 is a number with no meaning.

What each criterion measures Which inputs it reads — and which it deliberately ignores Where the top and bottom of each scale sit What counts as evidence, and what gets thrown out Where the method reaches its limits
The calculation is not

That is the work. It took months to build, correct and re-correct. It is the product.

The exact cut points in each table The weight each criterion carries The models behind the computed criteria The internal procedures that produce and audit a score

Everything you need to judge whether a score is defensible is on this page. Everything you would need to clone the scoring engine is not. If a score does not square with what is described here, that is a discrepancy worth reporting.

04

What the scores actually look like

Everything above describes how a usability score is produced. This is what came out, across the 488 products currently carrying one, one category at a time: each is scored against its own tables, so its scores are read against each other and never across.

Category
Portable Power Stations — 12 products carrying a usability score.
Median6.10
Middle half — the darker bars5.83 – 6.67
Highest in Portable Power Stations7.95
Scoring 9 or above0

The SVT Score, across the 12 products carrying both halves: a median of 6.67, a middle half between 6.40 and 6.81 and a best of 7.48, before it is placed on the category's range.

Category
Red Light Therapy — 175 products carrying a usability score.
Median5.18
Middle half — the darker bars4.71 – 5.88
Highest in Red Light Therapy7.24
Scoring 9 or above0

The SVT Score, across the 175 products carrying both halves: a median of 5.66, a middle half between 5.27 and 6.04 and a best of 7.00, before it is placed on the category's range.

Category
Water Filtration — 301 products carrying a usability score.
Median5.29
Middle half — the darker bars4.81 – 6.05
Highest in Water Filtration8.10
Scoring 9 or above0

Certification is most of the reason the middle sits where it does: most water systems hold no performance certification at all, and that criterion carries the second-heaviest weight. It is also why the chart has two humps with a dip between them: a product either has no listing and sits at the bottom of that scale, or has one and sits at least halfway up. Scored without that one criterion, the category makes a single smooth curve.

The SVT Score, across the 301 products carrying both halves: a median of 5.70, a middle half between 5.31 and 6.12 and a best of 7.56, before it is placed on the category's range.

End of the category blocks. What follows holds for every category.

Why nothing is near 10

10 is the best product it is possible to buy, not the best on this site. Each category's anchor tables are written against the market, not against the catalogue: a 10 on a criterion is the most that criterion's table describes anywhere, and very few products reach it on even one criterion, let alone all eight at once.

The alternative is to anchor the top of each scale to whatever the best product in the catalogue happens to do, which makes every score a rank in disguise and moves them all whenever anything is added. It also guarantees a 10 exists, which is the flattery this whole page is written against.

So a 5 is the typical case, by construction, and reads low only against a school report. Where one criterion shapes a category's chart, that category's block above says so.

The SVT Score, and how it is placed

The large ring on every product is the SVT Score: the plain average of the usability and social scores, weighted equally. The two halves sit beside it as bars, and each keeps its own ring and figure further down the product page.

Averaging eight criteria, then averaging that with what owners say, pulls every product toward the middle. Left as it comes, nearly everything would print as a 5 or a 6 and the gap between the best and the merely good would read as a few tenths. So each category's SVT Score is placed on that category's own range: when a category is closed, its lowest, middle and highest averages are fixed as reference points and printed as 2.5, 5.5 and 9.0, with straight lines between them. A product added later goes through the same fixed points, so adding one never moves another's score.

Placing changes no order. Rankings, ties, "too close to call" and every comparison are decided on the average before it is placed, and a product ahead before is ahead after. It does not make categories comparable: a 9 in one category and a 9 in another each mean the best we have scored there.

CategoryLowestMiddleHighest
Water Filtration4.28 → 2.55.70 → 5.57.56 → 9.0
Red Light Therapy3.88 → 2.55.66 → 5.57.00 → 9.0
Off-Grid Solar and RV Power3.50 → 2.55.34 → 5.56.82 → 9.0
Portable Power Stations4.83 → 2.56.40 → 5.57.62 → 9.0

The badge itself is a position rather than a verdict — Top, Upper, Mid, Lower — and it is cut inside a product's own category rather than across the whole site, because scores in two categories were earned against different tables. It used to be a fixed cut applied across everything, with the bottom band labelled as a judgement. That was replaced on 10 September 2026, and no stored score changed when it was.

Every figure in this section is read from the live catalogue when the page is built, not written into it.

05

The social score

Unlike the criteria above, this half does not change by category. The five places people look before buying something are the same whether it is a water filter or a mattress.

Reddit on 503 of 503
5.0
Web coverage on 503 of 503
6.0
YouTube on 455 of 503
6.0
Amazon on 430 of 503
7.0
Retailer on 371 of 503
6.0

Each bar is that pool's median across the 503 products carrying a social score, every category, counted only where the pool is populated. Every product shows all five slots. An empty pool stays visible, with the reason underneath it where we know it — because an omitted row and a row nobody checked look identical to a reader. Two populated pools is the minimum for an overall: one pool is an anecdote wearing an average.

The cascade

For each pool we work down three levels and stop at the first that yields real signal.

Level 1 · strongest Product Coverage naming this exact model.
Level 2 Product line The brand's family sharing a chassis and media.
Level 3 · scored down Brand Sentiment about the company and its products generally.

Every summary opens by declaring which level it reached. Falling back is normal, not a concession — but a pool describing different hardware is weaker evidence, so brand-level findings are scored down. A pool is blank only when nothing exists at any level anywhere, and that has to be earned by searching.

06

What does not count as an independent source

This is the section that excludes the most, and it is where most of the work goes. Each of these is a tell we check for by hand, on every pool.

01 A manufacturer's own review widget is marketing However precise the number looks, and whichever third-party platform serves it. What matters is who controls collection.
02 Syndicated retailer reviews are the same widget in a retailer's badge “Customer review from {Brand}” on a big-box listing is the manufacturer's file republished — often across the retailer's whole catalogue for that brand.
03 A mixed pool's star average is not usable One product reads 4.6 stars alongside a 60% recommend rate. Those do not describe the same population — and the gap is the finding.
04 A brand-store aggregate is not a product rating One figure across everything a brand sells, usually dominated by refills, replacement parts and accessories. Legitimate brand-level evidence, scored down for scope. Never presented as a product figure.
05 A seller rating is not a product rating “Sold and shipped by {Brand}, 4.5 from 145 seller reviews” sits where a product average would. It measures despatch.
06 A five-star-only count is not a rating “3,428 five-star reviews” is a numerator with the denominator withheld.
07 Identical star-and-count pairs mean one review file Two products with genuinely independent populations do not land on the same count. Across two unrelated retailers, the tell is stronger still.
08 A replacement part's rating is evidence about the part Real evidence about what owners live with, sometimes the largest pool available — but not about the product it fits.
09 Identical text across unrelated communities is excluded as a class The tell is verbatim sentence repetition where there is no shared membership. Any unusually fluent recommendation gets one sentence searched first.
10 A reviewer excluded once is excluded everywhere Re-deciding brand by brand means the question gets re-asked whenever a pool looks thin — which is exactly when the answer is least trustworthy.
11 A competitor's review of a brand is not neutral Several comparison pieces in circulation are marketing by rivals — including at least one written by a company whose own products appear on this site.
12 Read the distribution, not the average One profile reads 4.0 from 54 reviews — which resolves to 50% five-star against 39% one-star. That is two populations, not one average.
07

What this method cannot do

Publishing a method means publishing its limits.

Scores are judgement applied consistently, not measurement We do not test products. Nobody scoring a catalogue this size does. What the anchors buy is consistency — two products scored months apart are comparable because both were scored against the same fixed table.
A criterion scored from a band cannot separate close values
Water Filtration
Water filtration's Filter Life reads a published interval band, so it cannot separate a brand publishing 6 months from one publishing 12. That is why it carries a low weight — the honest response to a criterion that discriminates poorly is to weight it down, not to pretend it discriminates.
Total cost of ownership is not scored
Water Filtration
A $40-a-year cartridge in front of a ten-year tank is a better proposition than three changes a year, and the filter life criterion cannot see the difference. Where it matters, it is in the review text.
Warranty conditions are not scored
Water Filtration
Every lifetime warranty in this category carries some. Reading them into a number requires a legal judgement per product that we are not qualified to make.
Nothing here is advice about your water
Water Filtration
The right system depends on a test of your own supply, on your plumbing, and sometimes on local code. A score is a comparison between products, not a recommendation for your house.
Most devices have no independent output reading
Red Light Therapy
Where nobody has measured a device with a spectrometer, Light Output is left blank rather than estimated, and the score is built from the other seven criteria.
Nothing here is health advice
Red Light Therapy
We score what a device is and what can be checked about it. We do not score whether it works for any condition, and no page on this site says that it does.
Runtime is not scored
Portable Power Stations
A rated capacity says how much energy is stored, not how long a given appliance will run. The load, inverter loss and temperature all change it, and we do not estimate runtimes.
Nothing here is advice about wiring a home
Portable Power Stations
Connecting a station to house circuits takes a listed transfer switch or panel, and usually an electrician and a permit. A score compares products; it does not say how to install one.
08

Who makes this, and how the pages are made

Stuff VS Things is researched and edited by Michael Ambrose and published by Unbroken Ads LLC. About Michael

Every product record is researched from the manufacturer's own documents and from independent sources: specifications, certifications, warranty terms and what owners report. A certification a product claims is checked against the certifier's own database where one can be searched. AI tools help with the research and the drafting; every record is reviewed before it is published.

The comparison pages, the ranking pages and the answers are assembled by software from those same records, and each page type was reviewed before any went live. Nothing on them is typed in to fill a gap: a page the data cannot support is held back rather than published, and every page built from a record is rebuilt when that record changes.

09 · Corrections

A method with no recorded failures has not been examined

Several of the examples on this page are our own errors, caught and fixed. That is deliberate.

When an anchor table changes, every score taken against the old one is invalid and gets recomputed. We do not silently edit a table and leave old scores standing under it.

Found something wrong?

A specification, a certification claim, a score you think the method does not support. Corrections are made on the evidence, regardless of who is asking.

contact@stuffvsthings.com Position is not for sale. See our affiliate disclosure for the commercial side.
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