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Methodology

The Purifier Transparency Score

Most purifier ratings tell you whether a machine is good. This one tells you what it will be like to own — how much of it the brand is willing to document, what it costs to feed, and whether anyone will come out when it breaks.

A purifier review usually answers one question: does it clean the air or the water well? That question matters, and we answer it separately with an editorial score. But it is not the question that determines whether someone regrets their purchase eighteen months later.

What determines that is mundane: whether replacement filters are obtainable in their city, what those filters cost every year, how loud the thing is at the fan speed that actually works, and whether the brand published enough about the product for any of this to be predictable before buying. Almost nobody scores that. So we built a framework that does.

The design constraint we set ourselves was that every axis must be computable from a figure we can point at. There is no panel, no vibes, and — deliberately — no per-product override field anywhere in the code. The moment a score can be nudged towards a product we earn commission on, it stops being worth citing, and being worth citing is the entire point of publishing a methodology.

The axes and their weights

Water purifiers are scored on these seven axes:

Transparency Score axis weights — water purifiers
AxisWeightWhat it rewards
Documentation15%Rewards brands that publish their specifications instead of marketing adjectives.
Running cost20%Annual consumables and routine service. The recurring bill, not the sticker.
5-year cost of ownership20%Purchase price plus five years of running cost — where cheap purifiers stop being cheap.
Warranty & free service12%Warranty months plus any free-service term, which in India is often the larger half.
Service & parts reach15%How likely you are to get a filter and an engineer where you live. Proxied from brand network.
Energy efficiency8%Air: clean-air delivered per watt. Water: power draw, where lower is simply better.
Water recovery10%Share of feed water that reaches your glass. Almost no brand publishes it — which is the finding.
Transparency Score axis weights — water purifiers

Air purifiers share five axes and swap water recovery for noise:

Transparency Score axis weights — air purifiers
AxisWeightWhat it rewards
Documentation15%Rewards brands that publish their specifications instead of marketing adjectives.
Running cost20%Annual consumables and routine service. The recurring bill, not the sticker.
5-year cost of ownership20%Purchase price plus five years of running cost — where cheap purifiers stop being cheap.
Warranty & free service12%Warranty months plus any free-service term, which in India is often the larger half.
Service & parts reach15%How likely you are to get a filter and an engineer where you live. Proxied from brand network.
Energy efficiency8%Air: clean-air delivered per watt. Water: power draw, where lower is simply better.
Noise10%Loudest published fan setting. Decides whether it can run in a bedroom at night.
Transparency Score axis weights — air purifiers

How a score is computed

  1. Normalise every product's specifications into typed fields, recording a null wherever the brand does not publish a figure.
  2. Measure each scoring axis from those fields — running cost, five-year cost, warranty and free-service term, service-network reach, energy efficiency, noise, water recovery and documentation completeness.
  3. Score Documentation and Service reach on an absolute 0-10 scale, because a meaningful absolute scale exists for both.
  4. Score the remaining axes relative to every other purifier of the same type in our database, using min-max normalisation.
  5. Exclude any axis the brand does not publish from the weighted mean, rather than scoring it zero, and record how many axes were available.
  6. Combine the available axes by published weight, and withhold a score entirely where less than half the available weight could be measured.

Important

Relative axes are min-max normalised, which means the cheapest purifier to run in the database scores 10 and the most expensive scores 0. A 0 does not mean “free” or “infinite” — it means the extreme of this set. Quote these figures as a ranking within our database, not as an absolute grade.

Why two axes are scored absolutely

Min-max normalisation has one cruel property: whichever product sits at the bottom of the cohort is forced to exactly zero, however respectable its actual figure. When we first ran the framework, a purifier that publishes eleven of its fifteen specifications scored 0 for Documentation purely because it published the fewest. Read on its own, that says the brand publishes nothing — which was false.

Documentation and Service reach both have a genuine absolute scale, so they now use it. Documentation is simply the share of tracked fields the brand publishes, multiplied by ten. Service reach maps the brand's network rating onto a fixed 0-10 ladder. The remaining axes stay relative because no absolute scale exists for them — there is no objective answer to whether ₹3,400 a year is a good running cost, only an answer relative to the alternatives.

What the score does not capture

Purification performance. A high Transparency Score does not mean a purifier works well, and a low one does not mean it works badly. Use our editorial review score for that, and read the two together.

Independent verification. Every published figure here comes from manufacturer literature. We have not measured CADR, noise or water recovery ourselves, and the score does not attempt to detect an overstated specification — only to reward publishing one at all.

Real-world service outcomes. Service reach is a proxy derived from brand network ratings, not from measured callout times in your pin code. It is labelled as a proxy everywhere it appears.

Anything about a product we do not track. The database covers the models we cover. A purifier absent from it is not scored badly; it is not scored.

Scores are recomputed every time the site builds, from the same database the Purifier Intelligence Database publishes. If a brand starts documenting a specification or a running cost is re-estimated, the score moves without anyone editing it. Last methodology review: 2026-08-08.

Current leaders

Water purifiers, top 10 by Transparency Score:

Highest Transparency Scores — water purifiers
ModelBrandScoreBand
KENT Prime TCKENT7.9Strong transparency
KENT Grand PlusKENT7.7Strong transparency
KENT Gold OptimaKENT7.6Strong transparency
KENT Pearl ROKENT7.4Strong transparency
Pureit Classic GravityPureit7.2Strong transparency
KENT Supreme Copper (Under-Sink)KENT6.9Strong transparency
Aquasure DelightAquasure6.8Strong transparency
KENT Supreme AlkalineKENT6.5Strong transparency
Livpure Glo Pro++Livpure6.3Fair transparency
Brita Marella Filter JugBrita6.3Fair transparency
Highest Transparency Scores — water purifiers

Air purifiers, top 10:

Highest Transparency Scores — air purifiers
ModelBrandScoreBand
Philips AC1215Philips8.9Exceptional transparency
Philips 2000i Series AC2939Philips7.5Strong transparency
Daikin MC55 StreamerDaikin6.8Strong transparency
Sharp FP-J40MSharp6.7Strong transparency
Havells Freshia AP-40Havells6.6Strong transparency
Xiaomi Smart Air Purifier 4Xiaomi6.3Fair transparency
Levoit Core 300SLevoit6.3Fair transparency
Eureka Forbes Aeroguard AP700Eureka Forbes6.3Fair transparency
Blue Star BS-AP300DAIBlue Star5.9Fair transparency
Coway Sleek Pro AP-1019CCoway5.2Fair transparency
Highest Transparency Scores — air purifiers

Frequently asked questions

How is the Transparency Score different from your review score?
The review score answers 'is this a good purifier'. The Transparency Score answers a different question: how knowable, how supportable and how expensive to live with is it. The two deliberately disagree. A Dyson purifies superbly and scores badly here because it costs ₹6,500 a year to feed and its five-year cost is the highest in the database. Collapsing the two into one number would just reproduce every other site's star rating.
Can a brand pay to improve its Transparency Score?
No, and the architecture is the reason rather than the promise. The score is computed by formula from the specification database at build time. There is no per-product override field in the code and no editorial thumb on the scale. The only way for a brand to score better is to publish more specifications, lower its running costs, extend its warranty or widen its service network — which is exactly the behaviour the framework is designed to reward.
Why is an unpublished spec excluded rather than scored zero?
Because it would punish the same silence two or three times over. Not publishing a figure already costs the product on the Documentation axis, which is precisely what that axis measures. Scoring the missing figure zero on its own axis as well would double-count. Instead the axis is dropped from the weighted mean and the page reports the product was scored on, say, six of seven axes.
What does a relative score actually mean?
That the figure is calibrated against the other purifiers we track, not against physics or an industry standard. A 10 for running cost means the cheapest to run in this database, not free. This is stated because it changes how the number should be quoted — as a ranking within a stated set, not as an absolute grade.
Why is service reach a proxy rather than a measurement?
Because measuring it properly would mean sampling filter availability and callout response across hundreds of pin codes, which we do not currently do. We use the brand's service-network rating instead and label it as a proxy wherever it appears. A proxy that is declared is useful; a proxy presented as a measurement is not.

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