kyaloon
KyaloonMethodology

How Kyaloon scores supplements.

A working document. Read it end to end if you want the full picture, or jump to a section. Every Kyaloon score follows what’s described here. If something on the site contradicts this page, the page is wrong, and we want to know.

Public. Auditable. Updated weekly.
v2 / Rubric architecture
01Principles

Three things we believe.

Every choice in this methodology resolves against three foundations. When we’re uncertain about how to score a product, we go back to these.

i.

A score is the conclusion of an argument.

Not a vibe, not a vote, not an aggregate of customer reviews. Every contributing criterion is cited. Every source is a clickable URL. The reasoning is published next to the number. If we can’t cite it, we don’t score it.

ii.

3.0 / 5 means the market norm. Nothing more.

A 3 says: this product does what its peers do. Above 3 is real differentiation. Below 3 is a real gap. Anchoring scores to actual market behaviour, not to aspirational lab standards no product hits, is what makes them comparable.

iii.

Brand reputation never enters the score.

Marketing budgets, celebrity endorsements, country-of-origin claims, “trusted by 10,000+” banners, doctor recommendations: none of it factors in. Brand profile is collected separately as context. The product gets graded on the chemistry, the dose, the form, the evidence. Nothing else.

Stop writing copy. Start crafting arguments. The score has to survive scrutiny, so we build it that way.

02The five pillars

What every score measures.

Five dimensions feed into every Kyaloon evaluation. They map to the questions a buyer should be asking but rarely is. Different supplement categories weight these differently (what matters for an omega-3 isn’t what matters for a magnesium), but the five pillars themselves don’t change.

Pillar · 1

Ingredient form

Magnesium glycinate or oxide. Whey isolate or concentrate. Triglyceride or ethyl-ester omega-3. KSM-66 or generic ashwagandha root. Form decides whether the molecule actually reaches the body.

Pillar · 2

Dose adequacy

Benchmarked against the product’s stated use case, not against a generic clinical RCT dose. A “daily maintenance” magnesium at 100mg is fine. A “therapeutic” magnesium at the same 100mg is underdosed.

Pillar · 3

Safety screen

A binary pass / fail layer. Heavy metals, dose toxicity, drug-interaction risk, banned substances. Failures don’t reduce the score. Failures hide the score until the brand fixes the gate.

Pillar · 4

Independent verification

Third-party lab results, certificates of analysis, accredited testing certifications. Captured as badges around the score, never folded into the score. Lack of testing is surfaced as context, not as a penalty.

Pillar · 5

Price per effective serving

The unit-economics layer. What you actually pay for a serving that delivers the dose. Same chemistry across brands often shows a 2x to 3x spread. Captured as metadata, surfaced as context.

A nuance worth flagging: only pillars 1 and 2 actually feed the score itself. Safety is a gate, not a multiplier. Verification is a badge. Price is metadata. We keep them apart on purpose. Bundling them together is what makes most rating systems gameable.

03Score architecture

The score, the gate, the badges, the brand.

Every product page on Kyaloon shows four kinds of information. Each one means something different. We never collapse them.

// architecture
SAFETY GATEbinary pass / fail. Failure hides the score.SCOREcategory criteria. The number out of 5.BADGESthird-party tested · quality verified · branded ingredient.BRANDprofile collected separately. Never affects score.

The score answers one question: how good is this product at being what it claims to be? Everything else surrounds the number as context. We never blend safety, testing, or brand reputation into the score itself, because doing so makes any of those layers either unfairly disqualifying, or quietly gameable.

If a product passes the safety gate but lacks third-party verification, you’ll see the score, no Quality Verified badge, and a clearly labelled data gap. The reader decides what weight to give the absence.

04The market anchor

What ‘3 out of 5’ actually means.

Most rating systems anchor scores to an aspirational standard (what an ideal supplement would do). We anchor to the actual prevalence of a practice in the Indian-market peer set.

Practice prevalence
1 / 5 means
3 / 5 means
5 / 5 means
Rare
less than 10% do it
n / a
doesn’t do it (normal)
does it (differentiator)
Emerging
~ 30 to 50% do it
absent despite being achievable
basic / partial
thorough, best in class
Standard
more than 80% do it
doesn’t do it (red flag)
does it (expected)
exceptionally executed

A 3 / 5 on Kyaloon is genuinely meaningful. It means: this product does what its category peers actually do. Above 3 means the brand has done something the rest of the market hasn’t. Below 3 means it’s falling short of behaviour that’s already standard.

The market shifts. What’s “rare” today becomes “emerging” in a year. When the prevalence of a practice changes meaningfully, the rubric is updated and products re-evaluated. The anchor moves with the market on purpose.

05How an evaluation runs

The high-level process.

Every product goes through the same six steps. We’re describing this at a high level only. The specific tools, prompts, and per-category thresholds aren’t public, both because they would be tedious to keep in sync with the live system, and because exposing them would let bad-faith brands optimise for the rubric instead of for the buyer.

01

Label and listing capture

We collect the product’s full label, the brand’s public claims, e-commerce listings (Amazon, D2C, marketplaces), and any disclosed sourcing information. This is the starting point. Not the conclusion.

02

Independent web research

The evaluator does its own research before scoring. It searches for independent test results, recall and regulatory actions, contamination reports, and published evidence on the specific product. The brand’s own data is treated as a hypothesis to verify, never as proof.

03

Category rubric application

Each supplement category (protein, creatine, magnesium, omega-3, ashwagandha, melatonin, and so on) has its own evaluation rubric, built from category-specific clinical literature. The rubric scores 5 to 10 dimensions specific to that category.

04

Safety gate screening

A binary pass / fail screen for contamination risk, dose toxicity above documented upper limits, banned-substance presence, and known drug-interaction risks. A failed gate hides the score. The score returns when the brand fixes the underlying issue and provides updated evidence.

05

Quality verification check

We document third-party lab evidence, certificates of analysis, and accredited testing certifications where present. Where absent, we report the gap. Verification status is shown as a badge around the score, never folded into the score.

06

Score published with full reasoning

The final score is published with every contributing criterion, the reasoning behind each, and the URL of every cited source. The data gaps (what we couldn’t find, what the brand didn’t disclose) are published alongside.

The full evaluation for any given product lives on its product page. Click the score on any product card and scroll to What we like and Concerns. That’s the rubric output, in plain language, with sources.

06Evidence sources

What counts as a source.

Every claim in a Kyaloon evaluation has to be backed by a clickable URL. Not a study name. Not an author reference. The actual link, so anyone can check it. The sources we draw from fall into five buckets, ordered by evidentiary weight.

01
Peer-reviewed clinical literature
PubMed-indexed RCTs, meta-analyses, and systematic reviews. Cited with the actual paper URL or DOI.
02
Indian regulatory frameworks
FSSAI labelling and dose regulations, ICMR Recommended Dietary Allowances, and Indian Pharmacopoeia entries.
03
International regulatory bodies
For products imported into India: the relevant authority of the origin country (US FDA, Australia TGA, EU EFSA), plus the WHO and the NIH ODS dietary supplement fact sheets.
04
Independent third-party testing
Public-sector and accredited private-sector test results, when available for the specific product or batch. Never the brand’s self-funded internal testing.
05
Brand-disclosed data
Certificates of analysis, batch records, supply-chain disclosures published by the brand itself. Treated as a starting point, not as proof.

If we can’t find a source, we report a data gap rather than fill it with brand marketing. The product’s evaluation will explicitly say what was missing. For instance: “brand has not published a third-party CoA for this batch.”

07Anti-criteria

What doesn’t affect a score.

Sometimes what a methodology refuses to count matters more than what it counts. The following never enter a Kyaloon product score, in any weighting, under any circumstance.

Brand revenue or company size
Country-of-origin claims
Celebrity endorsements
Influencer reach
“Trusted by N customers” banners
Doctor or dietician recommendations
Marketing language (“clinically proven”, “premium”)
Price (tracked separately)
Bundle discounts and offers
Aesthetic of packaging
Whether we have an affiliate link
How long the brand has existed

Most of these correlate with brand strength, not product quality. Letting any of them into the score would mean the largest brands automatically score highest, which is exactly the failure mode we exist to correct.

08Updates and versioning

When scores change.

Rubrics evolve. Products are reformulated. New evidence emerges. We handle this through explicit versioning rather than silent updates.

Rubric versions

Each category rubric carries a version. The current scoring system is v2. When the underlying rubric materially changes, products are re-evaluated and the version bumps. Old scores aren’t silently overwritten.

Re-evaluations

A product is re-evaluated whenever its formulation changes, when independent test data appears, or when a brand publishes new disclosures. The product page shows the date of the most recent evaluation.

Safety gate

A product that previously passed can fail later if a new contamination report, recall, or upper-limit ruling emerges. The score is hidden in that case, and the product is flagged on the site.
09Funding

How we make money.

We run on affiliate commissions. When you click through to a retailer from a Kyaloon product page and complete a purchase, some retailers pay us a small commission. That’s our only revenue source.

What we never do, and how it’s structurally enforced:

  • Take payment from a brand to influence a score, in any form, including “preferred placement”, “verified status”, “expedited review”, or sponsored content.
  • Adjust a score after publication based on commercial considerations.
  • Hide a low score for any product because we earn affiliate revenue from it.
  • Change the order in which we surface products based on commission tier.
  • Accept editorial input from brands on the methodology.

The methodology is the firewall. As long as it’s public and auditable, any deviation is independently verifiable by anyone who cares enough to check.

10Limitations

What Kyaloon is not.

A few things we want stated plainly, so there’s no misunderstanding.

Not medical advice
Nothing on Kyaloon is a substitute for a qualified medical professional. Treat the score as an informed starting point, not a diagnosis or prescription.
Brand-disclosed data is one input, not the whole picture
Where a brand publishes a CoA or testing result, we capture it. We also try to verify it independently. Where we can’t, we surface the gap rather than treat the brand’s claim as proof.
Scores are bounded by the evidence available
Some categories have rich literature (creatine, omega-3). Others have less (newer Indian-market products). Where evidence is thin, we score conservatively and report it.
We are continuously wrong somewhere
On a database of 500+ evaluations, some scores will be incorrect at any given time. The remedy is the audit-and-update cycle: report a problem, we re-evaluate, we publish the new score with reasoning. We’d rather be auditable than infallible.
11Audit us

If you find a problem.

A methodology that can’t be challenged isn’t a methodology. If you think a Kyaloon score is wrong, a source is mis-cited, a safety gate misapplied, or a piece of evidence missed, we want to hear it.

Spotted a problem with a score?

Open the product page, click Report an issue, and tell us what’s wrong. Every report is reviewed. If we agree, we re-evaluate and publish the corrected score with the new reasoning attached.

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End of document. Kyaloon Methodology, version 2.← Back to home