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How we go from a label to a score, step by step.

Reviews on Naked Compound are queries against a structured database, not opinions in prose. Here is exactly what happens between a product hitting the shelf and a number landing on this site.

Methodology v6.1 · April 2026 Last material change: Mar 2026
01

Identify the product.

A new SKU enters the queue when (a) we receive a tip, (b) a reviewed brand launches a new product, or (c) it appears in our quarterly shelf-survey of major Indian retailers and online platforms. Each entry gets a unique product ID and is linked to a brand record.

Tools: shelf-survey checklist · DB schema v3.4
02

Source the unit.

We buy the actual unit anonymously from a normal retail or D2C channel — never from the brand's PR contact. We document the channel, batch number, manufacturing date, MRP, and shipping date so that purity follow-ups have a referenceable batch.

Channels: Amazon · HealthKart · Apollo · Brand D2C
03

Enter label data, blind.

The supplement-facts panel, ingredient list, and any claim-bearing copy on jar/box/insert are entered into the database — without the brand name visible to the data-entry researcher. We record dose per serving, form, extract identity (e.g. KSM-66 vs generic root), and supplier where stated.

Blind layer · double-keyed · ~10 min per SKU
04

Verify against supplier docs.

We request batch-level Certificates of Analysis from the brand or from the upstream supplier. If documentation is unavailable, the product is flagged "unverified supplier" — that flag affects the Purity sub-score directly.

~58% of brands provide batch COA on request
05

Commission lab work where it matters.

For categories where label vs reality routinely diverges (fish oil freshness, whey protein content, heavy-metal contamination in herbal extracts) we commission independent lab analysis at NABL-accredited facilities. Lab partners do not see brand identity.

~12% of products go to external lab; ~₹4–22k per analysis
06

Score against the rubric.

The reviewer scores the entry against five dimensions — clinical dose, ingredient form, purity, value, and label honesty — each on a 0–10 scale with a written standard. The rubric weights are fixed and public; see the rubric page.

Rubric v3.0 · weights frozen since Jan 2024
07

Second-pair-of-eyes review.

Every score is reviewed by a second researcher before publication. Disagreements over half a point trigger a panel review with three reviewers. The published number is the panel median, not the original draft.

~17% of scores trigger panel review
08

Publish, with the citations attached.

The review goes live with every cited paper, every COA, and every lab report linked from the Sources section. Subscores are visible — readers can see which dimension dragged the total up or down.

Median 14 sources cited per review
09

Re-review on triggers.

A published score is automatically re-opened when (a) the brand changes formulation, (b) a new batch tests significantly outside the prior range, (c) we receive credible reader reports, or (d) annual review at the 12-month mark. Every re-review is logged in the database changelog.

Automated triggers via supplier-doc monitoring
Things we do not do

The shortcuts we refuse to take.

No press samples.

We don't accept anything for review. Every unit is purchased; the cost is part of our editorial budget.

No "best of" rankings for pay.

Lists on Naked Compound are the result of database queries against the rubric. Nothing on this site can be paid into a list.

No anecdotal scores.

If a sub-score can't be tied to a measurement, document, or written rubric standard, it doesn't get included.