How We Pick

Our Methodology

By Bikram Nath · Updated May 2026 · 769 guides across 30 categories · 4441 product entries currently active

PakkaPick exists because most Indian buying guides are copied from international sites or padded with products the writer never saw. Our approach is deliberately simpler — specification analysis against Indian conditions, combined with verified Amazon India review data. No paid placements. No fabricated lab tests. No "we've personally tried every product on this list" claims.

The 5 filters every product passes

1. Indian availability. The product is listed on Amazon India and currently in stock, not just available via import or grey market.
2. Indian-voltage & warranty. Rated for 220V Indian mains, with a service network that covers Tier-1 and Tier-2 Indian cities.
3. Review volume gate. Minimum 1,000 verified Amazon India reviews for established categories (kitchen, cooling, appliances) or 300+ for niche categories (garden, pets). New launches without a track record are excluded.
4. Rating floor. 4.0+ star average on Amazon India. Products below 4.0 rarely clear the real-world durability bar for Indian usage conditions.
5. Brand service reachability. The brand has an India service network or authorised repair partner — not just an import distributor.

How products are ranked within a guide

Within each budget bracket, products are ranked by a weighted combination of:

• Specification fit for Indian conditions (hard water, humidity, voltage fluctuations, monsoon)
• Amazon India rating × review-count weight (popular + high-rated beats popular alone)
• Brand service network breadth — a product you can get repaired in Indore matters more than one that only has service in Bangalore
• Value density — "how much product you get per ₹1,000" within the bracket

A worked example

Take “Best AC for Top-Floor Apartment in India”— a guide written for the persona of an Indian flat-dweller whose top-floor unit runs 3–5°C hotter than mid-floor flats due to direct roof radiation. A standard 1.5-ton 3-star inverter AC routinely under-performs in this scenario; the buyer's symptom is “AC runs all day in May and still doesn't cool the room below 28°C”.

The pick set is shaped by that failure mode rather than by “cheapest” or “most popular”:

• Higher tonnage (1.8 ton or 2 ton) because top-floor radiation adds the equivalent of ~30 sq ft of cooling load
• 5-star inverter only because top-floor ACs run 6–10 hours/day in summer — efficiency premium recovers in 18–24 months
• High ambient certification (operates above 50°C) — standard ACs throttle or trip at 48°C, common on Delhi/Pune top floors in May
• Anti-corrosion outdoor coil (Blue Fin / Gold Fin) — direct sun + monsoon corrodes standard copper coils in 3–4 years

The Top Pick (Daikin 1.8-ton 5-star with Blue Fin coil and 52°C ambient rating) is ~₹15,000 more than the cheapest 1.5-ton 3-star — and the guide says so plainly. Budget Pick is the lowest-priced model that still meets all four filters above. The “We Also Considered” section lists alternatives that fail one filter (e.g., a 2-ton with no anti-corrosion coil) and explains exactly which one. That is the whole methodology, applied to one guide.

How often guides are updated

Every guide is reviewed monthly. If a listed product is discontinued, price-shifted out of its bracket, or replaced by a newer model that meets our filters, the guide is updated and the "Updated" date at the top of the page changes. We don't manually rewrite guides that don't need changes — an untouched guide means its picks are still valid.

How we make money

Every outbound product link on PakkaPick is an Amazon India affiliate link. When you click through and purchase, Amazon pays us a small commission — typically 1–6% of the product price — at no extra cost to you. This is our only revenue source. We have never accepted payment from a brand in exchange for a listing, a position, or favourable language. If we ever do, it will be disclosed inline on the guide itself.

Honest trade-offs you should know about

• Solo editor, not a team of testers. Wirecutter has dozens of full-time staff and buys products at retail to physically test. PakkaPick is one person reading Amazon India's verified-review base carefully and applying Indian-condition filters. The trade-off: PakkaPick covers Indian-specific personas (top-floor flats, hard-water cities, hostel rooms, North-East monsoon) that Wirecutter won't bother with — and gives recommendations Indian shoppers can actually buy at the prices listed.
• No physical lab. We don't claim to have measured the noise level of every washing machine ourselves. Sound levels and other lab numbers come from the manufacturer's own published specs; durability claims come from aggregate review patterns at Amazon India scale. A site claiming to have personally tested 200+ washing machines is almost certainly lying — at retail prices, that's a ₹50-lakh capex no Indian content site has.
• Affiliate-aligned, but transparently so. We link to Amazon because that's where Indian buyers complete the transaction. We don't link to Flipkart, JioMart, or Croma because we're not affiliated with them — disclosing that openly is more honest than pretending to be a neutral comparison engine.
• No new launches. We don't list products launched in the last 6 weeks. Review-data quality is too low to filter signal from launch-week marketing-push reviews.

What we don't do

• We don't claim to have physically tested every product we list. Most buying-guide sites that do are lying.
• We don't run paid placements, sponsored rankings, or "featured" slots disguised as editorial picks.
• We don't use AI to generate fake reviews or fabricated spec numbers — pricing and spec data comes from Amazon India product listings.
• We don't list products with fewer than 300 verified reviews (or 1,000 for mainstream categories).

Questions? Disagree with a pick?

Email 31nathbikram@gmail.com — we read everything, and we update guides when readers surface real issues. Our track record of updates is the best signal of whether this works.