On August 5, 2026 we read 69 Amazon India wearable listings across three queries, removed five resistance bands the fitness-band query returned, and grouped the remaining 64 by price before comparing anything. The result is uncomfortable. The shelf holds 755,610 ratings in total, and 709,314 of them - 93 per cent - belong to the 29 listings priced under Rs. 2,000. Median rating count falls from 4,165 in that band to 737 between Rs. 2,000 and Rs. 5,000, to 418 between Rs. 5,000 and Rs. 10,000, and to 214 above Rs. 10,000. A Fire-Boltt at Rs. 1,099 carries 134,559 ratings; a Garmin Vivoactive 5 at Rs. 19,999 carries 65. The highest star score on the whole shelf, a 4.7, is built from 154 people. Buy well-evidenced or buy expensive - on this shelf you largely cannot do both. Twenty-two picks, every count printed.

On August 5, 2026 we read 75 Amazon India listings across three queries - school backpack, kids water bottle and lunch box - keeping every row with a price, a stated MRP above it, a rating and an image. A child needs all three, so we priced the set rather than the object. The median kit costs Rs. 1,942: Rs. 979 for the bag, Rs. 375 for the bottle, Rs. 589 for the box. Those same three medians at their stated MRPs total Rs. 3,959. The cheapest kit possible in the pull is Rs. 996, and the cheapest one in which every item scores 4.2 or better on at least 500 ratings is Rs. 1,268 - that is the number we would spend. The discount is not spread evenly: backpacks carry a median 62 per cent badge and seven claim 70 per cent or more, while 15 of 26 bottles carry 25 per cent or less. The object the sale is advertised on is the one with the inflated sticker. Twenty-five picks, every rating printed with its count.

On August 5, 2026 we read 55 Croma listings across smartphones and tablets, keeping every row with a price, a stated MRP above it and an image, then looked for product families listed in more than one memory configuration. Six were, which makes the price of a storage step readable directly rather than inferred. Doubling storage costs Rs. 500 on a vivo Y19s, Rs. 2,000 on a vivo Y11, Rs. 2,000 on a realme P4 Power, Rs. 3,000 on a vivo Y51 Pro and Rs. 11,500 on both Apple iPads - Rs. 7.8 a gigabyte at one end and Rs. 89.8 at the other, an eleven-fold spread for the same physical upgrade on one retailer's shelf on one morning. RAM steps are just as uneven: 2GB costs Rs. 500 on a Redmi Note 14 and Rs. 5,005 on a realme 14x of the same colour. No rating pill appears on this page, because Croma publishes star scores without the number of people behind them. Twenty-two picks, read as ladders rather than as products.

On August 5, 2026 we read 119 Tata CLiQ listings across backpacks, handbags, sunglasses, wallets, watches and luggage, keeping every row with a price, a stated MRP above it and an image. Sixty-nine carried a star score; 50 carried none. Among the 69, the median score is 4.7 and the median number of people behind it is four. Forty-three score 4.5 or higher and 43 rest on five ratings or fewer. Twenty-three listings show a perfect 5.0, fourteen rest on a single rating, and only four listings in the whole pull carry 50 ratings or more - three of which are Ray-Ban listings all showing 4.0 from exactly 91, one review pool displayed across several pages. The same Resist Eyewear wayfarer appears twice: 5.0 from one rating in brown, 4.1 from 35 in black. Eighteen picks, with the count printed beside every star and the one-star listings seated alongside the five-star ones.

On August 5, 2026 we ran six queries against Reliance Digital - air cooler, fan, water heater, mixer grinder, microwave and vacuum cleaner - and kept twelve listings from each with a price, a stated MRP above it and an image, so that every category median rests on the same sample size. The pattern is the calendar. Air coolers carry a 50 per cent median badge with the cooling season six weeks gone; water heaters carry 43 per cent four months before winter; fans carry 38. The machines nobody buys by the season carry far less: microwaves 27.5 per cent, vacuum cleaners 23. Grouped, that is 44.5 per cent against 30 per cent on 36 listings each. One category breaks it - mixer grinders at 41.5 per cent, with no season at all - and we have seated it and said we cannot explain it. Underneath runs a second pattern: the badge falls as the price rises while the rupee saving climbs from Rs. 1,051 to Rs. 6,304. Twenty-four picks. Reliance Digital publishes no ratings on these listings.

On August 5, 2026 we read 118 Vijay Sales listings across mobiles, laptops, headphones, smart-watches and tablets, keeping every row with a price, a stated MRP above it and an image, and then computed two numbers for each: the badge and the money. They point in opposite directions. The deepest badge in the pull, 76 per cent, removes Rs. 3,800 from a pair of Zebronics headphones. The largest reduction in the pull, Rs. 108,991, sits behind a 59 per cent badge on a Lenovo laptop, and an HP OMEN at just 30 per cent removes Rs. 81,382 - twenty-one times the money for a number less than half the size. Per point of discount, that is Rs. 50 against Rs. 2,552. Category medians run headphones 39 per cent and Rs. 4,100, smart-watches 20 per cent and Rs. 2,000, laptops 35.5 per cent and Rs. 56,094, mobiles 26 per cent and Rs. 13,000, tablets 16 per cent and Rs. 6,500. Twenty-one picks, with the rupee figure printed beside every percentage. Vijay Sales publishes no ratings on these listings.

On August 5, 2026, mid-Freedom Sale, we read 76 organic Amazon listings across five electronics aisles nobody had covered this week - earbuds, soundbars, power banks, tablets and laptops - holding 213,049 ratings between them. The same pattern held in every single aisle: the listing with the most ratings carries one of the smallest badges, and the deepest badges rest on the thinnest evidence. The five most-rated listings average a 26 per cent discount; the five deepest badges average 61. A OnePlus earbud with 48,532 ratings is cut 9 per cent while an 80 per cent sign hangs on a 3.7-rated listing with a twelfth of the sample. Amazon's own Basics label wears its aisle's deepest badge. Five of sixteen tablets, including well-rated ones, print no MRP and no badge at all. Fifty-eight per cent of all the ratings in the pull sit on listings discounted a third or less. Twenty-four picks, every count printed, every sticker read aloud.

We ran eight category queries against Croma's own catalogue API on August 4, 2026 and kept the 165 listings that returned a price, a stated MRP and an image. Sorted by median discount, the aisle runs backwards: dehumidifiers 4 per cent off, washing machines 19, air purifiers 22, washer-dryers 23, clothes dryers and garment steamers 28, hair dryers 36. The better an appliance solves a wet-season problem, the less it is discounted - and the less it is reviewed. All 12 dehumidifier listings come from a single supplier group, 10 of them carry no rating, and between a Rs. 2,500 desiccant box and a Rs. 22,500 machine there is nothing. Nineteen of the 24 dryer and washer-dryer listings publish no rating either. The cheapest machine on the site that dries a load of clothes indoors is Rs. 22,490. Twenty-four picks from Rs. 1,754 to Rs. 3,31,170. Croma publishes averages with no review counts, so no pick here is chosen on its score.

We pulled four category slugs from Vijay Sales' own listing pages on August 4, 2026 and kept the 108 listings that returned a price, a stated MRP and an image. Five brands stock the identical 1.5 tonne air conditioner in both 3 Star and 5 Star trim, which makes the cost of that upgrade visible for once - and it varies wildly. Godrej charges Rs. 3,980 for the two extra bands. Voltas charges Rs. 8,509, Bluestar Rs. 9,500, Carrier Rs. 9,700 and Daikin Rs. 12,300. The discounts do not close the gap: 18 of 27 AC listings are 3 Star at a median 38 per cent off against 36 per cent for the 5 Star listings, so the badge is flat while the price is not. Refrigerators are stranger still - the appliance that never switches off has exactly one 5 Star listing in 27. Televisions carry no star rating at all. Twenty-three picks from Rs. 14,999 to Rs. 69,700, with the running-cost assumptions shown.

Amazon's Great Freedom Sale banner advertises up to 75 per cent off headphones. On August 4, 2026 we read 68 headphone listings from amazon.in's own search shelf at popularity-rank, then re-verified all 21 seated picks on their product pages the same day. The claim checks out - and it is structurally misleading. The discount runs exactly inverse to brand equity: Sennheiser's median across four listings is 23 per cent, Sony's is 33 with the flagship WH-1000XM6 at just 20, while boAt's 23 listings - a third of the entire shelf - carry a median 60 per cent against MRPs set with the discount already in mind. The badges above 75 belong to Zebronics and Skullcandy, and the single deepest badge in the read, 86 per cent, sits on a Rs. 139 wired earphone. Twenty-one picks from Rs. 649 to Rs. 39,990, every rating shown with its count, every inflated MRP named as one.

Amazon's Great Freedom Sale banner advertises up to 55 per cent off appliances. On August 4, 2026 we read six kitchen searches within the same hour - air fryer, mixer grinder, microwave oven, vacuum cleaner, water purifier, induction cooktop - kept the 94 organic listings that carried a price, a stated MRP and a rating, discarded seven whose MRP was exactly 100 times their price, and repriced all 23 seated picks on their own product pages. The result is that the discount is a property of the shelf rather than of the sale: air fryers run a median 51 per cent off, mixer grinders 47, vacuums and purifiers 45, induction cooktops 38, and microwave ovens just 19. Where four brands hold an aisle, the sticker means something and barely moves; where the shelf is crowded, the sticker is set to produce a badge. One Panasonic microwave was cut by one per cent. One water purifier by 79. Both were on sale.

Every large-appliance listing at Vijay Sales leads with a capacity figure - kilos, litres, place settings - and on August 4, 2026 we read 99 of them across four categories to find out whether that figure sets the price. It does not. What sets the price is a type word buried mid-title. Semi-automatic washing machines run a median Rs. 13,080, fully automatic top loads Rs. 22,990 and front loads Rs. 41,990. Direct cool fridges run Rs. 15,990, frost free Rs. 33,190 and side-by-side Rs. 87,000. The proof sits in one comparison: a 9 kg semi-automatic costs Rs. 12,960 while a 7 kg front load costs Rs. 32,240 - more drum for 40 per cent of the money. Two Whirlpool 235 L fridges were listed at the identical Rs. 26,990, one with an inverter compressor and one without. Twenty-five picks, grouped by the fork rather than the brand. This feed publishes no ratings, so none appear here.

On August 4, 2026 we read 256 Tata CLiQ menswear listings across four queries and mapped every brand to its parent company. Three Indian apparel conglomerates account for 87 of them - a third of the shelf - and each runs its own house discount rate. Raymond's brands sit at a median 55 per cent off with a median price of Rs. 1,122. Arvind Fashions sits at 47 per cent, with a median price of Rs. 3,499 - three times Raymond's. Aditya Birla Fashion sits at 38 per cent. A Raymond cotton shirt costs Rs. 1,012 and a Louis Philippe cotton shirt Rs. 1,714, and the parent company predicts that gap better than anything in either listing. Outside the houses the picture inverts: the three groups cannot produce a rating sample above 21 across 87 listings, while a single Thomas Scott chino carries 374 ratings at Rs. 919. Twenty-six picks, every rating printed with its count.

We pulled 25 Vijay Sales category pages on August 3, 2026 - 568 in-stock products with prices, stated MRPs and images, from a Rs. 499 kettle to a Rs. 309,990 television. Rather than sort them by discount, we sorted them by the number that actually governs a shopping list: the floor price of each category, meaning the cheapest thing the shop will sell you in it. Those floors are far more uneven than most people expect. Only eight of the 25 categories have anything at all under Rs. 2,000. Fourteen are reachable by Rs. 5,000 and 20 by Rs. 15,000. A microwave starts at Rs. 6,490, a refrigerator at Rs. 8,940, a fully automatic washing machine at Rs. 14,790, a tablet at Rs. 16,999, a dishwasher at Rs. 25,960 and a laptop at Rs. 39,990. Twenty-four picks arranged as a ladder, with the entry model of each category set against what the money above it buys. These pages publish no ratings, so nothing here carries a rating pill.

We pulled Hammer's own product feed on August 3, 2026 and got 197 listings, 70 of them in stock with images. This is not a price story. It is a buying guide: 24 picks organised by product line - earbuds, over-ear headphones, wired and neckband, smartwatches, speakers and the small wellness shelf - and inside each line seated by the job you would actually buy the thing for. Gaming on a phone, taking calls on a street, a train commute, a day at a desk, a week of meetings, a room that needs filling with sound. The pattern that makes this necessary is that Hammer keeps putting two different tools at one price: the Airflow Go and Airflow Neo are both Rs. 599, one built for 40ms latency and the other for two call microphones. Two headphones sit at Rs. 1,799, one for a desk and one for a bag. Every specification quoted here is the brand's own, and where a listing states nothing - no earbud publishes an IP rating - we say so.