We read 33 Amazon India smartphone listings on August 9, 2026 from Amazon's own search results, and sorted them by discount before doing anything else. The result argues against ever doing that. The four deepest badges in the read - 46, 46, 45 and 45 per cent - belong to just two handsets, and those two hold the lowest ratings on the shelf: 3.3 from 1,555 votes and 2.5 from 178. At the other end, the phone with the largest rating sample in the read, 3,176 votes at 4.1, is discounted 13 per cent, and the highest-scoring phone with a real sample, 4.4 from 531, is discounted 14. The badge is being set by the stated MRP, and the stated MRP is being calculated from the selling price rather than remembered: one phone's 64GB and 128GB trims are priced Rs. 1,000 apart and claim list prices Rs. 1,000 apart. Brand sets the band - Samsung 3 to 22 per cent with one 45 per cent exception, realme 14 to 43, REDMI 17 to 46, Lava 9 to 22. Twenty-five picks, from Rs. 9,099 to Rs. 31,999.

We read 113 AJIO saree listings on August 9, 2026 from AJIO's own catalogue and seated 22. Twenty-one of them are discounted between 65 and 81 per cent. The twenty-second is 15 per cent off, and it is the most expensive listing on the page - a SOCH Chanderi at Rs. 2,973 against a stated Rs. 3,498, a Rs. 525 gap that is the smallest here by a factor of eleven. SOCH runs its own stores and has a shelf price to defend; the other twenty-one sellers do not. What that looks like from the inside: four listings from three different sellers all claim exactly Rs. 2,999 while selling between Rs. 690 and Rs. 900, one seller has two different sarees at an identical Rs. 870 against an identical Rs. 2,999, and another has three sarees whose prices climb Rs. 110 while their claims climb Rs. 500. The deepest badge, 81 per cent, sits on a Rs. 1,387 Mysore silk claiming Rs. 7,299. AJIO publishes no ratings here, so there is not one rating pill on this page. Twenty-two picks, Rs. 240 to Rs. 2,973.

We read 73 Tata CLiQ listings on August 9, 2026 from the retailer's own catalogue and seated 19 bags. Nine of the nineteen carry a badge of exactly 40 or exactly 50 per cent. The 50 per cent group alone contains Miraggio, United Colors of Benetton, Lavie Signature, Lavie Luxe and Hidesign - five unrelated brands, prices from Rs. 1,249 to Rs. 3,194, all halved to the rupee. Five independent brands do not arrive at the same percentage by coincidence, so what the badge is telling you is which promotion tier a bag sits in. Where the claims are set by the brand, they diverge sharply: Titan owns both Caprese and IRTH, and on this page Caprese lists a Rs. 799 tote against a stated Rs. 4,699 for an 83 per cent badge while IRTH lists a Rs. 2,657 handbag against Rs. 3,795 for 30. Eighteen of the nineteen bags are PU; the one leather listing, a Hidesign at Rs. 3,194, costs Rs. 1,305 less than a PU bowler bag from a licence brand. Nineteen picks, Rs. 799 to Rs. 10,490.

We read 129 Nykaa Fashion listings on August 9, 2026 from the retailer's own catalogue API and seated 22 women's pieces. The discount column here tracks how much of a price a brand has to defend elsewhere. The three smallest badges on the page - 30, 32 and 40 per cent - belong to two denim labels and to Nykd, Nykaa's own basics line, all of which sell at prices they have to honour in more than one place. The three deepest - 75, 71 and 70 - belong to sellers that exist only on marketplaces. The deepest of all sits on Twenty Dresses, Nykaa Fashion's other house label, whose MRP is set entirely in-house. Where two garments meet at the same money, only the claim moves: two tops sell one rupee apart at Rs. 799 and Rs. 800 and show 50 and 60 per cent; two more sell at exactly Rs. 1,020 and show 66 and 49. Nykaa Fashion publishes no ratings at all, so there is not one rating pill on this page. Twenty-two picks, Rs. 323 to Rs. 2,067.

We read 90 Nykaa Fashion menswear listings on August 9, 2026 from the retailer's own catalogue API and seated 22. The badge on this shelf measures the brand, not the deal. Three global names - Nike, Puma and Jack & Jones - all show exactly 30 per cent, across a skate shoe, a cap and a pair of sliders. U.S. Polo Assn. shows 35 on two unrelated products, Louis Philippe 39, Liberty 28 and Styli 17. Every one of them has a shelf price it has to honour somewhere else. The five deepest badges in the read - 76, 70, 68, 60 and 60 per cent - all belong to labels with no such constraint. It is not about being foreign: The Souled Store, which has opened its own shops across Indian cities, sits at 36. The clearest single pair on the page costs Rs. 700 each - a Puma cap at 30 per cent and an Indian Garage Co shirt at 60, because their claims are Rs. 999 and Rs. 1,749. Nykaa Fashion publishes no ratings at all. Twenty-two picks, Rs. 450 to Rs. 3,680.

We read 62 Tata CLiQ footwear listings on August 9, 2026 from Tata CLiQ's own product API - men's casual shoes, women's sandals and sports shoes - and searched every model name across the whole set before seating anything. The Puma Smashic came back three times: at Rs. 1,710, Rs. 1,999 and Rs. 3,599, all against an identical stated MRP of Rs. 4,499, producing badges of 62, 56 and 20 per cent. Each row carries its own rating pool - 719, 709 and 695 votes - and all three average 4.0, which is what happens when a marketplace splits one popular shoe across three listings. Elsewhere the badge is a property of the brand: Inc.5's four rows are all discounted exactly 11 per cent, Mochi's eight never exceed 40, adidas runs 53 to 63 and Nike 30 to 35, while a single Bond Street sneaker claims Rs. 6,599 and sells at Rs. 1,121. Twenty-nine of the 62 listings publish no rating at all. Twenty-five picks, from Rs. 356 to Rs. 4,900.

We read 66 Crocs India listings on August 9, 2026 from the brand's own catalogue across two category paths, and seated 20 sandals. The whole shelf runs on four stated MRPs and three badge values. Twelve of the twenty listings claim exactly Rs. 2,995 - and those twelve sell at Rs. 1,797, Rs. 1,947 and Rs. 2,097, showing 40, 35 and 30 per cent off the identical number. Seven sandals sit at exactly Rs. 1,797, which is more than a third of everything we seated. Nothing in the listings explains why one Baya in white is Rs. 1,947 and another Baya in white is Rs. 2,097. Some steps here are real and we price them: a metallic or printed finish costs Rs. 300 over a plain colourway, a heel strap costs Rs. 350 over a slide, and a platform sole costs Rs. 500. Three of the twenty are children's or toddler sizes and all three cost Rs. 2,097 - the same as the adult listings. Crocs publishes no ratings, so no rating pill appears here. Twenty picks, Rs. 1,797 to Rs. 2,597.

We read 38 Crocs India listings on August 9, 2026 from the brand's own catalogue and seated 20 children's pairs. One comparison runs the page. Three Classic toddler clogs claim exactly Rs. 2,195: Varsity Red and the Dreamscape print sell at Rs. 1,317 at 40 per cent off, while Lavender sells at Rs. 1,537 at 30. Same mould, same size range, same claim, Rs. 220 apart - and the colour is the only thing that differs. Elsewhere on the same shelf colour turns out to be completely free: two Bayaband sandals share one price of Rs. 1,797, five clogs across three moulds share Rs. 2,097, and eight toddler clogs spanning four different moulds all sell at exactly Rs. 2,397 off a stated Rs. 3,995. That last group is 40 per cent of the page on one number, and it includes the thickest sole Crocs makes in children's sizes at the same price as the thinnest. Crocs publishes no ratings, so no rating pill appears here. Twenty picks, Rs. 1,017 to Rs. 2,447.

We read 44 Reliance Digital television listings on August 9, 2026 from the retailer's own product pages and grouped them by screen size before touching the discount column. Twelve of them are 55-inch sets, and they run from Rs. 27,990 to Rs. 1,72,990 - a 6.2x range at one diagonal - with badges that fall almost monotonically as the price rises, from 65 per cent at the bottom to 17 at the top. Three Samsung 55-inch OLED listings differ mainly in finish and sit Rs. 60,000 apart. Two LG 55-inch sets on the same shelf are Rs. 97,500 apart. Lower down, two 43-inch televisions sell at exactly Rs. 16,490 while showing 60 per cent and 38, because one seller claimed Rs. 41,499 and the other Rs. 26,730. Six 32-inch sets sit within Rs. 1,990 of each other, and a Sony of the same size costs Rs. 29,990 - more than a 55-inch 4K panel at the top of this page. Not one of the 44 listings publishes a customer rating. Twenty-two picks, from Rs. 8,000 to Rs. 5,19,990.

We read 47 Amazon India kitchen listings on August 9, 2026 from Amazon's own search results across three queries - mixer grinder, air fryer and electric kettle - and seated 19 of them. One number reorganised the whole page: the cheapest listing in the read, a Rs. 474 Pigeon Amaze Plus kettle, carries 178,425 ratings, while the other eighteen picks carry 133,070 between them. The evidence on this shelf is not spread out, it is piled on the least expensive thing. The badges point somewhere else entirely. An Amazon Basics kettle claims Rs. 2,699 for the same 1.5 litres that Pigeon claims Rs. 1,245 for, and takes a 70 per cent badge for it while rating 3.7 against 4.0. A Havells air fryer states Rs. 17,895 and sells at Rs. 6,649, the largest claim on the page by nearly eight thousand rupees. Philips states Rs. 5,995, sells at Rs. 4,634 and shows 23 per cent - the smallest badge in the read. Nineteen picks, from Rs. 474 to Rs. 6,649.

We read 84 Croma listings on August 9, 2026 from Croma's own catalogue across two queries - refrigerator and washing machine - and seated 19. The first thing to say about this shelf is that there is almost nothing on it in the way of customer evidence. The largest rating sample among the nineteen is 21 votes. Seven listings carry no rating at all. Four carry a perfect 5.0, and each of those four rests on exactly one rating, as does the single 1.0 on a Whirlpool. Nothing here clears our hundred-rating threshold, so no rating pill appears on this page at all. What is left is specification, and this shelf prices it unusually legibly: one BEE energy star on a 190-litre Haier costs Rs. 1,000, an inverter motor on a 7 kg LG costs Rs. 200 over the IFB beside it, a kilo of drum capacity costs Rs. 2,000, and front loading costs about Rs. 2,500 over top loading. The badges tell you less: Bosch and Electrolux both state Rs. 65,990 and sell Rs. 8,000 apart. Nineteen picks, Rs. 8,090 to Rs. 53,990.

We read 24 Reliance Digital listings on August 9, 2026 from Reliance Digital's own catalogue across two queries - air conditioner and microwave oven - and seated 18. One pair of listings explains the page. Morphy Richards has a 20-litre solo microwave here in white at Rs. 4,988 against a stated Rs. 13,595, and a 20-litre solo in black at Rs. 6,490 against a stated Rs. 12,599. Nothing either listing states separates them but the finish, and the badges read 63 and 48 per cent. The same arithmetic runs through the air conditioning aisle: three 1 ton 3 star inverter splits sell within Rs. 1,100 of each other - Rs. 23,890, Rs. 24,590 and Rs. 24,990 - against claims of Rs. 42,000, Rs. 37,790 and Rs. 48,991. What the specifications say is more useful. A grill element costs Rs. 200 over the largest solo oven here, convection costs Rs. 4,900 over the grill, and one brand's 80-litre built-in costs Rs. 1,041 more than its own 22-litre. Eighteen picks, Rs. 4,988 to Rs. 28,990.

We read 81 Vijay Sales listings on August 9, 2026 from the retailer's own category pages and seated 22 refrigerators and washing machines. The discount column sorts almost perfectly by brand. Voltas Beko's four listings show 31, 47, 51 and 53 per cent - three of the four deepest badges on the page - while its prices sit in the middle of the shelf, from Rs. 10,990 to Rs. 13,990. At the other end, LG posts the read's smallest badge at 16 per cent and Whirlpool the second smallest at 17. That is brand pricing policy, not value: Voltas Beko is a comparatively recent entrant to Indian white goods and is buying share. Where two comparable machines meet, only the claim moves. Two 7 kg semi-automatics sell Rs. 90 apart and show 21 and 31 per cent. Two 8.5 kg semi-automatics from LG and Godrej sell at exactly Rs. 16,490 and show 33 and 21. An IFB and an LG both sell at exactly Rs. 19,990 and show 21 and 31. Twenty-two picks, Rs. 9,200 to Rs. 20,490.

We read 64 Myntra men's jeans and trousers listings on August 9, 2026 from Myntra's own listing JSON, and the checkout column turned out to be far more repetitive than the discount column. Six listings sell at exactly Rs. 639 and five at exactly Rs. 539; across the whole read there are 47 distinct sale prices but only 26 distinct stated MRPs. The prices themselves span Rs. 411 to Rs. 1,349, a factor of 3.3, while the list prices printed behind them span Rs. 899 to Rs. 3,738, a factor of 4.2 - so the badge, which is simply the gap between the two, is describing the number the seller typed rather than the trouser. Two pairs at an identical Rs. 639 carry badges of 60 and 77 per cent. Two pairs eight rupees apart carry 45 and 73. The evidence is just as lopsided: one Roadster trouser holds 207,489 ratings, sixteen listings hold none, and one jean's 3.4 average rests on eight people. Twenty-three picks, from Rs. 411 to Rs. 1,349.

We read 117 AJIO men's formalwear listings on August 9, 2026 from AJIO's own product API - formal shirts, trousers and blazers - and grouped them by brand before looking at a single discount. The badge turns out to be a property of the label, and it runs backwards to the price ladder. Buda Jeans Co's nine listings sit between Rs. 306 and Rs. 533 with badges of 67 to 83 per cent. Arrow's twenty run from Rs. 805 to Rs. 8,799 and never exceed 65. Peter England's nine never exceed 43, while its corporate stablemate John Players reaches 80 twice in the same pull. Charles Tyrwhitt's two blazers, the dearest rows in the read, are both exactly 25 per cent off. The smallest badge of all - 29 per cent - belongs to a Rs. 638 NETPLAY trouser that undercuts every brand-house trouser on the shelf, which is precisely the listing a shopper sorting by discount never sees. AJIO publishes no ratings on any of these rows. Twenty-four picks, Rs. 304 to Rs. 27,656.