Wishlist→purchase discovery engine · last 12 months · generated 2026-08-26 09:03 · AJIO
Business metric: % of users who purchase ≥1 wishlisted item within 30 days of adding it. Solution constraint: non-monetary (no discounts).
Each area is sized by how many relevant items map to it and its share of that brand's relevant corpus. Needs money? flags whether fixing it would require a monetary lever (a discount / price cut) — the brief bars monetary solutions, so “no” areas are the addressable ones.
| Opportunity area | Dimension | n | % of relevant | Needs money? |
|---|---|---|---|---|
| quality-doubt | purchase-blocker | 42 | 12.8% | non-monetary |
| price | purchase-blocker | 33 | 10.1% | money |
| value-for-money | residual-uncertainty | 32 | 9.8% | non-monetary |
| delivery-concern | purchase-blocker | 28 | 8.6% | non-monetary |
| quality-material | residual-uncertainty | 27 | 8.3% | non-monetary |
| return-hassle-fear | purchase-blocker | 26 | 8% | non-monetary |
| payment-checkout | purchase-blocker | 22 | 6.7% | non-monetary |
| authenticity | residual-uncertainty | 17 | 5.2% | non-monetary |
| out-of-stock | purchase-blocker | 13 | 4% | non-monetary |
| need-reviews | purchase-blocker | 11 | 3.4% | non-monetary |
| fit-size | residual-uncertainty | 10 | 3.1% | non-monetary |
| reliable order fulfillment and delivery timelines | unmet-need | 9 | 2.8% | non-monetary |
| reliable returns and refund process | unmet-need | 9 | 2.8% | non-monetary |
| comparing-alternatives | purchase-blocker | 8 | 2.4% | non-monetary |
Largest addressable (non-monetary) area: quality-doubt — 42 items (12.8% of relevant).
“Worst cheap products. AJIO is the worst e-commerce platform I have used till date. I ordered 10 kids’ clothing items, and the quality was extremely disappointing. The fabric was very cheap and transparent, some clothes had stains, a few were defective, and several were smaller than the size mentioned. I requested an ex”
appstore · 2026-07-08 · 1★ · as_14277413882
“The worst service one can get, first they deliver a fake Nike shoe, and the customer support didn't do anything. I had to mail a compliant to Nike India and they raised the issue with Ajio to get it returned. They took the shoe but the amount got credited on the Ajio wallet only, so that you have to buy something from ”
playstore · 2026-08-21 · 1★ · gp_979c466b-6bba-4f93-abf9-c33bcd73e4f7
*** n = the number of real feedback items behind each row (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
Why do users add fashion products to their wishlist?All 327 relevant items, each assigned one wishlist reason. Percentages are of 327, so the rows sum to the whole.
All 327 items appear in the rows below — each in a specific group, nothing dropped (rows sum to 327).
| Theme | n | % | Detail |
|---|---|---|---|
| other | 265 | 81% | |
| price-watch-wait-sale | 29 | 8.9% | |
| inspiration-bookmark | 9 | 2.8% | |
| like-but-unsure | 8 | 2.4% | |
| save-for-later | 5 | 1.5% | |
| compare-options | 3 | 0.9% | |
| size-unavailable | 3 | 0.9% | |
| seeking-validation | 2 | 0.6% | |
| budget-now | 1 | 0.3% | |
| gift-idea | 1 | 0.3% | |
| occasion-later | 1 | 0.3% |
“Horrible customer care. First of all, the app has a lot of issues. I tried purchasing a watch, but I was unable to complete the purchase because the eligible coupon was not being applied correctly, preventing me from checking out. The customer support experience was equally disappointing. They were unable to identify o”
appstore · 2026-08-06 · 1★ · as_14395110860
“Worst cheap products. AJIO is the worst e-commerce platform I have used till date. I ordered 10 kids’ clothing items, and the quality was extremely disappointing. The fabric was very cheap and transparent, some clothes had stains, a few were defective, and several were smaller than the size mentioned. I requested an ex”
appstore · 2026-07-08 · 1★ · as_14277413882
“The worst service one can get, first they deliver a fake Nike shoe, and the customer support didn't do anything. I had to mail a compliant to Nike India and they raised the issue with Ajio to get it returned. They took the shoe but the amount got credited on the Ajio wallet only, so that you have to buy something from ”
playstore · 2026-08-21 · 1★ · gp_979c466b-6bba-4f93-abf9-c33bcd73e4f7
*** n = the number of real feedback items behind each row (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
What prevents wishlisted products from being purchased?All 190 relevant items that name a purchase blocker (of 327 relevant), grouped by the single strongest blocker.
All 190 items appear in the rows below — each in a specific group, nothing dropped (rows sum to 190).
| Theme | n | % | Detail |
|---|---|---|---|
| quality-doubt | 42 | 22.1% | |
| price | 33 | 17.4% | |
| delivery-concern | 28 | 14.7% | |
| return-hassle-fear | 26 | 13.7% | |
| payment-checkout | 22 | 11.6% | |
| out-of-stock | 13 | 6.8% | |
| need-reviews | 11 | 5.8% | |
| comparing-alternatives | 8 | 4.2% | |
| fit-size-uncertainty | 7 | 3.7% |
“Worst cheap products. AJIO is the worst e-commerce platform I have used till date. I ordered 10 kids’ clothing items, and the quality was extremely disappointing. The fabric was very cheap and transparent, some clothes had stains, a few were defective, and several were smaller than the size mentioned. I requested an ex”
appstore · 2026-07-08 · 1★ · as_14277413882
“The worst service one can get, first they deliver a fake Nike shoe, and the customer support didn't do anything. I had to mail a compliant to Nike India and they raised the issue with Ajio to get it returned. They took the shoe but the amount got credited on the Ajio wallet only, so that you have to buy something from ”
playstore · 2026-08-21 · 1★ · gp_979c466b-6bba-4f93-abf9-c33bcd73e4f7
“Worst app in terms or product quality,customer service and ease of using mobile app. This is one of the worst apps when it comes to product quality and customer service. They sell counterfeit or fake products under the names of well-known brands. Even after a return is approved, they take 10–12 days to process it, maki”
appstore · 2026-07-13 · 1★ · as_14298247305
*** n = the number of real feedback items behind each row (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
What uncertainties remain after a user identifies a product they like?All 99 relevant items that voice a residual uncertainty after liking a product, grouped by uncertainty.
All 99 items appear in the rows below — each in a specific group, nothing dropped (rows sum to 99).
| Theme | n | % | Detail |
|---|---|---|---|
| value-for-money | 32 | 32.3% | |
| quality-material | 27 | 27.3% | |
| authenticity | 17 | 17.2% | |
| fit-size | 10 | 10.1% | |
| review-credibility | 8 | 8.1% | |
| color-accuracy | 5 | 5.1% |
“i have requested to ajjo please create emi too or add pay later option too”
playstore · 2026-08-22 · 5★ · gp_24962b2e-d97c-4cbb-867b-923edd2925aa
“Price shown 210 Rs and in fact taken 478 Rs so next time we think twice rather sorry”
playstore · 2026-08-20 · 1★ · gp_fe237113-923c-4bdf-9d15-122da2182a64
“A major reason is price sensitivity: surveys of AJIO shoppers found discounts and low prices are strong purchase drivers, but they do not always trigger instant checkout. Another reason is assortment exploration—many users are drawn to AJIO for brand variety and product range, so they add items to revisit later instead”
community · · cm_1mfqbeb
*** n = the number of real feedback items behind each row (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
What causes users to postpone a purchase?All 39 relevant items that state a reason for postponing the purchase, grouped by cause.
All 39 items appear in the rows below — each in a specific group, nothing dropped (rows sum to 39).
| Theme | n | % | Detail |
|---|---|---|---|
| waiting-sale | 13 | 33.3% | |
| budget-timing | 12 | 30.8% | |
| cart-abandoned | 7 | 17.9% | |
| indecision | 6 | 15.4% | |
| seeking-opinion | 1 | 2.6% |
“A major reason is price sensitivity: surveys of AJIO shoppers found discounts and low prices are strong purchase drivers, but they do not always trigger instant checkout. Another reason is assortment exploration—many users are drawn to AJIO for brand variety and product range, so they add items to revisit later instead”
community · · cm_1mfqbeb
“Some shoppers also hesitate because of practical uncertainty, especially size, fit, quality, and the inability to physically inspect clothing before paying; these are common barriers in Indian online fashion shopping. AJIO’s wishlist and bag behavior can also reflect plan-to-buy-later habits, where users save items for”
community · · cm_17umk3v
“Yes—available evidence suggests many Indian AJIO shoppers do wait for sales, offers, or price drops, especially on wishlisted or otherwise deferred items. One study says 34% of respondents identified discounts and offers as a factor in choosing the AJIO app, while another notes customers are attracted by temporary pric”
community · · cm_154vrtc
*** n = the number of real feedback items behind each row (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
How do users compare multiple shortlisted products?All 50 relevant items that describe how they compare shortlisted products, grouped by comparison behaviour.
All 50 items appear in the rows below — each in a specific group, nothing dropped (rows sum to 50).
| Theme | n | % | Detail |
|---|---|---|---|
| across-apps-compare | 22 | 44% | |
| price-compare | 18 | 36% | |
| in-app-compare | 4 | 8% | |
| review-compare | 3 | 6% | |
| offline-compare | 2 | 4% | |
| no-comparison | 1 | 2% |
“Worst app. Always very much slow in every network or Wi-Fi though other e-commerce app works perfectly at the same time. When they offer AJIO cash, it is almost ..they unable to deliver because of logistics issues. If they somehow deliver, it takes lots of days . Even in case of express delivery..they can’t deliver wit”
appstore · 2026-08-23 · 1★ · as_14461779961
“The worst app. I would have given negative marks if it was possible .. they sell dusplicate products and if you place a return they will blacklist you n will charge platform fees delivery fees accoding to their own will . if you return something to them please take the refund amount in your bank account . bcoz if u wil”
appstore · 2026-08-11 · 1★ · as_14414243195
“Misguiding & fooling. I thought seven luxury bags in four years and trust me none of them came with a test back I don’t understand there are no option of giving them reviews or read reviews of any product on our Jio there are everywhere on Myntra Amazon Flipkart even Meesho pathetic”
appstore · 2026-07-13 · 1★ · as_14299236456
*** n = the number of real feedback items behind each row (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
What information do users seek outside the platform before purchasing?All 10 relevant items that mention seeking information outside the app before buying, grouped by source.
All 10 items appear in the rows below — each in a specific group, nothing dropped (rows sum to 10).
| Theme | n | % | Detail |
|---|---|---|---|
| google-search | 4 | 40% | |
| friends-family | 3 | 30% | |
| brand-website | 1 | 10% | |
| youtube-reviews | 1 | 10% | |
| instagram-influencer | 1 | 10% |
“For image-led shopping, many shoppers start from a screenshot or saved look, then use visual search to find close matches and compare the same or similar items across retailers before choosing one. The comparison step is not just about the cheapest listing; shoppers also check size availability, shipping speed, and whe”
community · · cm_1x1po82
“Indian shoppers usually research AJIO outside the app by checking reviews on review sites and social platforms, then comparing the same item on other fashion marketplaces before buying. The strongest evidence in the results is that shoppers are explicitly advised to check return policy and keep screenshots for higher-r”
community · · cm_1ll6jfb
“Trustpilot / customer review pages for AJIO reputation and complaint patterns.”
community · · cm_1f7j477
*** n = the number of real feedback items behind each row (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
What role do fit, size, styling, price, reviews, occasion and social validation play?All 257 relevant items that name at least one factor (of 327 relevant). A single item can touch several factors, so the percentages are shares of 257 and sum to more than 100%.
All 257 items appear in the rows below — each in a specific group, nothing dropped (rows sum to 422).
| Theme | n | % | Detail |
|---|---|---|---|
| delivery-returns | 110 | 42.8% | |
| price | 90 | 35% | |
| quality | 88 | 34.2% | |
| brand-trust | 71 | 27.6% | |
| size | 20 | 7.8% | |
| reviews | 19 | 7.4% | |
| fit | 13 | 5.1% | |
| styling | 5 | 1.9% | |
| social-validation | 4 | 1.6% | |
| occasion | 2 | 0.8% |
“Major technical glitch impacting user experience. I have AJIO app installed which silently logs off after sometime. This is not a problem. However since it’s a silent log off, the app still allows user to add multiple products to cart. After multiple careful selection when you go ahead with placing order, it signals yo”
appstore · 2026-07-20 · 1★ · as_14325547994
“Worst cheap products. AJIO is the worst e-commerce platform I have used till date. I ordered 10 kids’ clothing items, and the quality was extremely disappointing. The fabric was very cheap and transparent, some clothes had stains, a few were defective, and several were smaller than the size mentioned. I requested an ex”
appstore · 2026-07-08 · 1★ · as_14277413882
“The worst service one can get, first they deliver a fake Nike shoe, and the customer support didn't do anything. I had to mail a compliant to Nike India and they raised the issue with Ajio to get it returned. They took the shoe but the amount got credited on the Ajio wallet only, so that you have to buy something from ”
playstore · 2026-08-21 · 1★ · gp_979c466b-6bba-4f93-abf9-c33bcd73e4f7
*** n = the number of real feedback items behind each row (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
When is the wishlist genuine purchase intent vs a bookmarking mechanism?All 327 relevant items, each assigned a wishlist nature. Percentages are of 327.
All 327 items appear in the rows below — each in a specific group, nothing dropped (rows sum to 327).
| Theme | n | % | Detail |
|---|---|---|---|
| unclear | 293 | 89.6% | |
| price-watch | 26 | 8% | |
| genuine-intent | 4 | 1.2% | |
| bookmark-browse | 4 | 1.2% |
“Worst cheap products. AJIO is the worst e-commerce platform I have used till date. I ordered 10 kids’ clothing items, and the quality was extremely disappointing. The fabric was very cheap and transparent, some clothes had stains, a few were defective, and several were smaller than the size mentioned. I requested an ex”
appstore · 2026-07-08 · 1★ · as_14277413882
“The worst service one can get, first they deliver a fake Nike shoe, and the customer support didn't do anything. I had to mail a compliant to Nike India and they raised the issue with Ajio to get it returned. They took the shoe but the amount got credited on the Ajio wallet only, so that you have to buy something from ”
playstore · 2026-08-21 · 1★ · gp_979c466b-6bba-4f93-abf9-c33bcd73e4f7
“Scammers. This is one of the most frustrating online shopping experiences I’ve had. AJIO advertises products with attractive discounts, accepts the order, and then makes customers wait for days sometimes until the expected delivery date is almost here only to cancel the order, claiming there was an issue with the deliv”
appstore · 2026-07-07 · 1★ · as_14276609527
*** n = the number of real feedback items behind each row (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
How do these behaviours differ across user segments?All 327 relevant items grouped by shopper segment (segments with <3 items are pooled). % = the segment's share of the relevant corpus; the note gives that segment's top purchase blocker.
All 327 items appear below (rows sum to 327): 82% fall into a named theme, the remaining 18% are grouped in the “other / not stated” row so nothing is dropped.
| Theme | n | % | Detail |
|---|---|---|---|
| general | 128 | 39.1% | top blocker: delivery-concern (15) · 0 genuine-intent |
| budget-conscious shopper | 55 | 16.8% | top blocker: price (26) · 0 genuine-intent |
| frequent returner | 54 | 16.5% | top blocker: quality-doubt (22) · 0 genuine-intent |
| deal-seeking shopper | 10 | 3.1% | top blocker: payment-checkout (1) · 1 genuine-intent |
| tier-2 city shopper | 6 | 1.8% | top blocker: delivery-concern (3) · 0 genuine-intent |
| gift and occasion shopper | 4 | 1.2% | top blocker: delivery-concern (1) · 2 genuine-intent |
| budget-conscious value shoppers (community-observed) | 4 | 1.2% | top blocker: price (2) · 0 genuine-intent |
| highly engaged frequent app shopper | 3 | 0.9% | top blocker: delivery-concern (1) · 1 genuine-intent |
| shopper burned by counterfeit or delivery issues | 3 | 0.9% | top blocker: quality-doubt (2) · 0 genuine-intent |
| smaller / unlabelled segments | 60 | 18.3% | accounted for, but with no single dominant theme |
“Scammers. This is one of the most frustrating online shopping experiences I’ve had. AJIO advertises products with attractive discounts, accepts the order, and then makes customers wait for days sometimes until the expected delivery date is almost here only to cancel the order, claiming there was an issue with the deliv”
appstore · 2026-07-07 · 1★ · as_14276609527
“Fake reviews and Fake app don’t Buy. From 16th of July 2026. I have ordered 4 products of good amt but every time it gets cancelled automatically and you have to register for refund. My mistake was I trusted this fake app and brought Gift cards from Credpay of worth 2000 and now I am stuck in a loop of buying and waiti”
appstore · 2026-08-05 · 1★ · as_14393860738
“This app doesn't load properly. if you click on one product to check then you have to wait for 5 mins. plz hire a better app developer.”
playstore · 2026-08-24 · 2★ · gp_80337fbd-b6ef-4bfd-a48a-35c889354ab4
*** n = the number of real feedback items behind each row (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
What unmet needs emerge consistently across conversations?All 209 relevant items that state an unmet need, grouped by theme. Themes in 2+ independent sources are the durable ones.
All 209 items appear below (rows sum to 209): 23% fall into a named theme, the remaining 77% are grouped in the “other / not stated” row so nothing is dropped.
| Theme | n | % | Detail |
|---|---|---|---|
| reliable order fulfillment and delivery timelines | 9 | 4.3% | seen in 3 of 5 sources |
| reliable returns and refund process | 9 | 4.3% | seen in 2 of 5 sources |
| transparent and accurate pricing | 8 | 3.8% | seen in 3 of 5 sources |
| product quality assurance | 7 | 3.3% | seen in 2 of 5 sources |
| app stability and performance issues | 5 | 2.4% | seen in 3 of 5 sources |
| responsive customer support | 3 | 1.4% | seen in 2 of 5 sources |
| simple and reliable checkout and payment options | 3 | 1.4% | seen in 1 of 5 sources |
| review authenticity and trust | 2 | 1% | seen in 2 of 5 sources |
| fit type filtering for products | 1 | 0.5% | seen in 1 of 5 sources |
| referral and reward crediting reliability | 1 | 0.5% | seen in 1 of 5 sources |
| other unmet need | 161 | 77% | accounted for, but with no single dominant theme |
“Order cancelled and refunded. I would have given no stars for this website. It should be rated yhe most annoying and useless website. Placed an order twice for a shirt to gift my husband, after a week it said out for delivery. I waited daily for the delivery but received notification saying that couldn’t be delivered w”
appstore · 2026-06-20 · 1★ · as_14208053304
“The shittiest E-commerce app in India , these guys first take order than show the expected date after shipping the order they say the order is delayed and no further date for delivery ,when you guys can't deliver goods on time than go to Himalayas and close your damn company . The best part is CS not even they know whe”
playstore · 2026-08-21 · 1★ · gp_beb9c2ce-1d77-4964-9ec8-f0e747103204
“Worst app. I’ve never seen such a dull app you can’t get connected with customer representative. I ordered a T-shirt which price was low because of whatever reasons. I’ve never seen such a dull app you can’t get connected with customer representative. I ordered a T-shirt which price was low because of whatever reasons.”
appstore · 2026-06-20 · 1★ · as_14204623046
*** n = the number of real feedback items this claim rests on (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
Why do users add fashion products to their wishlist?Most saves state no explicit reason; the clearest are price-watch and bookmark-to-compare
“Horrible customer care. First of all, the app has a lot of issues. I tried purchasing a watch, but I was unable to complete the purchase because the eligible coupon was not being applied correctly, preventing me from checking out. The customer support experience was equally disappointing. They were unable to identify o”
appstore · 2026-08-06 · as_14395110860
“Worst cheap products. AJIO is the worst e-commerce platform I have used till date. I ordered 10 kids’ clothing items, and the quality was extremely disappointing. The fabric was very cheap and transparent, some clothes had stains, a few were defective, and several were smaller than the size mentioned. I requested an ex”
appstore · 2026-07-08 · as_14277413882
“The worst service one can get, first they deliver a fake Nike shoe, and the customer support didn't do anything. I had to mail a compliant to Nike India and they raised the issue with Ajio to get it returned. They took the shoe but the amount got credited on the Ajio wallet only, so that you have to buy something from ”
playstore · 2026-08-21 · gp_979c466b-6bba-4f93-abf9-c33bcd73e4f7
“A major reason is price sensitivity: surveys of AJIO shoppers found discounts and low prices are strong purchase drivers, but they do not always trigger instant checkout. Another reason is assortment exploration—many users are drawn to AJIO for brand variety and product range, so they add items to revisit later instead”
community · · cm_1mfqbeb
“Some shoppers also hesitate because of practical uncertainty, especially size, fit, quality, and the inability to physically inspect clothing before paying; these are common barriers in Indian online fashion shopping. AJIO’s wishlist and bag behavior can also reflect plan-to-buy-later habits, where users save items for”
community · · cm_17umk3v
“Yes—available evidence suggests many Indian AJIO shoppers do wait for sales, offers, or price drops, especially on wishlisted or otherwise deferred items. One study says 34% of respondents identified discounts and offers as a factor in choosing the AJIO app, while another notes customers are attracted by temporary pric”
community · · cm_154vrtc
“That said, not every AJIO buyer is waiting only for discounts. Research also shows brand variety is a major draw—one study found 36% of respondents were attracted mainly by AJIO’s brand variety, more than by low prices or discounts. So the clearest answer is: many do wait for sales or drops, but brand selection and per”
community · · cm_1rqp191
“Shoppers also ask for more personalized help choosing—for example, style profiles, body- or preference-based recommendations, occasion-based feeds, and curated suggestions that match their taste and budget.”
community · · cm_1ohk024
“Nice. Lot of collection and good quality”
appstore · 2026-08-18 · as_14445712763
*** n = the number of real feedback items this claim rests on (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
What prevents wishlisted products from being purchased?Quality doubt leads the blockers, then price, delivery and return-hassle fear
“Worst cheap products. AJIO is the worst e-commerce platform I have used till date. I ordered 10 kids’ clothing items, and the quality was extremely disappointing. The fabric was very cheap and transparent, some clothes had stains, a few were defective, and several were smaller than the size mentioned. I requested an ex”
appstore · 2026-07-08 · as_14277413882
“The worst service one can get, first they deliver a fake Nike shoe, and the customer support didn't do anything. I had to mail a compliant to Nike India and they raised the issue with Ajio to get it returned. They took the shoe but the amount got credited on the Ajio wallet only, so that you have to buy something from ”
playstore · 2026-08-21 · gp_979c466b-6bba-4f93-abf9-c33bcd73e4f7
“Worst app in terms or product quality,customer service and ease of using mobile app. This is one of the worst apps when it comes to product quality and customer service. They sell counterfeit or fake products under the names of well-known brands. Even after a return is approved, they take 10–12 days to process it, maki”
appstore · 2026-07-13 · as_14298247305
“Price shown 210 Rs and in fact taken 478 Rs so next time we think twice rather sorry”
playstore · 2026-08-20 · gp_fe237113-923c-4bdf-9d15-122da2182a64
“A major reason is price sensitivity: surveys of AJIO shoppers found discounts and low prices are strong purchase drivers, but they do not always trigger instant checkout. Another reason is assortment exploration—many users are drawn to AJIO for brand variety and product range, so they add items to revisit later instead”
community · · cm_1mfqbeb
“The most common reasons AJIO wishlist items never turn into purchases are price and cost concerns, out-of-stock or size uncertainty, and trust/friction problems in the shopping flow. In user comments from AJIO case-study material, shoppers say they avoid buying because “high shipping costs” matter, items in the wishlis”
community · · cm_wvrfvh
“Horrible customer care. First of all, the app has a lot of issues. I tried purchasing a watch, but I was unable to complete the purchase because the eligible coupon was not being applied correctly, preventing me from checking out. The customer support experience was equally disappointing. They were unable to identify o”
appstore · 2026-08-06 · as_14395110860
“Major technical glitch impacting user experience. I have AJIO app installed which silently logs off after sometime. This is not a problem. However since it’s a silent log off, the app still allows user to add multiple products to cart. After multiple careful selection when you go ahead with placing order, it signals yo”
appstore · 2026-07-20 · as_14325547994
“Fake reviews and Fake app don’t Buy. From 16th of July 2026. I have ordered 4 products of good amt but every time it gets cancelled automatically and you have to register for refund. My mistake was I trusted this fake app and brought Gift cards from Credpay of worth 2000 and now I am stuck in a loop of buying and waiti”
appstore · 2026-08-05 · as_14393860738
*** n = the number of real feedback items this claim rests on (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
What uncertainties remain after a user identifies a product they like?Value-for-money, quality and authenticity are the lingering doubts
“i have requested to ajjo please create emi too or add pay later option too”
playstore · 2026-08-22 · gp_24962b2e-d97c-4cbb-867b-923edd2925aa
“Price shown 210 Rs and in fact taken 478 Rs so next time we think twice rather sorry”
playstore · 2026-08-20 · gp_fe237113-923c-4bdf-9d15-122da2182a64
“A major reason is price sensitivity: surveys of AJIO shoppers found discounts and low prices are strong purchase drivers, but they do not always trigger instant checkout. Another reason is assortment exploration—many users are drawn to AJIO for brand variety and product range, so they add items to revisit later instead”
community · · cm_1mfqbeb
“The worst service one can get, first they deliver a fake Nike shoe, and the customer support didn't do anything. I had to mail a compliant to Nike India and they raised the issue with Ajio to get it returned. They took the shoe but the amount got credited on the Ajio wallet only, so that you have to buy something from ”
playstore · 2026-08-21 · gp_979c466b-6bba-4f93-abf9-c33bcd73e4f7
“The worst app. I would have given negative marks if it was possible .. they sell dusplicate products and if you place a return they will blacklist you n will charge platform fees delivery fees accoding to their own will . if you return something to them please take the refund amount in your bank account . bcoz if u wil”
appstore · 2026-08-11 · as_14414243195
“Worst app in terms or product quality,customer service and ease of using mobile app. This is one of the worst apps when it comes to product quality and customer service. They sell counterfeit or fake products under the names of well-known brands. Even after a return is approved, they take 10–12 days to process it, maki”
appstore · 2026-07-13 · as_14298247305
“Need update in Size filtre. Need one improvement once we select size in filtre that should get carry while complete search , every time we need to check that size is available or not if we enter similar products catalog.”
appstore · 2026-08-04 · as_14387670705
“Too many return?. Now taking 100 bucks if too many returns, no competitor is doing that and so shall everybody go there, this is complete nonsense, clothes if dont fit right or are of a brand and is delivered a diffrent brand causes return to be not accepted.”
appstore · 2026-07-05 · as_14268943014
“I love only the Ajio . Dear Ajio, you are my go-to for fashion, but lately, I'm returning more than I'm keeping due to fit and quality issues. Sharing this constructive feedback because I love your brand and want a better shopping experience!”
appstore · 2026-07-02 · as_14253664281
*** n = the number of real feedback items this claim rests on (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
What causes users to postpone a purchase?Postponement is waiting for a sale and budget timing
“A major reason is price sensitivity: surveys of AJIO shoppers found discounts and low prices are strong purchase drivers, but they do not always trigger instant checkout. Another reason is assortment exploration—many users are drawn to AJIO for brand variety and product range, so they add items to revisit later instead”
community · · cm_1mfqbeb
“Some shoppers also hesitate because of practical uncertainty, especially size, fit, quality, and the inability to physically inspect clothing before paying; these are common barriers in Indian online fashion shopping. AJIO’s wishlist and bag behavior can also reflect plan-to-buy-later habits, where users save items for”
community · · cm_17umk3v
“Yes—available evidence suggests many Indian AJIO shoppers do wait for sales, offers, or price drops, especially on wishlisted or otherwise deferred items. One study says 34% of respondents identified discounts and offers as a factor in choosing the AJIO app, while another notes customers are attracted by temporary pric”
community · · cm_154vrtc
“i have requested to ajjo please create emi too or add pay later option too”
playstore · 2026-08-22 · gp_24962b2e-d97c-4cbb-867b-923edd2925aa
“to much high delivery charges and take platform fees worth app totally”
playstore · 2026-08-24 · gp_7348a763-d281-4f49-af52-da80ed336745
“10:58 2 saal pehle yeh 19 ka tha, ab 27”
youtube · 2026-05-16 · yt_UgwbXzdFefbgFu71Hvt4AaABAg
*** n = the number of real feedback items this claim rests on (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
How do users compare multiple shortlisted products?Comparison is dominated by cross-app and price comparison — a leakage risk (community-strengthened)
“Worst app. Always very much slow in every network or Wi-Fi though other e-commerce app works perfectly at the same time. When they offer AJIO cash, it is almost ..they unable to deliver because of logistics issues. If they somehow deliver, it takes lots of days . Even in case of express delivery..they can’t deliver wit”
appstore · 2026-08-23 · as_14461779961
“The worst app. I would have given negative marks if it was possible .. they sell dusplicate products and if you place a return they will blacklist you n will charge platform fees delivery fees accoding to their own will . if you return something to them please take the refund amount in your bank account . bcoz if u wil”
appstore · 2026-08-11 · as_14414243195
“Misguiding & fooling. I thought seven luxury bags in four years and trust me none of them came with a test back I don’t understand there are no option of giving them reviews or read reviews of any product on our Jio there are everywhere on Myntra Amazon Flipkart even Meesho pathetic”
appstore · 2026-07-13 · as_14299236456
“Price shown 210 Rs and in fact taken 478 Rs so next time we think twice rather sorry”
playstore · 2026-08-20 · gp_fe237113-923c-4bdf-9d15-122da2182a64
“to much high delivery charges and take platform fees worth app totally”
playstore · 2026-08-24 · gp_7348a763-d281-4f49-af52-da80ed336745
“A major reason is price sensitivity: surveys of AJIO shoppers found discounts and low prices are strong purchase drivers, but they do not always trigger instant checkout. Another reason is assortment exploration—many users are drawn to AJIO for brand variety and product range, so they add items to revisit later instead”
community · · cm_1mfqbeb
“Indian shoppers often save AJIO items first and delay buying because they are still comparing options, checking reviews, and waiting for a better deal or more confidence in the product. Research on AJIO users says people commonly browse multiple products, compare 2–3 items before purchasing, read reviews, ask friends o”
community · · cm_oevo6k
“Shoppers usually shortlist a few similar items, then compare them side by side on price, fit cues, reviews, and return terms before buying on fashion apps like AJIO. In practice, they keep multiple tabs open or build a simple list/spreadsheet of options, then eliminate anything with weak reviews, poor sizing confidence”
community · · cm_d1sb7f
“Brand trust matters especially for branded purchases, where shoppers want confidence that the product is genuine and matches official specs. Reviews are used as a checking tool rather than the main purchase driver: people explicitly say they check reviews beforehand, but they still prioritize fit and size first.”
community · · cm_1oxs6zu
*** n = the number of real feedback items this claim rests on (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
What information do users seek outside the platform before purchasing?Off-platform research surfaces only via the community layer — Google/reviews, friends, YouTube
“For image-led shopping, many shoppers start from a screenshot or saved look, then use visual search to find close matches and compare the same or similar items across retailers before choosing one. The comparison step is not just about the cheapest listing; shoppers also check size availability, shipping speed, and whe”
community · · cm_1x1po82
“Indian shoppers usually research AJIO outside the app by checking reviews on review sites and social platforms, then comparing the same item on other fashion marketplaces before buying. The strongest evidence in the results is that shoppers are explicitly advised to check return policy and keep screenshots for higher-r”
community · · cm_1ll6jfb
“Trustpilot / customer review pages for AJIO reputation and complaint patterns.”
community · · cm_1f7j477
“Yes—AJIO shoppers do rely on social proof, but not as the only factor. The AJIO-focused study says shoppers use online reviews, peer feedback, and ratings before buying, and that negative reviews are read critically rather than ignored outright.”
community · · cm_hfck7u
“The same study also says promotional offers and discounts shared on social media motivate AJIO purchases, while influencer promotions help build trust when the influencer is seen as credible and authentic. A separate AJIO UX case study says users specifically check reviews and ratings and also take opinions from friend”
community · · cm_edd2r
“Yes—some shoppers do check YouTube reviews before buying from AJIO, and the search results show multiple “honest review,” “haul,” and “watch this before you buy” videos about AJIO shopping experiences.”
community · · cm_dbajps
*** n = the number of real feedback items this claim rests on (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
What role do fit, size, styling, price, reviews, occasion and social validation play?Delivery/returns, price, quality and brand-trust dominate; social-validation appears via community
“Major technical glitch impacting user experience. I have AJIO app installed which silently logs off after sometime. This is not a problem. However since it’s a silent log off, the app still allows user to add multiple products to cart. After multiple careful selection when you go ahead with placing order, it signals yo”
appstore · 2026-07-20 · as_14325547994
“Worst cheap products. AJIO is the worst e-commerce platform I have used till date. I ordered 10 kids’ clothing items, and the quality was extremely disappointing. The fabric was very cheap and transparent, some clothes had stains, a few were defective, and several were smaller than the size mentioned. I requested an ex”
appstore · 2026-07-08 · as_14277413882
“The worst service one can get, first they deliver a fake Nike shoe, and the customer support didn't do anything. I had to mail a compliant to Nike India and they raised the issue with Ajio to get it returned. They took the shoe but the amount got credited on the Ajio wallet only, so that you have to buy something from ”
playstore · 2026-08-21 · gp_979c466b-6bba-4f93-abf9-c33bcd73e4f7
“The worst service one can get, first they deliver a fake Nike shoe, and the customer support didn't do anything. I had to mail a compliant to Nike India and they raised the issue with Ajio to get it returned. They took the shoe but the amount got credited on the Ajio wallet only, so that you have to buy something from ”
playstore · 2026-08-21 · gp_979c466b-6bba-4f93-abf9-c33bcd73e4f7
“Scammers. This is one of the most frustrating online shopping experiences I’ve had. AJIO advertises products with attractive discounts, accepts the order, and then makes customers wait for days sometimes until the expected delivery date is almost here only to cancel the order, claiming there was an issue with the deliv”
appstore · 2026-07-07 · as_14276609527
“Wrost customer service. got products without tags n now they are not returning giving reason that tags are not intacted,they should properly check product before dispatching ,that tags are attached or not. pathetic customer support”
appstore · 2026-08-19 · as_14447710632
“For Instagram influencers, the evidence here is weaker: the results include a few Instagram reels about AJIO, but they read more like post-purchase opinions or promotions than clear proof that shoppers routinely check influencers *before* buying.”
community · · cm_g92uex
“Yes—AJIO shoppers do rely on social proof, but not as the only factor. The AJIO-focused study says shoppers use online reviews, peer feedback, and ratings before buying, and that negative reviews are read critically rather than ignored outright.”
community · · cm_hfck7u
“The same study also says promotional offers and discounts shared on social media motivate AJIO purchases, while influencer promotions help build trust when the influencer is seen as credible and authentic. A separate AJIO UX case study says users specifically check reviews and ratings and also take opinions from friend”
community · · cm_edd2r
*** n = the number of real feedback items this claim rests on (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
When is the wishlist genuine purchase intent vs a bookmarking mechanism?Intent mostly unreadable from reviews; a price-watch subset treats the save as "buy later cheaper"
“Worst cheap products. AJIO is the worst e-commerce platform I have used till date. I ordered 10 kids’ clothing items, and the quality was extremely disappointing. The fabric was very cheap and transparent, some clothes had stains, a few were defective, and several were smaller than the size mentioned. I requested an ex”
appstore · 2026-07-08 · as_14277413882
“The worst service one can get, first they deliver a fake Nike shoe, and the customer support didn't do anything. I had to mail a compliant to Nike India and they raised the issue with Ajio to get it returned. They took the shoe but the amount got credited on the Ajio wallet only, so that you have to buy something from ”
playstore · 2026-08-21 · gp_979c466b-6bba-4f93-abf9-c33bcd73e4f7
“Scammers. This is one of the most frustrating online shopping experiences I’ve had. AJIO advertises products with attractive discounts, accepts the order, and then makes customers wait for days sometimes until the expected delivery date is almost here only to cancel the order, claiming there was an issue with the deliv”
appstore · 2026-07-07 · as_14276609527
“i have requested to ajjo please create emi too or add pay later option too”
playstore · 2026-08-22 · gp_24962b2e-d97c-4cbb-867b-923edd2925aa
“A major reason is price sensitivity: surveys of AJIO shoppers found discounts and low prices are strong purchase drivers, but they do not always trigger instant checkout. Another reason is assortment exploration—many users are drawn to AJIO for brand variety and product range, so they add items to revisit later instead”
community · · cm_1mfqbeb
“Some shoppers also hesitate because of practical uncertainty, especially size, fit, quality, and the inability to physically inspect clothing before paying; these are common barriers in Indian online fashion shopping. AJIO’s wishlist and bag behavior can also reflect plan-to-buy-later habits, where users save items for”
community · · cm_17umk3v
*** n = the number of real feedback items this claim rests on (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
How do these behaviours differ across user segments?Segments: budget-conscious and frequent returners lead; community adds the young-adult / student profile
“i have requested to ajjo please create emi too or add pay later option too”
playstore · 2026-08-22 · gp_24962b2e-d97c-4cbb-867b-923edd2925aa
“ajio charges extra money on product like platform fees and if i choose mode of payment cash on delivery. seriously this is a open scam.”
playstore · 2026-08-21 · gp_49ab76bd-1c23-462d-bb14-1de7093c61f6
“Worst app. I’ve never seen such a dull app you can’t get connected with customer representative. I ordered a T-shirt which price was low because of whatever reasons. I’ve never seen such a dull app you can’t get connected with customer representative. I ordered a T-shirt which price was low because of whatever reasons.”
appstore · 2026-06-20 · as_14204623046
“AJIO also clearly attracts budget-conscious shoppers who look for value-for-money fashion, discounts, and affordable styles, which is repeatedly mentioned in audience analyses and consumer-behavior summaries.”
community · · cm_nd57fw
“A major reason is price sensitivity: surveys of AJIO shoppers found discounts and low prices are strong purchase drivers, but they do not always trigger instant checkout. Another reason is assortment exploration—many users are drawn to AJIO for brand variety and product range, so they add items to revisit later instead”
community · · cm_1mfqbeb
“The pattern is strongest among price-sensitive and bargain-hunting shoppers. A review of AJIO behavior describes customers who “shop a lot when there are sales or promotions” and “frequently compare prices on various platforms” before buying. Another source says promotional offers and limited-time price reductions incr”
community · · cm_1cmgkjw
“Karnataka Hubli Dharwad district. city mein Inka cash on delivery option Nahi kyu 7 year se me dikha Rahi hua Meesho jise app par cash on delivery option hai AJIO ka nahi hai”
appstore · 2026-07-06 · as_14270550478
“Worst app for shopping. They cancel every product as they wish. Worst experinece . Not proper resolution for issues and delay in devilvery even at the remote places in india.”
appstore · 2026-08-16 · as_14437466376
“Pune main offer nahi..1 rs wala”
youtube · 2026-03-16 · yt_Ugzila0fJtIHRmXhWbZ4AaABAg
*** n = the number of real feedback items this claim rests on (the evidence count). Higher n = stronger; n=1–2 is a weak anecdote. ***
What unmet needs emerge consistently across conversations?Consistent unmet needs: reliable delivery & returns, quality/authenticity assurance, decision support
“The worst service one can get, first they deliver a fake Nike shoe, and the customer support didn't do anything. I had to mail a compliant to Nike India and they raised the issue with Ajio to get it returned. They took the shoe but the amount got credited on the Ajio wallet only, so that you have to buy something from ”
playstore · 2026-08-21 · gp_979c466b-6bba-4f93-abf9-c33bcd73e4f7
“I love only the Ajio . Dear Ajio, you are my go-to for fashion, but lately, I'm returning more than I'm keeping due to fit and quality issues. Sharing this constructive feedback because I love your brand and want a better shopping experience!”
appstore · 2026-07-02 · as_14253664281
“worest app i ordered top but they send an night pant so i returned it they picked the product but still now they are not transfering my money to account ,refund should be iniciated to sep 11 why that much time ,dont buy the product from ajio its an fruad app”
playstore · 2026-08-21 · gp_feabe6d3-c542-4bd1-a58f-ceb5a02af812
“This is extremely disappointing and completely unacceptable from AJIO. I ordered a white pyjama for my 15th August office celebration, expecting a fresh and properly packed product. Instead, I received a dirty, clearly used product that looked like it had already been worn by someone else. How can a reputed platform de”
playstore · 2026-08-20 · gp_2f373628-eb5a-4bc0-a9cb-dc993588d506
“Cash on delivery Rs. 29 and platform fee Rs. 19, delivery charges Rs. 99 Total Rs. 147 without anything. Nothing but a loot. further they themself cancel the order and deduct the palform fees. ajio mostly deliver damaged item, sandle was damaged, shirt was unstitched, shoe without insole, and delivery executiv are sens”
playstore · 2026-08-20 · gp_662f3b6f-5db1-4468-8a3d-5a1b012687e6
“Most useless shopping App. They see cheap quality products.They’ll send products without a tag. Customer Service is pathetic. Don’t waste your money shopping here.”
appstore · 2026-06-22 · as_14212813716
| Product | Coverage | Relevance yield | Avg confidence | Consistency | Human agreement | Triangulation | Citation validity |
|---|---|---|---|---|---|---|---|
| AJIO | 100% | 50% | 55% | — | — | 100% | 100% |
Coverage = items that classified into a valid object ·
Relevance yield = share that is substantive shopping feedback ·
Consistency = label stability when a sample is re-classified ·
Human agreement = model vs a hand-labelled gold set (npm run label) ·
Triangulation = top themes corroborated by ≥2 independent sources ·
Citation validity = synthesized claims whose quote ids resolve to real rows.
AJIO playstore: 200appstore: 200youtube: 200community: 53
Low or zero counts reflect real source availability and are reported as-is.
Every stage below ran for this report. The numbers are this run's, not an illustration.
| Stage | What happens | AJIO |
|---|---|---|
| 1 · Resolve | Company name → verified store ids (never hard-coded) | 1 brand |
| 2 · Collect | Play Store · App Store · YouTube, into one schema | 2174 |
| 3 · Clean | Normalise, then drop empty / too-short / spam / bot / duplicate | 1764 |
| 4 · Extract | One structured AI call per item → 16 fields, schema-enforced | 653 |
| 5 · Cluster | Free-text fields → labelled themes carrying their member ids | 69 themes |
| 6 · Aggregate | Plain counting — the 10 questions + money-tagged opportunities, no model opinion | 327 relevant |
| 7 · Synthesise | Narrative written from the aggregates only | 10 answers |
| Rule | Dropped | Rule | Dropped |
|---|---|---|---|
| tooShort | 377 | exactDuplicate | 16 |
| nearDuplicate | 10 | spam | 4 |
| noLetters | 2 | empty | 1 |
2174 collected → 1764 kept (81%), 410 dropped.
Normalised: emoji: 697repeatedPunctuation: 172stretchedWords: 7usernames: 1urls: 6
Every dropped row is kept in dropped.jsonl with the rule that removed it.
Anything we count uses a fixed vocabulary, so counts are reliable. Anything that needs nuance is free text and is clustered — never matched by string, which would produce a list of count-of-1 "themes". Each cluster keeps the ids of the items it was built from, so the taxonomy is derived from this data rather than chosen in advance.
| Field | Method | Raw lines | Themes | Largest theme |
|---|---|---|---|---|
| blocker_note | free text → clustered → label-merged | 38 | 14 | order cancelled by platform without proper reason (6) |
| info_needed | free text → clustered → label-merged | 91 | 13 | assurance of product authenticity and consistent quality (26) |
| segment | free text → clustered → label-merged | 280 | 19 | general (128) |
| pain | free text → clustered → label-merged | 55 | 10 | difficult and slow return/refund process (10) |
| unmet_need | free text → clustered → label-merged | 56 | 13 | reliable order fulfillment and delivery timelines (9) |
| wishlist_reason · purchase_blocker · residual_uncertainty · factors · wishlist_nature · sentiment | fixed enum — chosen by the model from a closed list | — | — | counted directly |
The narrative model never sees the review corpus. It receives only the aggregates above — counts, percentages and quote ids — and must return each claim with the evidence count it rests on and the quote ids it drew from. Those ids are then checked against real rows; the citation validity figure in the quality panel is that check.
| Guarantee | How it is enforced |
|---|---|
| No claim without a number | n is a required field in the output schema |
| No claim without evidence | quote_ids required; rendered inline above |
| No invented quotes | Ids validated against the corpus → 100% valid |
| No reading of raw reviews | The synthesis payload excludes the corpus by construction |
Seven independent checks. Figures are in the Analysis quality panel above.
| Check | Question it answers | This run |
|---|---|---|
| Coverage | Did every item classify into a valid object? | 100% |
| Relevance yield | How much of the corpus is substantive shopping feedback? | 50% |
| Model confidence | How sure was the model of its own labels? | 55% |
| Re-run consistency | Does the same item get the same label twice? | — |
| Human agreement | Does the model agree with a hand-labelled gold set? | not yet run |
| Source triangulation | Do independent communities surface the same theme? | 100% |
| Citation validity | Did the narrative invent any evidence? | 100% |