Viewing enriched Twitter post
AI may change not just what we buy, but how prices are set. As systems begin to shop on behalf of consumers, fashion could move toward more dynamic, personalized pricing, accelerating cycles of demand, overproduction and discounting. The shift is subtle but powerful. When AI influences both sides of the transaction, pricing itself becomes part of the algorithm. https://t.co/o5c18ZZVAA @ConversationEDU @ConversationUS
{
"media": [
{
"url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/2044385417353437217/media_0.jpg",
"media_url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/2044385417353437217/media_0.jpg",
"type": "photo",
"filename": "media_0.jpg"
}
],
"processed_at": "2026-04-15T12:05:04.352645",
"pipeline_version": "2.0"
}{
"type": "tweet",
"id": "2044385417353437217",
"url": "https://x.com/SpirosMargaris/status/2044385417353437217",
"twitterUrl": "https://twitter.com/SpirosMargaris/status/2044385417353437217",
"text": "AI may change not just what we buy, but how prices are set.\n\nAs systems begin to shop on behalf of consumers, fashion could move toward more dynamic, personalized pricing, accelerating cycles of demand, overproduction and discounting.\n\nThe shift is subtle but powerful. When AI influences both sides of the transaction, pricing itself becomes part of the algorithm. \n\nhttps://t.co/o5c18ZZVAA @ConversationEDU @ConversationUS",
"source": "Twitter for iPhone",
"retweetCount": 0,
"replyCount": 0,
"likeCount": 0,
"quoteCount": 0,
"viewCount": 21,
"createdAt": "Wed Apr 15 12:00:40 +0000 2026",
"lang": "en",
"bookmarkCount": 0,
"isReply": false,
"inReplyToId": null,
"conversationId": "2044385417353437217",
"displayTextRange": [
0,
277
],
"inReplyToUserId": null,
"inReplyToUsername": null,
"author": {
"type": "user",
"userName": "SpirosMargaris",
"url": "https://x.com/SpirosMargaris",
"twitterUrl": "https://twitter.com/SpirosMargaris",
"id": "2711212681",
"name": "Spiros Margaris",
"isVerified": false,
"isBlueVerified": true,
"verifiedType": null,
"profilePicture": "https://pbs.twimg.com/profile_images/1658909947025924108/kl5WbjWk_normal.jpg",
"coverPicture": "https://pbs.twimg.com/profile_banners/2711212681/1754232805",
"description": "",
"location": "All Over the World",
"followers": 132749,
"following": 24051,
"status": "",
"canDm": false,
"canMediaTag": false,
"createdAt": "Wed Aug 06 05:20:16 +0000 2014",
"entities": {
"description": {
"urls": []
},
"url": {}
},
"fastFollowersCount": 0,
"favouritesCount": 262055,
"hasCustomTimelines": true,
"isTranslator": false,
"mediaCount": 83121,
"statusesCount": 325203,
"withheldInCountries": [],
"affiliatesHighlightedLabel": {},
"possiblySensitive": false,
"pinnedTweetIds": [
"2027723954195148810"
],
"profile_bio": {
"description": "#VC | No 1 #Fintech #Banking @Refinitiv & @Onalytica | #AI | @TEDx | @qualco_sa @natechsa @SparkLabsGlobal @ai_mediastalker @HeradoHQ @usebarq",
"entities": {
"description": {
"hashtags": [
{
"indices": [
0,
3
],
"text": "VC"
},
{
"indices": [
11,
19
],
"text": "Fintech"
},
{
"indices": [
20,
28
],
"text": "Banking"
},
{
"indices": [
55,
58
],
"text": "AI"
}
],
"symbols": [],
"urls": [],
"user_mentions": [
{
"id_str": "0",
"indices": [
29,
39
],
"name": "",
"screen_name": "Refinitiv"
},
{
"id_str": "0",
"indices": [
42,
52
],
"name": "",
"screen_name": "Onalytica"
},
{
"id_str": "0",
"indices": [
61,
66
],
"name": "",
"screen_name": "TEDx"
},
{
"id_str": "0",
"indices": [
69,
79
],
"name": "",
"screen_name": "qualco_sa"
},
{
"id_str": "0",
"indices": [
80,
89
],
"name": "",
"screen_name": "natechsa"
},
{
"id_str": "0",
"indices": [
90,
106
],
"name": "",
"screen_name": "SparkLabsGlobal"
},
{
"id_str": "0",
"indices": [
107,
123
],
"name": "",
"screen_name": "ai_mediastalker"
},
{
"id_str": "0",
"indices": [
124,
133
],
"name": "",
"screen_name": "HeradoHQ"
},
{
"id_str": "0",
"indices": [
134,
142
],
"name": "",
"screen_name": "usebarq"
}
]
},
"url": {
"urls": [
{
"display_url": "MargarisVentures.com",
"expanded_url": "http://www.MargarisVentures.com",
"indices": [
0,
23
],
"url": "https://t.co/gUoh5w20av"
}
]
}
}
},
"isAutomated": false,
"automatedBy": null
},
"extendedEntities": {},
"card": {
"binding_values": [
{
"key": "photo_image_full_size_large",
"value": {
"image_value": {
"height": 419,
"url": "https://pbs.twimg.com/card_img/2044138988210905090/SFZl6_yM?format=jpg&name=800x419",
"width": 800
}
}
},
{
"key": "thumbnail_image",
"value": {
"image_value": {
"height": 197,
"url": "https://pbs.twimg.com/card_img/2044138988210905090/SFZl6_yM?format=jpg&name=400x400",
"width": 400
}
}
},
{
"key": "description",
"value": {
"string_value": "Dynamic pricing is already changing the final cost of clothing. Some prices are rising, but others are falling."
}
},
{
"key": "domain",
"value": {
"string_value": "theconversation.com"
}
},
{
"key": "thumbnail_image_large",
"value": {
"image_value": {
"height": 296,
"url": "https://pbs.twimg.com/card_img/2044138988210905090/SFZl6_yM?format=jpg&name=600x600",
"width": 600
}
}
},
{
"key": "summary_photo_image_small",
"value": {
"image_value": {
"height": 202,
"url": "https://pbs.twimg.com/card_img/2044138988210905090/SFZl6_yM?format=jpg&name=386x202",
"width": 386
}
}
},
{
"key": "thumbnail_image_original",
"value": {
"image_value": {
"height": 668,
"url": "https://pbs.twimg.com/card_img/2044138988210905090/SFZl6_yM?format=jpg&name=orig",
"width": 1356
}
}
},
{
"key": "site",
"value": {
"scribe_key": "publisher_id",
"user_value": {
"id_str": "224495471",
"path": []
}
}
},
{
"key": "photo_image_full_size_small",
"value": {
"image_value": {
"height": 202,
"url": "https://pbs.twimg.com/card_img/2044138988210905090/SFZl6_yM?format=jpg&name=386x202",
"width": 386
}
}
},
{
"key": "summary_photo_image_large",
"value": {
"image_value": {
"height": 419,
"url": "https://pbs.twimg.com/card_img/2044138988210905090/SFZl6_yM?format=jpg&name=800x419",
"width": 800
}
}
},
{
"key": "thumbnail_image_small",
"value": {
"image_value": {
"height": 71,
"url": "https://pbs.twimg.com/card_img/2044138988210905090/SFZl6_yM?format=jpg&name=144x144",
"width": 144
}
}
},
{
"key": "thumbnail_image_x_large",
"value": {
"image_value": {
"height": 668,
"url": "https://pbs.twimg.com/card_img/2044138988210905090/SFZl6_yM?format=png&name=2048x2048_2_exp",
"width": 1356
}
}
},
{
"key": "photo_image_full_size_original",
"value": {
"image_value": {
"height": 668,
"url": "https://pbs.twimg.com/card_img/2044138988210905090/SFZl6_yM?format=jpg&name=orig",
"width": 1356
}
}
},
{
"key": "vanity_url",
"value": {
"scribe_key": "vanity_url",
"string_value": "theconversation.com"
}
},
{
"key": "photo_image_full_size",
"value": {
"image_value": {
"height": 314,
"url": "https://pbs.twimg.com/card_img/2044138988210905090/SFZl6_yM?format=jpg&name=600x314",
"width": 600
}
}
},
{
"key": "thumbnail_image_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 45.94,
"rgb": {
"blue": 54,
"green": 118,
"red": 173
}
},
{
"percentage": 16.01,
"rgb": {
"blue": 227,
"green": 227,
"red": 221
}
},
{
"percentage": 12.19,
"rgb": {
"blue": 37,
"green": 43,
"red": 38
}
},
{
"percentage": 8.57,
"rgb": {
"blue": 85,
"green": 119,
"red": 143
}
},
{
"percentage": 1.77,
"rgb": {
"blue": 1,
"green": 142,
"red": 210
}
}
]
}
}
},
{
"key": "title",
"value": {
"string_value": "When AI starts shopping for you, fashion may be entering a new era of pricing"
}
},
{
"key": "summary_photo_image_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 45.94,
"rgb": {
"blue": 54,
"green": 118,
"red": 173
}
},
{
"percentage": 16.01,
"rgb": {
"blue": 227,
"green": 227,
"red": 221
}
},
{
"percentage": 12.19,
"rgb": {
"blue": 37,
"green": 43,
"red": 38
}
},
{
"percentage": 8.57,
"rgb": {
"blue": 85,
"green": 119,
"red": 143
}
},
{
"percentage": 1.77,
"rgb": {
"blue": 1,
"green": 142,
"red": 210
}
}
]
}
}
},
{
"key": "summary_photo_image_x_large",
"value": {
"image_value": {
"height": 668,
"url": "https://pbs.twimg.com/card_img/2044138988210905090/SFZl6_yM?format=png&name=2048x2048_2_exp",
"width": 1356
}
}
},
{
"key": "summary_photo_image",
"value": {
"image_value": {
"height": 314,
"url": "https://pbs.twimg.com/card_img/2044138988210905090/SFZl6_yM?format=jpg&name=600x314",
"width": 600
}
}
},
{
"key": "photo_image_full_size_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 45.94,
"rgb": {
"blue": 54,
"green": 118,
"red": 173
}
},
{
"percentage": 16.01,
"rgb": {
"blue": 227,
"green": 227,
"red": 221
}
},
{
"percentage": 12.19,
"rgb": {
"blue": 37,
"green": 43,
"red": 38
}
},
{
"percentage": 8.57,
"rgb": {
"blue": 85,
"green": 119,
"red": 143
}
},
{
"percentage": 1.77,
"rgb": {
"blue": 1,
"green": 142,
"red": 210
}
}
]
}
}
},
{
"key": "photo_image_full_size_x_large",
"value": {
"image_value": {
"height": 668,
"url": "https://pbs.twimg.com/card_img/2044138988210905090/SFZl6_yM?format=png&name=2048x2048_2_exp",
"width": 1356
}
}
},
{
"key": "card_url",
"value": {
"scribe_key": "card_url",
"string_value": "https://t.co/o5c18ZZVAA"
}
},
{
"key": "summary_photo_image_original",
"value": {
"image_value": {
"height": 668,
"url": "https://pbs.twimg.com/card_img/2044138988210905090/SFZl6_yM?format=jpg&name=orig",
"width": 1356
}
}
}
],
"card_platform": {
"platform": {
"audience": {
"name": "production"
},
"device": {
"name": "iPhone",
"version": "13"
}
}
},
"name": "summary_large_image",
"url": "https://t.co/o5c18ZZVAA",
"user_refs_results": [
{
"rest_id": "224495471",
"result": {
"__typename": "User",
"action_counts": {
"favorites_count": 4140
},
"avatar": {
"image_url": "https://pbs.twimg.com/profile_images/1523434229568516096/6rkFtNYN_normal.jpg"
},
"banner": {
"image_url": "https://pbs.twimg.com/profile_banners/224495471/1751336146"
},
"core": {
"created_at": "Thu Dec 09 04:36:36 +0000 2010",
"name": "The Conversation - Australia + New Zealand",
"screen_name": "ConversationEDU"
},
"dm_permissions": {
"can_dm": false
},
"exclusive_tweet_following": false,
"follow_request_sent": false,
"identity_profile_labels_highlighted_label": {},
"location": {
"location": "Australia"
},
"media_permissions": {
"can_media_tag": true
},
"notifications_settings": {
"notifications_enabled": false
},
"pinned_items": {
"tweet_ids_str": []
},
"privacy": {
"protected": false,
"suspended": false
},
"private_super_following": false,
"profile_bio": {
"description": "Independent news from the sharpest academic minds. \nRead: https://t.co/pXIyo0baiZ\nSubscribe for free: https://t.co/irKmzN4lcL\nDonate: https://t.co/kQf5W9e2CX",
"entities": {
"description": {
"hashtags": [],
"symbols": [],
"urls": [
{
"display_url": "theconversation.com/au",
"expanded_url": "http://theconversation.com/au",
"indices": [
59,
82
],
"url": "https://t.co/pXIyo0baiZ"
},
{
"display_url": "bit.ly/46zgcyz",
"expanded_url": "http://bit.ly/46zgcyz",
"indices": [
103,
126
],
"url": "https://t.co/irKmzN4lcL"
},
{
"display_url": "bit.ly/3JKj16a",
"expanded_url": "http://bit.ly/3JKj16a",
"indices": [
135,
158
],
"url": "https://t.co/kQf5W9e2CX"
}
],
"user_mentions": []
},
"url": {
"urls": [
{
"display_url": "theconversation.com/au",
"expanded_url": "https://theconversation.com/au",
"indices": [
0,
23
],
"url": "https://t.co/lMLgn5VEkr"
}
]
}
}
},
"profile_image_shape": "Circle",
"profile_metadata": {
"profile_interstitial_type": "",
"profile_link_color": "D8362A"
},
"profile_translation": {
"translator_type_enum": "None"
},
"properties": {
"has_extended_profile": false
},
"relationship_counts": {
"followers": 179802,
"following": 5352
},
"relationship_perspectives": {
"blocked_by": false,
"blocking": false,
"followed_by": false,
"following": false,
"live_following": false,
"muting": false
},
"rest_id": "224495471",
"smart_blocked_by": false,
"smart_blocking": false,
"super_follow_eligible": false,
"super_followed_by": false,
"super_following": false,
"tweet_counts": {
"media_tweets": 9446,
"tweets": 109163
},
"verification": {
"is_blue_verified": true,
"verified": false
},
"website": {
"url": "https://t.co/lMLgn5VEkr"
}
}
}
]
},
"place": {},
"entities": {
"hashtags": [],
"symbols": [],
"urls": [
{
"display_url": "theconversation.com/when-ai-starts…",
"expanded_url": "https://theconversation.com/when-ai-starts-shopping-for-you-fashion-may-be-entering-a-new-era-of-pricing-280142",
"indices": [
368,
391
],
"url": "https://t.co/o5c18ZZVAA"
}
],
"user_mentions": [
{
"id_str": "224495471",
"indices": [
392,
408
],
"name": "The Conversation - Australia + New Zealand",
"screen_name": "ConversationEDU"
},
{
"id_str": "2733320850",
"indices": [
409,
424
],
"name": "The Conversation U.S.",
"screen_name": "ConversationUS"
}
]
},
"quoted_tweet": null,
"retweeted_tweet": null,
"isLimitedReply": false,
"communityInfo": null,
"article": null
}