GET https://rct.dev.bbntimes.com/technology/leveraging-artificial-intelligence-for-dynamic-pricing

Response
200 OK
IP
3.142.35.211
Profiled on
Token
10dd1e

ArticleController :: show

Request

GET Parameters

None

POST Parameters

None

Uploaded Files

None

Request Attributes

Key Value
_controller 
"App\Controller\ArticleController::show"
_firewall_context 
"security.firewall.map.context.main"
_links 
Symfony\Component\WebLink\GenericLinkProvider {#3640
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      -rel: [
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      -attributes: [
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    }
    3754 => Symfony\Component\WebLink\Link {#3754
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      -attributes: [
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    }
    3753 => Symfony\Component\WebLink\Link {#3753
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      -rel: [
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      -attributes: [
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    }
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      -attributes: [
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      ]
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    3751 => Symfony\Component\WebLink\Link {#3751
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      -attributes: [
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      ]
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    3750 => Symfony\Component\WebLink\Link {#3750
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      -attributes: [
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    3749 => Symfony\Component\WebLink\Link {#3749
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      -attributes: [
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    3748 => Symfony\Component\WebLink\Link {#3748
      -href: "/build/comment-css.css"
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      -attributes: [
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"article_show"
_route_params 
[
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]
_security_firewall_run 
"_security_main"
_stopwatch_token 
"5cc2e1"
category 
"technology"
slug 
"leveraging-artificial-intelligence-for-dynamic-pricing"

Request Headers

Header Value
accept 
"*/*"
accept-encoding 
"gzip, br, zstd, deflate"
connection 
"close"
cookie 
"PHPSESSID=lete20dsfbfv67jrnfh3ke343o"
host 
"rct.dev.bbntimes.com"
user-agent 
"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
x-php-ob-level 
"1"

Request Content

Request content not available (it was retrieved as a resource).

Response

Response Headers

Header Value
cache-control 
"no-cache, private"
content-type 
"text/html; charset=UTF-8"
date 
"Sat, 22 Feb 2025 13:14:10 GMT"
link 
"</build/runtime.js>; rel="preload"; as="script",</build/644.js>; rel="preload"; as="script",</build/502.js>; rel="preload"; as="script",</build/app.js>; rel="preload"; as="script",</build/view-more.js>; rel="preload"; as="script",</build/term-condition.js>; rel="preload"; as="script",</build/contact.js>; rel="preload"; as="script",</build/scroll-infinite-article.js>; rel="preload"; as="script",</build/app.css>; rel="preload"; as="style",</build/cookie-style.css>; rel="preload"; as="style",</build/term-condition-css.css>; rel="preload"; as="style",</build/contact-css.css>; rel="preload"; as="style",</build/comment-css.css>; rel="preload"; as="style""
x-debug-token 
"10dd1e"

Cookies

Request Cookies

Key Value
PHPSESSID 
"lete20dsfbfv67jrnfh3ke343o"

Response Cookies

No response cookies

Session 6

Session Metadata

Key Value
Created 
"Sat, 22 Feb 25 13:13:58 +0000"
Last used 
"Sat, 22 Feb 25 13:14:08 +0000"
Lifetime 
0

Session Attributes

Attribute Value
_csrf/https-comment 
"XVpcXycImG_2K2CjSgMaKe7TK01plrL78NZELuy9VJQ"
_csrf/https-cookie_accept 
"25wjhBfkxQdOzYhnKrj0NNz-ecfnJdq3WUakah30e50"

Session Usage

6 Usages
Stateless check enabled
Usage
Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:76
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:79
Show trace 
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:52
Show trace 
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:56
Show trace 
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    "type" => "->"
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    "line" => 76
    "function" => "handleRaw"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
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    "line" => 197
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/runtime/Runner/Symfony/HttpKernelRunner.php"
    "line" => 35
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\Kernel"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    "line" => 29
    "function" => "run"
    "class" => "Symfony\Component\Runtime\Runner\Symfony\HttpKernelRunner"
    "type" => "->"
  ]
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php"
    "line" => 5
    "args" => [
      "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    ]
    "function" => "require_once"
  ]
]
Symfony\Component\Security\Core\Authentication\Token\Storage\UsageTrackingTokenStorage:41
Show trace 
[
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/security-core/Authentication/Token/Storage/UsageTrackingTokenStorage.php"
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    "function" => "getMetadataBag"
    "class" => "Symfony\Component\HttpFoundation\Session\Session"
    "type" => "->"
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  [
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    "line" => 379
    "function" => "display"
    "class" => "Twig\Template"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/TemplateWrapper.php"
    "line" => 38
    "function" => "render"
    "class" => "Twig\Template"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/Environment.php"
    "line" => 280
    "function" => "render"
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  [
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    "function" => "render"
    "class" => "Twig\Environment"
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  [
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    "line" => 453
    "function" => "doRenderView"
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  [
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    "function" => "doRender"
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  [
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
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    "function" => "show"
    "class" => "App\Controller\ArticleController"
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  [
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    "function" => "handleRaw"
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    "type" => "->"
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  [
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    "function" => "handle"
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  [
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    "function" => "handle"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
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    "function" => "run"
    "class" => "Symfony\Component\Runtime\Runner\Symfony\HttpKernelRunner"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php"
    "line" => 5
    "args" => [
      "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    ]
    "function" => "require_once"
  ]
]
Symfony\Component\Security\Http\Firewall\ContextListener:171
Show trace 
[
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/security-http/Firewall/ContextListener.php"
    "line" => 171
    "function" => "remove"
    "class" => "Symfony\Component\HttpFoundation\Session\Session"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/Debug/WrappedListener.php"
    "line" => 116
    "function" => "onKernelResponse"
    "class" => "Symfony\Component\Security\Http\Firewall\ContextListener"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/EventDispatcher.php"
    "line" => 220
    "function" => "__invoke"
    "class" => "Symfony\Component\EventDispatcher\Debug\WrappedListener"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/EventDispatcher.php"
    "line" => 56
    "function" => "callListeners"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/Debug/TraceableEventDispatcher.php"
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    "function" => "dispatch"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
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    "function" => "dispatch"
    "class" => "Symfony\Component\EventDispatcher\Debug\TraceableEventDispatcher"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 202
    "function" => "filterResponse"
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    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
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    "function" => "handleRaw"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
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    "function" => "run"
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  [
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    "function" => "require_once"
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]

Flashes

Flashes

No flash messages were created.

Server Parameters

Server Parameters

Defined in .env

Key Value
APP_ENV 
"dev"
APP_SECRET 
"0a988e63f011514eaabfc650b599af4d"
CORS_ALLOW_ORIGIN 
"*"
DATABASE_URL 
"mysql://bbndb_rctuser:33F5W25z40or0f7@localhost:3306/rct_bbntimes"
GOOGLE_RECAPTCHA_SECRET_KEY 
"6LdV5fgpAAAAANxzTG8ZMfIjil1wu-1vrQvnUt-x"
GOOGLE_RECAPTCHA_SITE_KEY 
"6LdV5fgpAAAAAENKcn73MJAhQrbtQeqgyC4wDLMP"
MAILER_DSN 
"smtp://no-reply%40rct.dev.bbntimes.com:Bl6%26gLD48%26Of919@rct.dev.bbntimes.com:465"
MARIADB_PASSWORD 
"i!87pK&!85ezc8"

Defined as regular env variables

Key Value
APP_DEBUG 
"1"
BASE 
"/public"
CONTEXT_DOCUMENT_ROOT 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com"
CONTEXT_PREFIX 
""
DOCUMENT_ROOT 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com"
FCGI_ROLE 
"RESPONDER"
GATEWAY_INTERFACE 
"CGI/1.1"
HTTPS 
"on"
HTTP_ACCEPT 
"*/*"
HTTP_ACCEPT_ENCODING 
"gzip, br, zstd, deflate"
HTTP_CONNECTION 
"close"
HTTP_COOKIE 
"PHPSESSID=lete20dsfbfv67jrnfh3ke343o"
HTTP_HOST 
"rct.dev.bbntimes.com"
HTTP_USER_AGENT 
"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY 
"0"
PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY 
"0"
PATH 
"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/snap/bin"
PHP_SELF 
"/public/index.php"
PP_CUSTOM_PHP_CGI_INDEX 
"plesk-php81-fastcgi"
PP_CUSTOM_PHP_INI 
"/var/www/vhosts/system/rct.dev.bbntimes.com/etc/php.ini"
QUERY_STRING 
""
REDIRECT_BASE 
"/public"
REDIRECT_HTTPS 
"on"
REDIRECT_PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_REDIRECT_HTTPS 
"on"
REDIRECT_REDIRECT_PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_REDIRECT_PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/technology/leveraging-artificial-intelligence-for-dynamic-pricing"
REDIRECT_REDIRECT_SCRIPT_URL 
"/technology/leveraging-artificial-intelligence-for-dynamic-pricing"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"Z7nNobiBoyj8JZ8-HGx-RgAAAA0"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/technology/leveraging-artificial-intelligence-for-dynamic-pricing"
REDIRECT_SCRIPT_URL 
"/technology/leveraging-artificial-intelligence-for-dynamic-pricing"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"Z7nNobiBoyj8JZ8-HGx-RgAAAA0"
REDIRECT_URL 
"/public/technology/leveraging-artificial-intelligence-for-dynamic-pricing"
REMOTE_ADDR 
"3.142.35.211"
REMOTE_PORT 
"10130"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1740230049
REQUEST_TIME_FLOAT 
1740230049.2685
REQUEST_URI 
"/technology/leveraging-artificial-intelligence-for-dynamic-pricing"
SCRIPT_FILENAME 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php"
SCRIPT_NAME 
"/public/index.php"
SCRIPT_URI 
"https://rct.dev.bbntimes.com/technology/leveraging-artificial-intelligence-for-dynamic-pricing"
SCRIPT_URL 
"/technology/leveraging-artificial-intelligence-for-dynamic-pricing"
SERVER_ADDR 
"5.196.1.209"
SERVER_ADMIN 
"[no address given]"
SERVER_NAME 
"rct.dev.bbntimes.com"
SERVER_PORT 
"443"
SERVER_PROTOCOL 
"HTTP/1.1"
SERVER_SIGNATURE 
"<address>Apache Server at rct.dev.bbntimes.com Port 443</address>\n"
SERVER_SOFTWARE 
"Apache"
SSL_TLS_SNI 
"rct.dev.bbntimes.com"
SYMFONY_DOTENV_VARS 
"APP_ENV,APP_SECRET,DATABASE_URL,MARIADB_PASSWORD,CORS_ALLOW_ORIGIN,MAILER_DSN,GOOGLE_RECAPTCHA_SECRET_KEY,GOOGLE_RECAPTCHA_SITE_KEY"
UNIQUE_ID 
"Z7nNobiBoyj8JZ8-HGx-RgAAAA0"

Sub Requests 6

CookieController :: renderAnalysis (token = 5a388c)

Key Value
_controller 
"App\Controller\CookieController::renderAnalysis"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"e033ad"

AppController :: renderHeader (token = 152abb)

Key Value
_controller 
"App\Controller\AppController::renderHeader"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"846114"
slug 
"home"

ArticleController :: trendingArticle (token = 85b06e)

Key Value
_controller 
"App\Controller\ArticleController::trendingArticle"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"f8384a"
category 
"Technology"

ArticleController :: relatedArticles (token = 5a1f65)

Key Value
_controller 
"App\Controller\ArticleController::relatedArticles"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"404d35"
current_article 
App\Entity\Article {#1094
  -id: 6338
  -title: "Leveraging Artificial Intelligence for Dynamic Pricing"
  -slug: "leveraging-artificial-intelligence-for-dynamic-pricing"
  -introtext: "<p>Using artificial intelligence (AI) for dynamic pricing can help businesses make profitable decisions by accurately gauging the price to be displayed to the customer that can guarantee a purchase.</p>\r\n"
  -content: """
    \r\n
    <p><a href="https://whatis.techtarget.com/definition/dynamic-pricing" target="_blank" rel="nofollow noopener">Dynamic pricing</a>, also called real-time pricing, is an approach to setting the cost for a product or service that is highly flexible. The objective of dynamic pricing is to adjust the price of a particular product in such a way that it results in the customer buying the product and at a price that is the most profitable for the company. Airline companies and e-commerce players use dynamic pricing to show different prices for the same product depending upon the customer. However, businesses can face the issue of low conversion rates if the price is not set right. Similarly, businesses try to fluctuate the price frequently to attract the customer, but this can prove counterproductive as the customer can keep waiting for a long time for the price to reach his desired amount. The use of AI for dynamic pricing aims at setting the price in such a way that it has a high chance of product sales in the first instance.</p>\r\n
    <h2>Reading the Customer’s Mind by Using AI for Dynamic Pricing</h2>\r\n
    <p>Artificial intelligence can help understand the customer’s preferences, such as the products they are interested in, the time of the day they are most likely to buy, and the maximum price they are willing to pay for a product. The application of AI for dynamic pricing is as follows:</p>\r\n
    <div class="slate-resizable-image-embed slate-image-embed__resize-full-width"><img src="https://media-exp1.licdn.com/dms/image/C4D12AQGh6iU6c46WbQ/article-inline_image-shrink_1500_2232/0?e=1598486400&amp;v=beta&amp;t=7aWMkFlgx4CP1qAsB9EB7SIS_Wg-rtQIZcueGIgBG4U" alt="Reading the Customer’s Mind by Using AI for Dynamic Pricing" width="1088" height="548" data-media-urn data-li-src="https://media-exp1.licdn.com/dms/image/C4D12AQGh6iU6c46WbQ/article-inline_image-shrink_1500_2232/0?e=1598486400&amp;v=beta&amp;t=7aWMkFlgx4CP1qAsB9EB7SIS_Wg-rtQIZcueGIgBG4U" /></div>\r\n
    <h2>Creating Customer Groups</h2>\r\n
    <p>Artificial intelligence can help with&nbsp;<a href="https://www.shopify.in/encyclopedia/customer-segmentation" target="_blank" rel="nofollow noopener">customer segmentation</a>. It can help businesses divide customers into groups based on their broader preferences but still having slight variations. For instance,&nbsp;<a href="https://www.allerin.com/blog/applications-of-ai-in-ecommerce" target="_blank" rel="nofollow noopener">e-commerce businesses can use AI</a>&nbsp;algorithms that can analyze data such as internet search preferences, social media activity and collate data from other sources such as the individual’s activity on a competitor’s website to sort people into groups. All the data collectively combined, also can be referred to as big data, can help provide a better understanding of homogenous groups. These groups help businesses with accurate customer segmentation, which can be utilized for dynamic pricing.</p>\r\n
    <p>For example, big data can be used to sort customers into two groups regarding their mobile phone preferences. They can be placed into Android or Apple users based on their historical data. Thus, the business can use customer segregation to show individuals only their preferred products. This can help retain customers on their website for long periods.</p>\r\n
    <h2>Understanding Unique Preferences</h2>\r\n
    <p>The individuals can be further divided into subcategories based on their individual preferences using AI tools. The algorithm can analyze the search and buying patterns of the individual, the time and day they spend on the purchases, and the price they are willing to pay for a particular product. Additionally, the AI algorithm can analyze the previous purchase history of the individual to price the product in a manner that can result in a purchase from the individual and fetch the business the maximum price.</p>\r\n
    <p>For example, if an individual searches for products at weekend nights online, an e-commerce business can use this data to send notifications about products the individual is interested in, during that particular time. Similarly, the product can be priced according to the purchase history of the individual for the same product or similar products. This can increase the chances of the individual buying the product.</p>\r\n
    <p>Using AI for dynamic pricing can help improve the chances of sales for businesses, thereby increasing their profits. They can get more precise at displaying prices to individual customers that can guarantee a purchase. The technology provides long term benefits for businesses as individual user data increases with time, and the system improves in predicting what price is right for the customer.</p>
    """
  -user: Proxies\__CG__\App\Entity\User {#1092 …}
  -createdAt: DateTime @1592926111 {#1145
    date: 2020-06-23 15:28:31.0 UTC (+00:00)
  }
  -updatedAt: DateTime @1592926250 {#1150
    date: 2020-06-23 15:30:50.0 UTC (+00:00)
  }
  -deletedAt: null
  -category: App\Entity\Category {#445 …}
  -status: "published"
  -imageCard: Proxies\__CG__\App\Entity\File {#1184 …}
  -ImageHeader: Proxies\__CG__\App\Entity\File {#1184 …}
  -featured: false
  -mainView: false
  -clicks: 2111
  -comments: Doctrine\ORM\PersistentCollection {#1125 …}
  -reviewed_at: DateTime @1592926111 {#1148
    date: 2020-06-23 15:28:31.0 UTC (+00:00)
  }
  -metakey: "Leveraging Artificial Intelligence for Dynamic Pricing"
  -metadesc: "Using artificial intelligence (AI) for dynamic pricing can help businesses make profitable decisions by accurately gauging the price to be displayed to the customer that can guarantee a purchase."
  -robots: null
  -publishedAt: DateTime @1592926111 {#1147
    date: 2020-06-23 15:28:31.0 UTC (+00:00)
  }
  -canonical: null
  -superTag: null
}

AppController :: renderFooter (token = 12e288)

Key Value
_controller 
"App\Controller\AppController::renderFooter"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"915f0f"

CookieController :: renderCookie (token = eeb100)

Key Value
_controller 
"App\Controller\CookieController::renderCookie"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"dc59b2"