GET https://rct.dev.bbntimes.com/financial/applications-of-neural-networks-in-the-insurance-industry

Response
200 OK
IP
18.188.249.86
Profiled on
Token
9c22ce

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 {#3549
  -links: [
    3670 => Symfony\Component\WebLink\Link {#3670
      -href: "/build/runtime.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3668 => Symfony\Component\WebLink\Link {#3668
      -href: "/build/644.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3667 => Symfony\Component\WebLink\Link {#3667
      -href: "/build/502.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3666 => Symfony\Component\WebLink\Link {#3666
      -href: "/build/app.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3665 => Symfony\Component\WebLink\Link {#3665
      -href: "/build/view-more.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3664 => Symfony\Component\WebLink\Link {#3664
      -href: "/build/term-condition.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3663 => Symfony\Component\WebLink\Link {#3663
      -href: "/build/contact.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3662 => Symfony\Component\WebLink\Link {#3662
      -href: "/build/scroll-infinite-article.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3661 => Symfony\Component\WebLink\Link {#3661
      -href: "/build/app.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3660 => Symfony\Component\WebLink\Link {#3660
      -href: "/build/cookie-style.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3659 => Symfony\Component\WebLink\Link {#3659
      -href: "/build/term-condition-css.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3658 => Symfony\Component\WebLink\Link {#3658
      -href: "/build/contact-css.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3657 => Symfony\Component\WebLink\Link {#3657
      -href: "/build/comment-css.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
  ]
}
_route 
"article_show"
_route_params 
[
  "category" => "financial"
  "slug" => "applications-of-neural-networks-in-the-insurance-industry"
]
_security_firewall_run 
"_security_main"
_stopwatch_token 
"a41bdf"
category 
"financial"
slug 
"applications-of-neural-networks-in-the-insurance-industry"

Request Headers

Header Value
accept 
"*/*"
accept-encoding 
"gzip, br, zstd, deflate"
connection 
"close"
cookie 
"PHPSESSID=orotf57mp69omsnlm5q6iop5gr"
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 
"Wed, 16 Apr 2025 01:10:01 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 
"9c22ce"

Cookies

Request Cookies

Key Value
PHPSESSID 
"orotf57mp69omsnlm5q6iop5gr"

Response Cookies

No response cookies

Session 6

Session Metadata

Key Value
Created 
"Wed, 16 Apr 25 01:09:53 +0000"
Last used 
"Wed, 16 Apr 25 01:09:59 +0000"
Lifetime 
0

Session Attributes

Attribute Value
_csrf/https-comment 
"xnt45XBXwUKk5pbQHNBs7tLq513za747N7tALaFijBQ"
_csrf/https-cookie_accept 
"J3TyqcOR0Za1mlCA6JrLzeVL1rqHDETx7vkfSGMik9k"

Session Usage

6 Usages
Stateless check enabled
Usage
Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:76
Show trace 
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    "function" => "require_once"
  ]
]
Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:79
Show trace 
[
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/security-csrf/TokenStorage/SessionTokenStorage.php"
    "line" => 79
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    "function" => "require_once"
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:52
Show trace 
[
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/security-csrf/TokenStorage/SessionTokenStorage.php"
    "line" => 52
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:56
Show trace 
[
  [
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    "function" => "run"
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    ]
    "function" => "require_once"
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]
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"
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]
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
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    "function" => "__invoke"
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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=orotf57mp69omsnlm5q6iop5gr"
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/financial/applications-of-neural-networks-in-the-insurance-industry"
REDIRECT_REDIRECT_SCRIPT_URL 
"/financial/applications-of-neural-networks-in-the-insurance-industry"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"Z_8DaHvbirLQs6R-Q6S5qwAAAQY"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/financial/applications-of-neural-networks-in-the-insurance-industry"
REDIRECT_SCRIPT_URL 
"/financial/applications-of-neural-networks-in-the-insurance-industry"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"Z_8DaHvbirLQs6R-Q6S5qwAAAQY"
REDIRECT_URL 
"/public/financial/applications-of-neural-networks-in-the-insurance-industry"
REMOTE_ADDR 
"18.188.249.86"
REMOTE_PORT 
"14024"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1744765800
REQUEST_TIME_FLOAT 
1744765800.4898
REQUEST_URI 
"/financial/applications-of-neural-networks-in-the-insurance-industry"
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/financial/applications-of-neural-networks-in-the-insurance-industry"
SCRIPT_URL 
"/financial/applications-of-neural-networks-in-the-insurance-industry"
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 
"Z_8DaHvbirLQs6R-Q6S5qwAAAQY"

Sub Requests 6

CookieController :: renderAnalysis (token = b1f7c7)

Key Value
_controller 
"App\Controller\CookieController::renderAnalysis"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"555957"

AppController :: renderHeader (token = 88683f)

Key Value
_controller 
"App\Controller\AppController::renderHeader"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"b4a3b6"
slug 
"home"

ArticleController :: trendingArticle (token = bcc235)

Key Value
_controller 
"App\Controller\ArticleController::trendingArticle"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"9c1deb"
category 
"Finance"

ArticleController :: relatedArticles (token = 3777d4)

Key Value
_controller 
"App\Controller\ArticleController::relatedArticles"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"73b184"
current_article 
App\Entity\Article {#1094
  -id: 13038
  -title: "Applications of Neural Networks in the Insurance Industry"
  -slug: "applications-of-neural-networks-in-the-insurance-industry"
  -introtext: "<p>The various applications of AI in insurance have enabled numerous benefits, including increased precision and reduced risks.</p>\r\n"
  -content: """
    \r\n
    <p>Despite being a sector that has historically shown resistance to change, insurance is going through a digital revolution. Companies in this sector are redefining how their customers interact with them by leveraging the potential of <a href="technology/how-artificial-intelligence-could-transform-auto-insurance" target="_blank" rel="noopener">AI in insurance</a>. By doing so, they are trying to address many of the industry’s challenges, including rising costs and loss ratios. One of the biggest impacts of neural networks and AI in insurance is the reduction in the number of consumer touchpoints along the full value chain. From finding insurance quotes to claims settlement, insurance-related activities are moving away from traditional insurance brokers and towards online distribution channels. For both insurance buyers and providers, this trend has significant implications. Here are some ways that AI is helping the insurance sector:</p>\r\n
    <h2>Applications of Neural Networks &amp; AI in Insurance</h2>\r\n
    <p><img src="/images/Applications_of_Neural_Networks_AI_in_Insurance.png" alt="Applications_of_Neural_Networks_AI_in_Insurance.png" width="900" height="895" /></p>\r\n
    <h3>Detection of Fraud cases</h3>\r\n
    <p>A fraudulent applicant can use a false name, submit multiple claims, overstate the price of repairs, and offer false medical receipts and bills. Because there are many different information sources, insurance companies regularly fall victim to account fraud.&nbsp;It's important to know <a href="https://annuityrateshq.com/blog/what-is-a-non-qualified-annuity" target="_blank" rel="noopener">what is a non qualified annuity</a> because there are many different information sources, insurance companies regularly fall victim to account fraud. Up until now, it has seemed nearly impossible to combine many data sources, such as manually scanned papers and offline receipts, which has led to an increase in fraud instances.<br />&nbsp;<br />Neural networks can help catch fraud by locating implicit or hidden irregularities in data. It is possible to perform sentiment analysis on claims and face recognition. The delay in document verification that raises the possibility of data breaches can also be eliminated by AI, hence reducing the&nbsp;risk of false claims&nbsp;altogether.</p>\r\n
    <h3>Precise Actuarial Analysis</h3>\r\n
    <p>Analyzing large amounts of data and employing sophisticated mathematical and statistical techniques are necessary for evaluating financial risks. Actuarial science involves creating life tables, analyzing mortality, and applying compound interest, which combines interest from earlier periods with interest in capital investment.<br /><br />Through&nbsp;<a href="https://mitsloan.mit.edu/ideas-made-to-matter/machine-learning-explained" target="_blank" rel="noopener">machine learning</a>&nbsp;and <a href="https://www.ibm.com/topics/neural-networks" target="_blank" rel="noopener">neural networks</a>, insurers can significantly enhance this process. By combining statistics, finance, business, and case-based reasoning, deep learning techniques like the neural network can help actuaries make more accurate risk assessments.</p>\r\n
    <h3>State of Property Analysis</h3>\r\n
    <p>A property analysis report helps in determining how a property compares to others on the market. It is also important to get property insurance, which guards against property loss or damage. Ensuring that all the data is accurate and conducting research from many sources are both necessary for a proper analysis.<br />&nbsp;<br />Insurance companies often do a single analysis of a property before estimating an insurance rate. Often, the value of the property appreciates due to several changes made to the same. As a result, insurance companies must update their data every few months in order to obtain an accurate value. With the help of neural networks, insurers can proactively alter insurance coverage in such situations.<br />&nbsp;<br />In short, the use of neural networks and AI in insurance can enhance the speed and accuracy of activities that require the analysis of large volumes of data. As a result, it can enable insurance employees to focus on more value-adding activities that contribute toward achieving strategic goals and improving the customer experience.</p>
    """
  -user: Proxies\__CG__\App\Entity\User {#1092 …}
  -createdAt: DateTime @1669766725 {#1145
    date: 2022-11-30 00:05:25.0 UTC (+00:00)
  }
  -updatedAt: DateTime @1719832960 {#1150
    date: 2024-07-01 11:22:40.0 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: 3005
  -comments: Doctrine\ORM\PersistentCollection {#1125 …}
  -reviewed_at: DateTime @1669766725 {#1148
    date: 2022-11-30 00:05:25.0 UTC (+00:00)
  }
  -metakey: "Applications of Neural Networks in the Insurance Industry"
  -metadesc: "The various applications of AI in insurance have enabled numerous benefits, including increased precision and reduced risks."
  -robots: null
  -publishedAt: DateTime @1669766725 {#1147
    date: 2022-11-30 00:05:25.0 UTC (+00:00)
  }
  -canonical: null
  -superTag: null
}

AppController :: renderFooter (token = 2c0ddf)

Key Value
_controller 
"App\Controller\AppController::renderFooter"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"fe1d0f"

CookieController :: renderCookie (token = 03f017)

Key Value
_controller 
"App\Controller\CookieController::renderCookie"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"4b2cbb"