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Intelligencia AI FAQs: Insights & Solutions for Drug Development

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href='https://www.intelligencia.ai/wp-content/plugins/ct-ultimate-gdpr/assets/css/jquery-ui.min.css?ver=6.6.1' media='all' /> <style id='kadence-blocks-global-variables-inline-css'> :root {--global-kb-font-size-sm:clamp(0.8rem, 0.73rem + 0.217vw, 0.9rem);--global-kb-font-size-md:clamp(1.1rem, 0.995rem + 0.326vw, 1.25rem);--global-kb-font-size-lg:clamp(1.75rem, 1.576rem + 0.543vw, 2rem);--global-kb-font-size-xl:clamp(2.25rem, 1.728rem + 1.63vw, 3rem);--global-kb-font-size-xxl:clamp(2.5rem, 1.456rem + 3.26vw, 4rem);--global-kb-font-size-xxxl:clamp(2.75rem, 0.489rem + 7.065vw, 6rem);}:root {--global-palette1: #3182CE;--global-palette2: #2B6CB0;--global-palette3: #1A202C;--global-palette4: #2D3748;--global-palette5: #4A5568;--global-palette6: #718096;--global-palette7: #EDF2F7;--global-palette8: #F7FAFC;--global-palette9: #ffffff;} </style> <style id='kadence_blocks_css-inline-css'> .kt-accordion-id21_5c0d79-59 .kt-accordion-inner-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:30px;}.kt-accordion-id21_5c0d79-59 .kt-accordion-panel-inner{border-top:0px solid transparent;border-right:0px solid transparent;border-bottom:0px solid #8a61f2;border-left:0px solid transparent;background:#ffffff;padding-top:var(--global-kb-spacing-xxs, 0.5rem);padding-right:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-md, 2rem);}.kt-accordion-id21_5c0d79-59 .wp-block-kadence-pane .kt-accordion-header-wrap .kt-blocks-accordion-header{border-top:0px solid #eeeeee;border-right:0px solid #eeeeee;border-bottom:0px solid #eeeeee;border-left:0px solid #eeeeee;border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;background:#ffffff;font-size:24px;line-height:34px;font-family:Lato;font-weight:700;color:#14213d;padding-top:37px;padding-right:36px;padding-bottom:37px;padding-left:36px;}.kt-accordion-id21_5c0d79-59:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id21_5c0d79-59:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion-icon-trigger:before{background:#14213d;}.kt-accordion-id21_5c0d79-59:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-icon-trigger{background:#14213d;}.kt-accordion-id21_5c0d79-59:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id21_5c0d79-59:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-icon-trigger:before{background:#ffffff;}.kt-accordion-id21_5c0d79-59 .kt-accordion-header-wrap .kt-blocks-accordion-header:hover, body:not(.hide-focus-outline) .kt-accordion-id21_5c0d79-59 .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible{color:#444444;background:#ffffff;border-top-color:#d4d4d4;border-top-style:solid;border-right-color:#d4d4d4;border-right-style:solid;border-bottom-color:#d4d4d4;border-bottom-style:solid;border-left-color:#d4d4d4;border-left-style:solid;}.kt-accordion-id21_5c0d79-59:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id21_5c0d79-59:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger:before, body:not(.hide-focus-outline) .kt-accordion-id21_5c0d79-59:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion--visible .kt-blocks-accordion-icon-trigger:after, body:not(.hide-focus-outline) .kt-accordion-id21_5c0d79-59:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger:before{background:#444444;}.kt-accordion-id21_5c0d79-59:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger, body:not(.hide-focus-outline) .kt-accordion-id21_5c0d79-59:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger{background:#444444;}.kt-accordion-id21_5c0d79-59:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id21_5c0d79-59:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger:before, body:not(.hide-focus-outline) .kt-accordion-id21_5c0d79-59:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger:after, body:not(.hide-focus-outline) .kt-accordion-id21_5c0d79-59:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger:before{background:#ffffff;}.kt-accordion-id21_5c0d79-59 .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible, .kt-accordion-id21_5c0d79-59 .kt-accordion-header-wrap .kt-blocks-accordion-header.kt-accordion-panel-active{color:#444444;background:#ffffff;border-top-color:#eeeeee;border-top-style:solid;border-right-color:#eeeeee;border-right-style:solid;border-bottom-color:#eeeeee;border-bottom-style:solid;border-left-color:#0e9cd1;border-left-style:solid;}.kt-accordion-id21_5c0d79-59:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id21_5c0d79-59:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:before{background:#444444;}.kt-accordion-id21_5c0d79-59:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger{background:#444444;}.kt-accordion-id21_5c0d79-59:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id21_5c0d79-59:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:before{background:#ffffff;}@media all and (max-width: 1024px){.kt-accordion-id21_5c0d79-59 .kt-accordion-panel-inner{border-top:0px solid transparent;border-right:0px solid transparent;border-bottom:0px solid #8a61f2;border-left:0px solid transparent;}}@media all and (max-width: 1024px){.kt-accordion-id21_5c0d79-59 .wp-block-kadence-pane .kt-accordion-header-wrap .kt-blocks-accordion-header{border-top:0px solid #eeeeee;border-right:0px solid #eeeeee;border-bottom:0px solid #eeeeee;border-left:0px solid #eeeeee;}}@media all and (max-width: 1024px){.kt-accordion-id21_5c0d79-59 .kt-accordion-header-wrap .kt-blocks-accordion-header:hover, body:not(.hide-focus-outline) .kt-accordion-id21_5c0d79-59 .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible{border-top-color:#d4d4d4;border-top-style:solid;border-right-color:#d4d4d4;border-right-style:solid;border-bottom-color:#d4d4d4;border-bottom-style:solid;border-left-color:#d4d4d4;border-left-style:solid;}}@media all and (max-width: 1024px){.kt-accordion-id21_5c0d79-59 .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible, .kt-accordion-id21_5c0d79-59 .kt-accordion-header-wrap .kt-blocks-accordion-header.kt-accordion-panel-active{border-top-color:#eeeeee;border-top-style:solid;border-right-color:#eeeeee;border-right-style:solid;border-bottom-color:#eeeeee;border-bottom-style:solid;border-left-color:#0e9cd1;border-left-style:solid;}}@media all and (max-width: 767px){.kt-accordion-id21_5c0d79-59 .kt-accordion-inner-wrap{display:block;}.kt-accordion-id21_5c0d79-59 .kt-accordion-inner-wrap .kt-accordion-pane:not(:first-child){margin-top:30px;}.kt-accordion-id21_5c0d79-59 .kt-accordion-panel-inner{border-top:0px solid transparent;border-right:0px solid transparent;border-bottom:0px solid #8a61f2;border-left:0px solid transparent;}.kt-accordion-id21_5c0d79-59 .wp-block-kadence-pane .kt-accordion-header-wrap .kt-blocks-accordion-header{border-top:0px solid #eeeeee;border-right:0px solid #eeeeee;border-bottom:0px solid #eeeeee;border-left:0px solid #eeeeee;}.kt-accordion-id21_5c0d79-59 .kt-accordion-header-wrap .kt-blocks-accordion-header:hover, body:not(.hide-focus-outline) .kt-accordion-id21_5c0d79-59 .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible{border-top-color:#d4d4d4;border-top-style:solid;border-right-color:#d4d4d4;border-right-style:solid;border-bottom-color:#d4d4d4;border-bottom-style:solid;border-left-color:#d4d4d4;border-left-style:solid;}.kt-accordion-id21_5c0d79-59 .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible, .kt-accordion-id21_5c0d79-59 .kt-accordion-header-wrap .kt-blocks-accordion-header.kt-accordion-panel-active{border-top-color:#eeeeee;border-top-style:solid;border-right-color:#eeeeee;border-right-style:solid;border-bottom-color:#eeeeee;border-bottom-style:solid;border-left-color:#0e9cd1;border-left-style:solid;}}.kt-accordion-id21_98ede0-bd .kt-accordion-inner-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:30px;}.kt-accordion-id21_98ede0-bd .kt-accordion-panel-inner{border-top:0px solid transparent;border-right:0px solid transparent;border-bottom:0px solid #8a61f2;border-left:0px solid transparent;background:#ffffff;padding-top:var(--global-kb-spacing-xxs, 0.5rem);padding-right:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-md, 2rem);}.kt-accordion-id21_98ede0-bd .wp-block-kadence-pane .kt-accordion-header-wrap .kt-blocks-accordion-header{border-top:0px solid #eeeeee;border-right:0px solid #eeeeee;border-bottom:0px solid #eeeeee;border-left:0px solid #eeeeee;border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;background:#ffffff;font-size:24px;line-height:34px;font-family:Lato;font-weight:700;color:#14213d;padding-top:37px;padding-right:36px;padding-bottom:37px;padding-left:36px;}.kt-accordion-id21_98ede0-bd:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id21_98ede0-bd:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion-icon-trigger:before{background:#14213d;}.kt-accordion-id21_98ede0-bd:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-icon-trigger{background:#14213d;}.kt-accordion-id21_98ede0-bd:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id21_98ede0-bd:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-icon-trigger:before{background:#ffffff;}.kt-accordion-id21_98ede0-bd .kt-accordion-header-wrap .kt-blocks-accordion-header:hover, body:not(.hide-focus-outline) .kt-accordion-id21_98ede0-bd .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible{color:#444444;background:#ffffff;border-top-color:#d4d4d4;border-top-style:solid;border-right-color:#d4d4d4;border-right-style:solid;border-bottom-color:#d4d4d4;border-bottom-style:solid;border-left-color:#d4d4d4;border-left-style:solid;}.kt-accordion-id21_98ede0-bd:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id21_98ede0-bd:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger:before, body:not(.hide-focus-outline) .kt-accordion-id21_98ede0-bd:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion--visible .kt-blocks-accordion-icon-trigger:after, body:not(.hide-focus-outline) .kt-accordion-id21_98ede0-bd:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger:before{background:#444444;}.kt-accordion-id21_98ede0-bd:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger, body:not(.hide-focus-outline) .kt-accordion-id21_98ede0-bd:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger{background:#444444;}.kt-accordion-id21_98ede0-bd:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id21_98ede0-bd:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header:hover .kt-blocks-accordion-icon-trigger:before, body:not(.hide-focus-outline) .kt-accordion-id21_98ede0-bd:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger:after, body:not(.hide-focus-outline) .kt-accordion-id21_98ede0-bd:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header:focus-visible .kt-blocks-accordion-icon-trigger:before{background:#ffffff;}.kt-accordion-id21_98ede0-bd .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible, .kt-accordion-id21_98ede0-bd .kt-accordion-header-wrap .kt-blocks-accordion-header.kt-accordion-panel-active{color:#444444;background:#ffffff;border-top-color:#eeeeee;border-top-style:solid;border-right-color:#eeeeee;border-right-style:solid;border-bottom-color:#eeeeee;border-bottom-style:solid;border-left-color:#0e9cd1;border-left-style:solid;}.kt-accordion-id21_98ede0-bd:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id21_98ede0-bd:not( .kt-accodion-icon-style-basiccircle ):not( .kt-accodion-icon-style-xclosecircle ):not( .kt-accodion-icon-style-arrowcircle ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:before{background:#444444;}.kt-accordion-id21_98ede0-bd:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger{background:#444444;}.kt-accordion-id21_98ede0-bd:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:after, .kt-accordion-id21_98ede0-bd:not( .kt-accodion-icon-style-basic ):not( .kt-accodion-icon-style-xclose ):not( .kt-accodion-icon-style-arrow ) .kt-blocks-accordion-header.kt-accordion-panel-active .kt-blocks-accordion-icon-trigger:before{background:#ffffff;}@media all and (max-width: 1024px){.kt-accordion-id21_98ede0-bd .kt-accordion-panel-inner{border-top:0px solid transparent;border-right:0px solid transparent;border-bottom:0px solid #8a61f2;border-left:0px solid transparent;}}@media all and (max-width: 1024px){.kt-accordion-id21_98ede0-bd .wp-block-kadence-pane .kt-accordion-header-wrap .kt-blocks-accordion-header{border-top:0px solid #eeeeee;border-right:0px solid #eeeeee;border-bottom:0px solid #eeeeee;border-left:0px solid #eeeeee;}}@media all and (max-width: 1024px){.kt-accordion-id21_98ede0-bd .kt-accordion-header-wrap .kt-blocks-accordion-header:hover, body:not(.hide-focus-outline) .kt-accordion-id21_98ede0-bd .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible{border-top-color:#d4d4d4;border-top-style:solid;border-right-color:#d4d4d4;border-right-style:solid;border-bottom-color:#d4d4d4;border-bottom-style:solid;border-left-color:#d4d4d4;border-left-style:solid;}}@media all and (max-width: 1024px){.kt-accordion-id21_98ede0-bd .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible, .kt-accordion-id21_98ede0-bd .kt-accordion-header-wrap .kt-blocks-accordion-header.kt-accordion-panel-active{border-top-color:#eeeeee;border-top-style:solid;border-right-color:#eeeeee;border-right-style:solid;border-bottom-color:#eeeeee;border-bottom-style:solid;border-left-color:#0e9cd1;border-left-style:solid;}}@media all and (max-width: 767px){.kt-accordion-id21_98ede0-bd .kt-accordion-inner-wrap{display:block;}.kt-accordion-id21_98ede0-bd .kt-accordion-inner-wrap .kt-accordion-pane:not(:first-child){margin-top:30px;}.kt-accordion-id21_98ede0-bd .kt-accordion-panel-inner{border-top:0px solid transparent;border-right:0px solid transparent;border-bottom:0px solid #8a61f2;border-left:0px solid transparent;}.kt-accordion-id21_98ede0-bd .wp-block-kadence-pane .kt-accordion-header-wrap .kt-blocks-accordion-header{border-top:0px solid #eeeeee;border-right:0px solid #eeeeee;border-bottom:0px solid #eeeeee;border-left:0px solid #eeeeee;}.kt-accordion-id21_98ede0-bd .kt-accordion-header-wrap .kt-blocks-accordion-header:hover, body:not(.hide-focus-outline) .kt-accordion-id21_98ede0-bd .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible{border-top-color:#d4d4d4;border-top-style:solid;border-right-color:#d4d4d4;border-right-style:solid;border-bottom-color:#d4d4d4;border-bottom-style:solid;border-left-color:#d4d4d4;border-left-style:solid;}.kt-accordion-id21_98ede0-bd .kt-accordion-header-wrap .kt-blocks-accordion-header:focus-visible, .kt-accordion-id21_98ede0-bd .kt-accordion-header-wrap .kt-blocks-accordion-header.kt-accordion-panel-active{border-top-color:#eeeeee;border-top-style:solid;border-right-color:#eeeeee;border-right-style:solid;border-bottom-color:#eeeeee;border-bottom-style:solid;border-left-color:#0e9cd1;border-left-style:solid;}}.kt-accordion-id21_7756da-bc .kt-accordion-inner-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:30px;}.kt-accordion-id21_7756da-bc .kt-accordion-panel-inner{border-top:0px solid transparent;border-right:0px solid transparent;border-bottom:0px solid 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has-white-background-color has-background is-layout-flow wp-block-column-is-layout-flow" style="border-style:none;border-width:0px;border-top-right-radius:20px;border-bottom-right-radius:20px;padding-top:71px;padding-right:66px;padding-bottom:71px;padding-left:31px;flex-basis:35%"> <h1 class="wp-block-heading has-midnight-color has-text-color has-link-color has-elza-font-family has-xxx-large-font-size wp-elements-3545dc86f2a4dc5700719a8bb87d35d0" style="font-style:normal;font-weight:700">FAQs</h1> <p class="has-charcoal-color has-text-color has-link-color has-lato-font-family has-medium-font-size wp-elements-cc8df13060efca5b04b6ea8ff298e527">Check out some of the most frequently asked questions about the industry and our solutions.&nbsp;</p> </div> <div class="wp-block-column is-layout-flow wp-block-column-is-layout-flow" style="flex-basis:33.33%"></div> </div> <div class="block-visibility-hide-extra-large-screen block-visibility-hide-small-screen 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wp-block-column-is-layout-flow" style="flex-basis:33.33%"></div> </div> </div> </div></div> <div class="block-visibility-hide-extra-large-screen block-visibility-hide-large-screen block-visibility-hide-medium-screen wp-block-group has-cloud-background-color has-background has-global-padding is-layout-constrained wp-container-core-group-is-layout-8 wp-block-group-is-layout-constrained" style="margin-top:87px;padding-right:0px;padding-left:0px"> <div class="wp-block-group has-alice-blue-background-color has-background has-global-padding is-layout-constrained wp-container-core-group-is-layout-7 wp-block-group-is-layout-constrained" style="padding-right:31px;padding-left:31px"> <h2 class="wp-block-heading has-midnight-color has-text-color has-link-color has-elza-font-family wp-elements-ea94dee3e03b2629fd8de28c64c576c1" style="font-size:43px;font-style:normal;font-weight:700"><strong>FAQs</strong></h2> <p class="has-charcoal-color has-text-color has-link-color has-lato-font-family has-medium-font-size wp-elements-cc8df13060efca5b04b6ea8ff298e527">Check out some of the most frequently asked questions about the industry and our solutions.&nbsp;</p> <div style="height:100px" aria-hidden="true" class="wp-block-spacer"></div> </div> <figure class="wp-block-image alignfull size-full intelligencia-section-text-and-media-mobile-img"><img decoding="async" width="2880" height="1182" src="https://www.intelligencia.ai/wp-content/uploads/2024/02/FAQ-masthead-bkg@2x.png" alt="" class="wp-image-160" srcset="https://www.intelligencia.ai/wp-content/uploads/2024/02/FAQ-masthead-bkg@2x.png 2880w, https://www.intelligencia.ai/wp-content/uploads/2024/02/FAQ-masthead-bkg@2x-300x123.png 300w, https://www.intelligencia.ai/wp-content/uploads/2024/02/FAQ-masthead-bkg@2x-1024x420.png 1024w, https://www.intelligencia.ai/wp-content/uploads/2024/02/FAQ-masthead-bkg@2x-768x315.png 768w, https://www.intelligencia.ai/wp-content/uploads/2024/02/FAQ-masthead-bkg@2x-1536x630.png 1536w, https://www.intelligencia.ai/wp-content/uploads/2024/02/FAQ-masthead-bkg@2x-2048x841.png 2048w" sizes="(max-width: 2880px) 100vw, 2880px" /></figure> </div> </div> <div class="wp-block-group alignwide has-alice-blue-background-color has-background has-global-padding is-layout-constrained wp-container-core-group-is-layout-10 wp-block-group-is-layout-constrained" style="margin-top:0px;margin-bottom:0px;padding-right:31px;padding-left:31px"> <div style="height:140px" aria-hidden="true" class="wp-block-spacer"></div> <h2 class="wp-block-heading has-intelligenciablue-color has-text-color has-link-color has-lato-font-family has-large-font-size wp-elements-f6f67d8119041737ab1ecbb4daf70bee" style="font-style:normal;font-weight:700" data-aos="fade-up">INDUSTRY</h2> <div class="wp-block-kadence-accordion alignnone"><div class="kt-accordion-wrap kt-accordion-id21_5c0d79-59 kt-accordion-has-10-panes kt-active-pane-0 kt-accordion-block kt-pane-header-alignment-left kt-accodion-icon-style-arrow kt-accodion-icon-side-right" style="max-width:none"><div class="kt-accordion-inner-wrap" data-allow-multiple-open="false" data-start-open="none"> <div class="wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-4 kt-pane21_14dca7-9e" data-aos="fade-up"><div class="kt-accordion-header-wrap"><button class="kt-blocks-accordion-header kt-acccordion-button-label-show"><span class="kt-blocks-accordion-title-wrap"><span class="kt-blocks-accordion-title">What is the probability of technical and regulatory success (PTRS)?</span></span><span class="kt-blocks-accordion-icon-trigger"></span></button></div><div class="kt-accordion-panel kt-accordion-panel-hidden"><div class="kt-accordion-panel-inner"> <p class="has-charcoal-color has-text-color has-link-color has-lato-font-family has-x-small-font-size wp-elements-d7639db278a17509445e9cd60ed6093c" style="line-height:1.6">The probability of technical and regulatory success, abbreviated as PTRS, also referred to as the probability of success (PoS) or likelihood of approval (LoA), indicates the probability that a drug will move from one clinical phase to the next and achieve the ultimate goal of regulatory approval. Therefore, it provides an assessment of the expected chance of regulatory approval. PTRS assessments can change over time as new data, such as readouts from competitors, clinical trial results, etc., are added to the analysis.</p> </div></div></div> <div class="wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-1 kt-pane21_916f0b-e8" data-aos="fade-up"><div class="kt-accordion-header-wrap"><button class="kt-blocks-accordion-header kt-acccordion-button-label-show"><span class="kt-blocks-accordion-title-wrap"><span class="kt-blocks-accordion-title">What is the probability of success (PoS) in drug development?</span></span><span class="kt-blocks-accordion-icon-trigger"></span></button></div><div class="kt-accordion-panel kt-accordion-panel-hidden"><div class="kt-accordion-panel-inner"> <p class="has-charcoal-color has-text-color has-link-color has-lato-font-family has-x-small-font-size wp-elements-5f8f8a2d93a88e0bb23eaf9077a817c1" style="font-style:normal;font-weight:400;line-height:1.6">The probability of success in drug development is often used interchangeably with PTRS. Likelihood of approval (LoA) is another term that essentially means the same as PTRS and PoS. In short, it’s a way to describe a drug’s chances of receiving FDA approval.</p> </div></div></div> <div class="wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-2 kt-pane21_07e59d-62" data-aos="fade-up"><div class="kt-accordion-header-wrap"><button class="kt-blocks-accordion-header kt-acccordion-button-label-show"><span class="kt-blocks-accordion-title-wrap"><span class="kt-blocks-accordion-title"><strong>What is new product planning (NPP) in the pharmaceutical industry?</strong></span></span><span class="kt-blocks-accordion-icon-trigger"></span></button></div><div class="kt-accordion-panel kt-accordion-panel-hidden"><div class="kt-accordion-panel-inner"> <p class="has-charcoal-color has-text-color has-link-color has-lato-font-family has-x-small-font-size wp-elements-199f6680cd321fdc79114d190eb54982" style="line-height:1.6">New product planning in the pharmaceutical industry integrates the commercial viewpoint into R&amp;D pipeline programs. Its role is to increase a product’s probability of commercial success by considering factors beyond regulatory requirements.</p> </div></div></div> <div class="wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-3 kt-pane21_fb62cd-65" data-aos="fade-up"><div class="kt-accordion-header-wrap"><button class="kt-blocks-accordion-header kt-acccordion-button-label-show"><span class="kt-blocks-accordion-title-wrap"><span class="kt-blocks-accordion-title"><strong>How long does the drug development process take?</strong></span></span><span class="kt-blocks-accordion-icon-trigger"></span></button></div><div class="kt-accordion-panel kt-accordion-panel-hidden"><div class="kt-accordion-panel-inner"> <p class="has-charcoal-color has-text-color has-link-color has-lato-font-family has-x-small-font-size wp-elements-30b00c792c7b1c77dc39f25e98e30bec" style="line-height:1.6">Drug development is a very time-consuming process. Timelines vary and range from 10 to 15 years&nbsp;<a href="https://phrma.org/policy-issues/Research-and-Development-Policy-Framework" target="_blank" rel="noopener" title="">(PhRMA)</a>. According to a report from the&nbsp;<a href="https://go.bio.org/rs/490-EHZ-999/images/ClinicalDevelopmentSuccessRates2011_2020.pdf" target="_blank" rel="noopener" title="">Biotechnology Innovation Organization</a>&nbsp;(BIO), it takes 10.5 years to go from Phase 1 to regulatory approval.</p> </div></div></div> <div class="wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-5 kt-pane21_8bafd4-15" data-aos="fade-up"><div class="kt-accordion-header-wrap"><button class="kt-blocks-accordion-header kt-acccordion-button-label-show"><span class="kt-blocks-accordion-title-wrap"><span class="kt-blocks-accordion-title"><strong>How much does drug development cost?</strong></span></span><span class="kt-blocks-accordion-icon-trigger"></span></button></div><div class="kt-accordion-panel kt-accordion-panel-hidden"><div class="kt-accordion-panel-inner"> <p class="has-charcoal-color has-text-color has-link-color has-lato-font-family has-x-small-font-size wp-elements-c8ce7272803cf246eac9d8351989ab17" style="line-height:1.6"><a href="https://www2.deloitte.com/us/en/pages/life-sciences-and-health-care/articles/measuring-return-from-pharmaceutical-innovation.html" target="_blank" rel="noopener" title="">According to a Deloitte report</a>, developing a new asset costs an average of $2.2B.</p> </div></div></div> <div class="wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-6 kt-pane21_6acf72-af" data-aos="fade-up"><div class="kt-accordion-header-wrap"><button class="kt-blocks-accordion-header kt-acccordion-button-label-show"><span class="kt-blocks-accordion-title-wrap"><span class="kt-blocks-accordion-title"><strong>What percentage of drugs receive FDA approval?&nbsp;</strong></span></span><span class="kt-blocks-accordion-icon-trigger"></span></button></div><div class="kt-accordion-panel kt-accordion-panel-hidden"><div class="kt-accordion-panel-inner"> <p class="has-charcoal-color has-text-color has-link-color has-lato-font-family has-x-small-font-size wp-elements-19717c01f1cc0369d0ef66dc1d9f4f12" style="line-height:1.6">According to the&nbsp;<a href="https://phrma.org/en/policy-issues/Research-and-Development-Policy-Framework#:~:text=On%20average%2C%20it%20takes%2010,Drug%20Administration%20(FDA)%20approva" target="_blank" rel="noopener" title="">PhRMA website</a>, only 12% of new molecular entities that enter clinical trials eventually receive FDA approval. Various facts and figures exist based on the data used for the calculation, the indication, and the development phase being evaluated. For instance, between 2016 and 2020, the&nbsp;<a href="https://www.sciencedirect.com/science/article/pii/S1359644621005444?pes=vor" target="_blank" rel="noopener" title="">average industry success rates for Phase II and Phase III</a>&nbsp;were 29–34% and 70–73%, respectively.</p> </div></div></div> <div class="wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-8 kt-pane21_344118-c4"><div class="kt-accordion-header-wrap"><button class="kt-blocks-accordion-header kt-acccordion-button-label-show"><span class="kt-blocks-accordion-title-wrap"><span class="kt-blocks-accordion-title">Why is AI a powerful tool for assessing PTRS?</span></span><span class="kt-blocks-accordion-icon-trigger"></span></button></div><div class="kt-accordion-panel kt-accordion-panel-hidden"><div class="kt-accordion-panel-inner"> <p>AI is well-suited for crunching large databases and looking for patterns due to its ability to process large volumes of data quickly and to detect patterns, trends and relationships within data, including intricate, high-dimensional and complex ones that are difficult for humans or traditional methods to detect. In addition, AI is scalable and adaptable, capable of handling diverse data formats and delivers consistent and reliable results. This allows AI to sift through the large amounts of data needed for accurate PTRS assessments quickly and efficiently and provide valuable insights that can inform decision-making processes in drug development.</p> </div></div></div> <div class="wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-9 kt-pane21_07b2aa-91"><div class="kt-accordion-header-wrap"><button class="kt-blocks-accordion-header kt-acccordion-button-label-show"><span class="kt-blocks-accordion-title-wrap"><span class="kt-blocks-accordion-title">What methods are traditionally used to assess PTRS?</span></span><span class="kt-blocks-accordion-icon-trigger"></span></button></div><div class="kt-accordion-panel kt-accordion-panel-hidden"><div class="kt-accordion-panel-inner"> <p>Pharmaceutical companies utilize several different traditional approaches to inform their decision-making. The most frequently used ones are:</p> <ul class="wp-block-list"> <li>Heuristic &#8211; Based on an individual’s experience and knowledge related to the domain</li> <li>Historical Benchmark &#8211; Based on a non-weighted analysis of prior assets developed in the area of interest</li> <li>Statistical Analysis &#8211; Based on (weighted) regression analysis of single or multivariate factors</li> </ul> </div></div></div> <div class="wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-10 kt-pane21_c6c5b7-93"><div class="kt-accordion-header-wrap"><button class="kt-blocks-accordion-header kt-acccordion-button-label-show"><span class="kt-blocks-accordion-title-wrap"><span class="kt-blocks-accordion-title">Why is AI superior for PTRS assessments and de-risking clinical development compared to traditional methods?</span></span><span class="kt-blocks-accordion-icon-trigger"></span></button></div><div class="kt-accordion-panel kt-accordion-panel-hidden"><div class="kt-accordion-panel-inner"> <p>AI solves many of the challenges that plague existing ways of assessing the PTRS of a drug candidate. AI can crunch vast amounts of data and detect patterns that neither humans nor existing traditional statistical approaches can detect. If trained properly, AI is objective and unbiased and performs risk assessments consistently, reliably and in a standardized fashion.</p> </div></div></div> </div></div></div> <h2 class="wp-block-heading has-intelligenciablue-color has-text-color has-link-color has-lato-font-family has-large-font-size wp-elements-77eb9d929337127f4ec09dc7e4e130c9" style="margin-top:49px;font-style:normal;font-weight:700" data-aos="fade-up">INTELLIGENCIA AI SOLUTIONS</h2> <div class="wp-block-kadence-accordion alignnone"><div class="kt-accordion-wrap kt-accordion-id21_98ede0-bd kt-accordion-has-19-panes kt-active-pane-0 kt-accordion-block kt-pane-header-alignment-left kt-accodion-icon-style-arrow kt-accodion-icon-side-right" style="max-width:none"><div class="kt-accordion-inner-wrap" data-allow-multiple-open="false" data-start-open="none"> <div class="wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-1 kt-pane21_7c6fd6-5f" data-aos="fade-up"><div class="kt-accordion-header-wrap"><button class="kt-blocks-accordion-header kt-acccordion-button-label-show"><span class="kt-blocks-accordion-title-wrap"><span class="kt-blocks-accordion-title"><strong><strong><strong>What solutions does Intelligencia AI provide for de-risking drug development?&nbsp;</strong></strong></strong></span></span><span class="kt-blocks-accordion-icon-trigger"></span></button></div><div class="kt-accordion-panel kt-accordion-panel-hidden"><div class="kt-accordion-panel-inner"> <p class="has-charcoal-color has-text-color has-link-color has-lato-font-family has-x-small-font-size wp-elements-18e582922f584ea734d31198f89a861a" style="line-height:1.6">Our suite of solutions includes our SaaS-based tool, Portfolio Optimizer, along with Clinical Development Insights, data as a subscription service and custom insights. Visit <a href="https://www.intelligencia.ai/solutions/" title="Solutions">our solutions</a> page to learn more.</p> </div></div></div> <div class="wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-14 kt-pane21_6f3ebe-2a"><div class="kt-accordion-header-wrap"><button class="kt-blocks-accordion-header kt-acccordion-button-label-show"><span class="kt-blocks-accordion-title-wrap"><span class="kt-blocks-accordion-title">Who benefits from accessing the Intelligencia AI product suite?</span></span><span class="kt-blocks-accordion-icon-trigger"></span></button></div><div class="kt-accordion-panel kt-accordion-panel-hidden"><div class="kt-accordion-panel-inner"> <p>The Intelligencia AI product suite is a powerful tool for professionals in portfolio planning, business development and licensing, program and product strategy and long-term planning. Our customers are mid-sized to large pharmaceutical companies. Additionally, venture capitalists, hedge fund managers and other investment professionals benefit from better assessing a drug’s chances of success.</p> </div></div></div> <div class="wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-15 kt-pane21_b0354e-65"><div class="kt-accordion-header-wrap"><button class="kt-blocks-accordion-header kt-acccordion-button-label-show"><span class="kt-blocks-accordion-title-wrap"><span class="kt-blocks-accordion-title">Why should I use Intelligencia AI’s products rather than developing my own solution?</span></span><span class="kt-blocks-accordion-icon-trigger"></span></button></div><div class="kt-accordion-panel kt-accordion-panel-hidden"><div class="kt-accordion-panel-inner"> <p>We have worked with a highly experienced, interdisciplinary team for several years to develop AI models and build the solid data foundation required to train these models. We update the database daily and complement the solution with value-added features such as AI explainability. It is much easier, faster and cost-effective to access the solution we have built using 10,000s of expert-hours, which has proven reliable and valuable in the hands of existing customers.</p> </div></div></div> <div class="wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-8 kt-pane21_216df8-fa" data-aos="fade-up"><div class="kt-accordion-header-wrap"><button class="kt-blocks-accordion-header kt-acccordion-button-label-show"><span class="kt-blocks-accordion-title-wrap"><span class="kt-blocks-accordion-title"><strong><strong>What data does Intelligencia AI capture?</strong></strong></span></span><span class="kt-blocks-accordion-icon-trigger"></span></button></div><div class="kt-accordion-panel kt-accordion-panel-hidden"><div class="kt-accordion-panel-inner"> <p class="has-charcoal-color has-text-color has-link-color has-lato-font-family has-x-small-font-size wp-elements-c9ed567614871d16fde46c584d2d122c" style="line-height:1.6">We curate and harmonize over 1.5B data points that capture both clinical and biological data such as science-drug biology; indications; regulatory designations; patents/funding; genes, proteins, targets, and gene expression; biological pathways; clinical trial design, setup, execution and outcomes, to name a handful. This is supported by a comprehensive data strategy, automation and technology, and expert data curation to create a centralized data repository. If you have specific questions about our process and the data we capture, <a href="https://www.intelligencia.ai/contact/" title="Contact">let’s talk</a>.</p> </div></div></div> <div class="wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-9 kt-pane21_0df4c3-d4" data-aos="fade-up"><div class="kt-accordion-header-wrap"><button class="kt-blocks-accordion-header kt-acccordion-button-label-show"><span class="kt-blocks-accordion-title-wrap"><span class="kt-blocks-accordion-title"><strong><strong>What is AI explainablity or explainable AI?</strong></strong></span></span><span class="kt-blocks-accordion-icon-trigger"></span></button></div><div class="kt-accordion-panel kt-accordion-panel-hidden"><div class="kt-accordion-panel-inner"> <p><a href="https://insights.sei.cmu.edu/blog/what-is-explainable-ai/" target="_blank" rel="noopener" title="">Carnegie Mellon University</a> shared an excellent description of explainable artificial intelligence (XAI): Explainable artificial intelligence (XAI) is a powerful tool for answering critical How? and Why? questions about AI systems and can address rising ethical and legal concerns. As a result, AI researchers have identified XAI as a necessary feature of trustworthy AI, and explainability has experienced a recent surge in attention.</p> <p>Within Portfolio Optimizer, our Explainable AI feature visually shows the drivers behind the AI-driven PTRS prediction. Therefore, AI explainability helps eliminate the impression of a mysterious AI black box and gives you confidence in our PTRS assessments. Our <a href="https://www.intelligencia.ai/blog/ai-explainability-explained-making-ai-models-more-transparent/" title="">AI explainability</a> blog covers this more.</p> </div></div></div> <div class="wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-10 kt-pane21_132c49-d8" data-aos="fade-up"><div class="kt-accordion-header-wrap"><button class="kt-blocks-accordion-header kt-acccordion-button-label-show"><span class="kt-blocks-accordion-title-wrap"><span class="kt-blocks-accordion-title"><strong><strong>How frequently is data updated?</strong></strong></span></span><span class="kt-blocks-accordion-icon-trigger"></span></button></div><div class="kt-accordion-panel kt-accordion-panel-hidden"><div class="kt-accordion-panel-inner"> <p class="has-charcoal-color has-text-color has-link-color has-lato-font-family has-x-small-font-size wp-elements-0731b6cafd5f188a49ad89bd8ce2b64e" style="line-height:1.6">New data is ingested daily with weekly and regular core AI algorithm updates.</p> </div></div></div> <div class="wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-11 kt-pane21_8f5e90-46" data-aos="fade-up"><div class="kt-accordion-header-wrap"><button class="kt-blocks-accordion-header kt-acccordion-button-label-show"><span class="kt-blocks-accordion-title-wrap"><span class="kt-blocks-accordion-title"><strong><strong>Can I export data from Portfolio Optimizer for my modeling needs?</strong></strong></span></span><span class="kt-blocks-accordion-icon-trigger"></span></button></div><div class="kt-accordion-panel kt-accordion-panel-hidden"><div class="kt-accordion-panel-inner"> <p class="has-charcoal-color has-text-color has-link-color has-lato-font-family has-x-small-font-size wp-elements-563ca4a45bb6310e20cbf4108723d980" style="line-height:1.6">Yes, this is one of the many ways in which the data behind our software solution can be leveraged and manipulated for your specific needs. We also offer a data-as-a-subscription service (DaaS).</p> </div></div></div> <div class="wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-12 kt-pane21_485f50-22" data-aos="fade-up"><div class="kt-accordion-header-wrap"><button class="kt-blocks-accordion-header kt-acccordion-button-label-show"><span class="kt-blocks-accordion-title-wrap"><span class="kt-blocks-accordion-title"><strong><strong>How can I see the PTRS for my program or those of competitor(s)?</strong></strong></span></span><span class="kt-blocks-accordion-icon-trigger"></span></button></div><div class="kt-accordion-panel kt-accordion-panel-hidden"><div class="kt-accordion-panel-inner"> <p class="has-charcoal-color has-text-color has-link-color has-lato-font-family has-x-small-font-size wp-elements-dc8ed98a1b3f08a7c019bec90edaf878" style="line-height:1.6"><a href="https://www.intelligencia.ai/contact/" title="Contact">Get in touch</a> with us to start the conversation.</p> </div></div></div> <div class="wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-13 kt-pane21_c3c26c-75" data-aos="fade-up"><div class="kt-accordion-header-wrap"><button class="kt-blocks-accordion-header kt-acccordion-button-label-show"><span class="kt-blocks-accordion-title-wrap"><span class="kt-blocks-accordion-title"><strong><strong>How accurate are your AI-driven PTRS assessments?</strong></strong></span></span><span class="kt-blocks-accordion-icon-trigger"></span></button></div><div class="kt-accordion-panel kt-accordion-panel-hidden"><div class="kt-accordion-panel-inner"> <p class="has-charcoal-color has-text-color has-link-color has-lato-font-family has-x-small-font-size wp-elements-7b63e2e22e03c4a0086d595dc73b9626" style="line-height:1.6">Our PTRS assessments boast an 80% prospective and 91% retrospective accuracy* regarding the predictive accuracy of forecasting asset success (FDA approval). To better understand our methodology, <a href="https://www.intelligencia.ai/contact/" title="Contact">reach out</a>, and we’d be happy to share more. <br></p> <p class="has-charcoal-color has-text-color has-link-color has-lato-font-family has-x-small-font-size wp-elements-cf83f4de2c83b2c4aa8c2e90879a4f1d" style="line-height:1.6">*Data as of February 2024.</p> </div></div></div> <div class="wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-16 kt-pane21_4b5155-5f"><div class="kt-accordion-header-wrap"><button class="kt-blocks-accordion-header kt-acccordion-button-label-show"><span class="kt-blocks-accordion-title-wrap"><span class="kt-blocks-accordion-title">Why is data so important for Intelligencia AI&#8217;s solutions?</span></span><span class="kt-blocks-accordion-icon-trigger"></span></button></div><div class="kt-accordion-panel kt-accordion-panel-hidden"><div class="kt-accordion-panel-inner"> <p>We curate and harmonize over 1.5B data points that capture clinical and biological information. Data we collect include science-drug biology, indications, regulatory designations, patents/funding, genes, proteins, targets, gene expression, biological pathways, clinical trial design, setup, execution and outcomes, to name but a handful. Data collection is supported by a comprehensive data strategy, automation and technology, and expert data curation to create a centralized data repository. We describe our data as AI-ready data. If you have specific questions about our process and the type of data we capture, <a href="https://www.intelligencia.ai/contact/" title="">let’s talk</a></p> </div></div></div> <div class="wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-17 kt-pane21_3b62c3-db"><div class="kt-accordion-header-wrap"><button class="kt-blocks-accordion-header kt-acccordion-button-label-show"><span class="kt-blocks-accordion-title-wrap"><span class="kt-blocks-accordion-title">What is a prospective assessment?</span></span><span class="kt-blocks-accordion-icon-trigger"></span></button></div><div class="kt-accordion-panel kt-accordion-panel-hidden"><div class="kt-accordion-panel-inner"> <p>A prospective assessment involves monitoring the predictions of the model on trials that are still ongoing at the time of training and assessing them once the trials have concluded. Prospective assessments are a safer option because they ensure that only information available at the time of prediction is used thus avoiding introduction of a bias and that the assessment metrics can be verified by an external observer.</p> </div></div></div> <div class="wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-18 kt-pane21_9a6285-eb"><div class="kt-accordion-header-wrap"><button class="kt-blocks-accordion-header kt-acccordion-button-label-show"><span class="kt-blocks-accordion-title-wrap"><span class="kt-blocks-accordion-title">What is a retrospective assessment?</span></span><span class="kt-blocks-accordion-icon-trigger"></span></button></div><div class="kt-accordion-panel kt-accordion-panel-hidden"><div class="kt-accordion-panel-inner"> <p>The accuracy of an AI model can be measured during the model training process; this is called retrospective assessment. It involves setting aside a subset of data from historical trials and not using them to train the model. In the next step, these unseen data are used to assess how good the model’s predictions are. This method can provide a good estimate of the model’s performance but has some drawbacks, especially related to bias.</p> </div></div></div> <div class="wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-19 kt-pane21_2f464f-38"><div class="kt-accordion-header-wrap"><button class="kt-blocks-accordion-header kt-acccordion-button-label-show"><span class="kt-blocks-accordion-title-wrap"><span class="kt-blocks-accordion-title">What type of AI algorithms are you using and why?</span></span><span class="kt-blocks-accordion-icon-trigger"></span></button></div><div class="kt-accordion-panel kt-accordion-panel-hidden"><div class="kt-accordion-panel-inner"> <p>We use machine learning (ML) algorithms mainly for our work. ML is a subset of AI that focuses on developing algorithms and statistical models that enable systems to learn from data and improve their performance on specific tasks over time without being explicitly programmed. ML is particularly suited for crunching large amounts of data and finding hidden patterns.</p> </div></div></div> </div></div></div> <h2 class="wp-block-heading has-intelligenciablue-color has-text-color has-link-color has-lato-font-family has-large-font-size wp-elements-6a548f2edf8cf18e07a0c8394e5d054b" style="margin-top:49px;font-style:normal;font-weight:700" data-aos="fade-up">COMPANY</h2> <div class="wp-block-kadence-accordion alignnone"><div class="kt-accordion-wrap kt-accordion-id21_7756da-bc kt-accordion-has-10-panes kt-active-pane-0 kt-accordion-block kt-pane-header-alignment-left kt-accodion-icon-style-arrow kt-accodion-icon-side-right" style="max-width:none"><div class="kt-accordion-inner-wrap" data-allow-multiple-open="false" data-start-open="none"> <div class="wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-1 kt-pane21_26dc75-9e" data-aos="fade-up"><div class="kt-accordion-header-wrap"><button class="kt-blocks-accordion-header kt-acccordion-button-label-show"><span class="kt-blocks-accordion-title-wrap"><span class="kt-blocks-accordion-title"><strong><strong><strong>When was Intelligencia AI founded?</strong></strong></strong></span></span><span class="kt-blocks-accordion-icon-trigger"></span></button></div><div class="kt-accordion-panel kt-accordion-panel-hidden"><div class="kt-accordion-panel-inner"> <p class="has-charcoal-color has-text-color has-link-color has-lato-font-family has-x-small-font-size wp-elements-d3e62bca2cd8e8ceaed7c021e59b4a46" style="line-height:1.6">The company was co-founded in 2017 in New York. Read <a href="https://www.intelligencia.ai/about/" title="About">more about our company</a> story and leadership.</p> </div></div></div> <div class="wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-8 kt-pane21_b30936-60" data-aos="fade-up"><div class="kt-accordion-header-wrap"><button class="kt-blocks-accordion-header kt-acccordion-button-label-show"><span class="kt-blocks-accordion-title-wrap"><span class="kt-blocks-accordion-title"><strong>Where is Intelligencia AI headquartered?</strong></span></span><span class="kt-blocks-accordion-icon-trigger"></span></button></div><div class="kt-accordion-panel kt-accordion-panel-hidden"><div class="kt-accordion-panel-inner"> <p class="has-charcoal-color has-text-color has-link-color has-lato-font-family has-x-small-font-size wp-elements-5afc51cade2ff33044e1527039d055b8" style="line-height:1.6">Intelligencia AI is headquartered in New York, New York, with offices in Athens, Greece. It has a global employee presence and offers a remote-first work environment.</p> </div></div></div> <div class="wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-9 kt-pane21_a5b0a4-0f" data-aos="fade-up"><div class="kt-accordion-header-wrap"><button class="kt-blocks-accordion-header kt-acccordion-button-label-show"><span class="kt-blocks-accordion-title-wrap"><span class="kt-blocks-accordion-title"><strong>Who are Intelligencia AI’s customers?</strong></span></span><span class="kt-blocks-accordion-icon-trigger"></span></button></div><div class="kt-accordion-panel kt-accordion-panel-hidden"><div class="kt-accordion-panel-inner"> <p class="has-charcoal-color has-text-color has-link-color has-lato-font-family has-x-small-font-size wp-elements-06e0c4099b8564bf7767cbb61aadb7f1" style="line-height:1.6">Intelligencia AI primarily works with mid-large pharmaceutical organizations, contract research organizations (CROs), consultancies, and financial markets such as banks and hedge funds.</p> </div></div></div> <div class="wp-block-kadence-pane kt-accordion-pane kt-accordion-pane-10 kt-pane21_40567d-31" data-aos="fade-up"><div class="kt-accordion-header-wrap"><button class="kt-blocks-accordion-header kt-acccordion-button-label-show"><span class="kt-blocks-accordion-title-wrap"><span class="kt-blocks-accordion-title"><strong>How can I apply for a job at Intelligencia AI?</strong></span></span><span class="kt-blocks-accordion-icon-trigger"></span></button></div><div class="kt-accordion-panel kt-accordion-panel-hidden"><div class="kt-accordion-panel-inner"> <p class="has-charcoal-color has-text-color has-link-color has-lato-font-family has-x-small-font-size wp-elements-d4fce229afefd3efcb379d036969c642" style="line-height:1.6">Please visit our <a href="https://www.intelligencia.ai/careers/" title="Careers">careers page</a> and check back often, as we’re growing and always looking for new talent.</p> </div></div></div> </div></div></div> <div style="height:50px" 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