{"id":19085,"date":"2025-09-15T21:06:39","date_gmt":"2025-09-16T01:06:39","guid":{"rendered":"https:\/\/ptp.cloud\/?p=19085"},"modified":"2025-09-15T21:32:51","modified_gmt":"2025-09-16T01:32:51","slug":"aws-bedrock-biotech-document-summarization","status":"publish","type":"post","link":"https:\/\/ptp.cloud\/aws-bedrock-biotech-document-summarization\/","title":{"rendered":"Using Document Summarization Successfully in Biotech Research"},"content":{"rendered":"[et_pb_section fb_built=&#8221;1&#8243; custom_padding_last_edited=&#8221;on|tablet&#8221; admin_label=&#8221;Section&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; background_color=&#8221;#3e489d&#8221; background_image=&#8221;https:\/\/ptp.cloud\/wp-content\/uploads\/2024\/10\/Square-Pattern-Hero-Background.png&#8221; custom_padding=&#8221;5px||||false|false&#8221; custom_padding_tablet=&#8221;40px||40px||true|false&#8221; custom_padding_phone=&#8221;40px||40px||true|false&#8221; da_disable_devices=&#8221;off|off|off&#8221; locked=&#8221;off&#8221; collapsed=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221; da_is_popup=&#8221;off&#8221; da_exit_intent=&#8221;off&#8221; da_has_close=&#8221;on&#8221; da_alt_close=&#8221;off&#8221; da_dark_close=&#8221;off&#8221; da_not_modal=&#8221;on&#8221; da_is_singular=&#8221;off&#8221; da_with_loader=&#8221;off&#8221; da_has_shadow=&#8221;on&#8221;][et_pb_row column_structure=&#8221;2_3,1_3&#8243; make_equal=&#8221;on&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; width=&#8221;85%&#8221; max_width=&#8221;1380px&#8221; custom_padding=&#8221;20px||1px|||&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;2_3&#8243; module_class=&#8221;col-vert-cent&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_heading title=&#8221;Using Document Summarization Successfully in Biotech Research&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; title_font=&#8221;&#8211;et_global_heading_font|700|||||||&#8221; title_text_color=&#8221;#ffffff&#8221; title_font_size=&#8221;3.5rem&#8221; title_line_height=&#8221;1.2em&#8221; max_width_tablet=&#8221;620px&#8221; max_width_phone=&#8221;620px&#8221; max_width_last_edited=&#8221;on|tablet&#8221; custom_margin=&#8221;30px|||||&#8221; custom_padding=&#8221;0px||||false|false&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_heading][et_pb_code _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;]<pee style=\"font-style: italic; color: #ffffff; font-size: 22px; line-height: 1.4em;\"><!-- [et_pb_line_break_holder] -->A biotech company partnered with PTP to deploy an AWS Bedrock-powered summarization system that<strong>reduced document review time by 50%<\/strong> , improved collaboration, and ensured sensitive research data remained secure.<\/pee><!-- [et_pb_line_break_holder] -->[\/et_pb_code][\/et_pb_column][et_pb_column type=&#8221;1_3&#8243; 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global_colors_info=&#8221;{}&#8221;]\n<div class=\"overview-section\"><!-- [et_pb_line_break_holder] -->  <\/p>\n<h2 id=\"overview\" class=\"section-title\">Overview<\/h2>\n<p><!-- [et_pb_line_break_holder] --><!-- [et_pb_line_break_holder] -->  <pee>As a pioneer in allogenic cell therapies, the Company manages enormous volumes of research documentation. From peer-reviewed publications and preclinical trial data to internal experimental reports, the sheer weight of information often slowed the ability of scientists, clinicians, and executives to extract the insights that mattered most.<\/pee><!-- [et_pb_line_break_holder] --><!-- [et_pb_line_break_holder] -->  <pee>The problem was not access \u2014 the Company had plenty of data \u2014 but speed and clarity. Key findings were often buried in 50-page reports or technical papers that took hours to digest. Scientists were spending precious time parsing documents instead of running experiments. Executives, meanwhile, needed concise and regulator-ready summaries to make informed strategic decisions.<\/pee><!-- [et_pb_line_break_holder] --><!-- [et_pb_line_break_holder] -->  <pee>The Company recognized the potential for Generative AI (GenAI) to transform this workflow. However, like many biotech companies working with sensitive data, the Company had strict security requirements that ruled out SaaS-based LLMs. Public AI services carried risks of intellectual property leakage and compliance violations. The Company turned to <!-- [et_pb_line_break_holder] -->    <a href=\"https:\/\/ptp.cloud\/\" target=\"_blank\" rel=\"noopener noreferrer\">PTP<\/a> <!-- [et_pb_line_break_holder] -->    to design a secure, <!-- [et_pb_line_break_holder] -->    <a href=\"https:\/\/aws.amazon.com\/\" target=\"_blank\" rel=\"noopener noreferrer\">AWS<\/a>-native summarization solution that met both technical and regulatory needs.<!-- [et_pb_line_break_holder] -->  <\/pee><!-- [et_pb_line_break_holder] --><\/div>\n<p><!-- [et_pb_line_break_holder] --><!-- [et_pb_line_break_holder] --><\/p>\n<div class=\"overview-section\"><!-- [et_pb_line_break_holder] -->  <\/p>\n<h2 id=\"challenge\" class=\"section-title\">The Challenge<\/h2>\n<p><!-- [et_pb_line_break_holder] --><!-- [et_pb_line_break_holder] -->  <pee>The barriers the Company faced were familiar across biotech, but particularly acute in high-stakes cell therapy research:<\/pee><!-- [et_pb_line_break_holder] --><!-- [et_pb_line_break_holder] -->  <\/p>\n<div class=\"challenge-points\"><!-- [et_pb_line_break_holder] -->    <\/p>\n<h3>1. Information Overload<\/h3>\n<p><!-- [et_pb_line_break_holder] -->    <pee>Internal teams were consuming dozens of dense scientific papers and clinical trial reports weekly. Extracting actionable findings took too long.<\/pee><!-- [et_pb_line_break_holder] --><!-- [et_pb_line_break_holder] -->    <\/p>\n<h3>2. Inconsistent Summaries<\/h3>\n<p><!-- [et_pb_line_break_holder] -->    <pee>Human-created summaries varied in quality and clarity. The lack of standardization created friction in cross-functional collaboration.<\/pee><!-- [et_pb_line_break_holder] --><!-- [et_pb_line_break_holder] -->    <\/p>\n<h3>3. Security Concerns<\/h3>\n<p><!-- [et_pb_line_break_holder] -->    <pee>With sensitive internal research data at stake, SaaS LLMs were not an option. Any solution had to operate within the Company\u2019s secure AWS environment with guardrails for HIPAA and GxP compliance.<\/pee><!-- [et_pb_line_break_holder] -->  <\/div>\n<p><!-- [et_pb_line_break_holder] --><!-- [et_pb_line_break_holder] -->  <!-- Wrap last paragraph and list together --><!-- [et_pb_line_break_holder] -->  <\/p>\n<div class=\"challenge-summary\"><!-- [et_pb_line_break_holder] -->    <pee>The Company wanted a system that could:<\/pee><!-- [et_pb_line_break_holder] -->    <\/p>\n<ul><!-- [et_pb_line_break_holder] -->      <\/p>\n<li>Rapidly summarize both internal documents and external publications.<\/li>\n<p><!-- [et_pb_line_break_holder] -->      <\/p>\n<li>Provide consistent, regulator-friendly outputs.<\/li>\n<p><!-- [et_pb_line_break_holder] -->      <\/p>\n<li>Operate entirely within a secure, compliant AWS architecture.<\/li>\n<p><!-- [et_pb_line_break_holder] -->    <\/ul>\n<p><!-- [et_pb_line_break_holder] -->  <\/div>\n<p><!-- [et_pb_line_break_holder] --><\/div>\n<p><!-- [et_pb_line_break_holder] -->[\/et_pb_code][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; custom_padding_last_edited=&#8221;on|tablet&#8221; next_background_color=&#8221;#ffffff&#8221; admin_label=&#8221;Section&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; background_color=&#8221;#3e489d&#8221; background_image=&#8221;https:\/\/ptp.cloud\/wp-content\/uploads\/2024\/10\/Square-Pattern-Hero-Background.png&#8221; custom_padding=&#8221;2px||52px||false|false&#8221; custom_padding_tablet=&#8221;40px||40px||true|false&#8221; custom_padding_phone=&#8221;40px||40px||true|false&#8221; bottom_divider_style=&#8221;arrow&#8221; bottom_divider_height=&#8221;83px&#8221; da_disable_devices=&#8221;off|off|off&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221; da_is_popup=&#8221;off&#8221; da_exit_intent=&#8221;off&#8221; da_has_close=&#8221;on&#8221; da_alt_close=&#8221;off&#8221; da_dark_close=&#8221;off&#8221; da_not_modal=&#8221;on&#8221; da_is_singular=&#8221;off&#8221; da_with_loader=&#8221;off&#8221; da_has_shadow=&#8221;on&#8221;][et_pb_row _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; width=&#8221;85%&#8221; custom_padding=&#8221;0px||87px|||&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_code _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; custom_margin=&#8221;||100px|||&#8221; custom_padding=&#8221;78px||0px|||&#8221; custom_css_free_form=&#8221;.solution-section {||  font-size: 22px;||  line-height: 1.6;||  color: #ffffff;||  margin-top: 40px;||}||||.solution-section .section-title {||  color: #ffffff;||  font-weight: 600;||  font-size: 28px;||  margin-bottom: 0.5em;||}||||.solution-section h3 {||  font-size: 24px;||  font-weight: 600;||  margin-top: 1.2em;||  margin-bottom: 0.8em;||  color: #ffffff;||}||||.solution-section h4 {||  font-size: 20px;||  font-weight: 600;||  margin-top: 1em;||  margin-bottom: 0.5em;||  color: #ffffff;||}||||.solution-point {||  border: 1px solid #ffffff;||  border-radius: 8px;||  padding: 15px 20px;||  margin-bottom: 20px;||}||||.solution-section p {||  font-size: 22px;||  line-height: 1.6;||  color: #ffffff;||  margin-bottom: 15px;||}||||\/* Links: light blue, no underline *\/||.solution-section a {||  color: #66b3ff;||  text-decoration: none;||}||||.solution-section a:hover {||  text-decoration: underline;||}||&#8221; global_colors_info=&#8221;{}&#8221;]\n<div class=\"solution-section\"><!-- [et_pb_line_break_holder] -->  <\/p>\n<h2 id=\"solution\" class=\"section-title\">The Solution<\/h2>\n<p><!-- [et_pb_line_break_holder] --><!-- [et_pb_line_break_holder] -->  <pee>PTP architected and delivered a secure, GenAI-powered summarization framework running on <!-- [et_pb_line_break_holder] -->    <a href=\"https:\/\/aws.amazon.com\/bedrock\/\" target=\"_blank\" rel=\"noopener noreferrer\">AWS Bedrock<\/a>. <!-- [et_pb_line_break_holder] -->    The solution balanced cutting-edge AI capabilities with the compliance, scalability, and security posture biotech companies demand.<!-- [et_pb_line_break_holder] -->  <\/pee><!-- [et_pb_line_break_holder] --><!-- [et_pb_line_break_holder] -->  <\/p>\n<h3>Key Solution Components<\/h3>\n<p><!-- [et_pb_line_break_holder] --><!-- [et_pb_line_break_holder] -->  <\/p>\n<div class=\"solution-point\"><!-- [et_pb_line_break_holder] -->    <\/p>\n<h4>AWS Bedrock for Summarization<\/h4>\n<p><!-- [et_pb_line_break_holder] -->    <pee>Bedrock was selected for its flexible access to multiple foundation models through a single API. PTP used prompt engineering and light fine-tuning to optimize summaries for research clarity and regulatory tone.<\/pee><!-- [et_pb_line_break_holder] -->  <\/div>\n<p><!-- [et_pb_line_break_holder] --><!-- [et_pb_line_break_holder] -->  <\/p>\n<div class=\"solution-point\"><!-- [et_pb_line_break_holder] -->    <\/p>\n<h4>Amazon S3 as a Secure Document Repository<\/h4>\n<p><!-- [et_pb_line_break_holder] -->    <pee>Internal research documents and curated external publications were ingested into <!-- [et_pb_line_break_holder] -->      <a href=\"https:\/\/aws.amazon.com\/s3\/\" target=\"_blank\" rel=\"noopener noreferrer\">Amazon S3<\/a>, providing a single, secure repository. This ensured data stayed within the company\u2019s AWS boundary.<\/pee><!-- [et_pb_line_break_holder] -->  <\/div>\n<p><!-- [et_pb_line_break_holder] --><!-- [et_pb_line_break_holder] -->  <\/p>\n<div class=\"solution-point\"><!-- [et_pb_line_break_holder] -->    <\/p>\n<h4>Amazon Textract &#038; Kendra for Preprocessing<\/h4>\n<p><!-- [et_pb_line_break_holder] -->    <pee><!-- [et_pb_line_break_holder] -->      <a href=\"https:\/\/aws.amazon.com\/textract\/\" target=\"_blank\" rel=\"noopener noreferrer\">Amazon Textract<\/a> converted PDFs and scanned documents into structured text. <!-- [et_pb_line_break_holder] -->      <a href=\"https:\/\/aws.amazon.com\/kendra\/\" target=\"_blank\" rel=\"noopener noreferrer\">Amazon Kendra<\/a> added intelligent search across documents, ensuring the summarization system could pull relevant context before generating outputs.<!-- [et_pb_line_break_holder] -->    <\/pee><!-- [et_pb_line_break_holder] -->  <\/div>\n<p><!-- [et_pb_line_break_holder] --><!-- [et_pb_line_break_holder] -->  <\/p>\n<div class=\"solution-point\"><!-- [et_pb_line_break_holder] -->    <\/p>\n<h4>Custom Prompt Engineering<\/h4>\n<p><!-- [et_pb_line_break_holder] -->    <pee>PTP developed domain-specific prompts that emphasized clarity, neutrality, and regulator-friendly formatting. This ensured that summaries were not only concise but also aligned with FDA communication standards.<\/pee><!-- [et_pb_line_break_holder] -->  <\/div>\n<p><!-- [et_pb_line_break_holder] --><!-- [et_pb_line_break_holder] -->  <\/p>\n<div class=\"solution-point\"><!-- [et_pb_line_break_holder] -->    <\/p>\n<h4>Researcher-Facing Chatbot Interface<\/h4>\n<p><!-- [et_pb_line_break_holder] -->    <pee>Instead of adding another dashboard, PTP delivered a simple, secure chatbot UI powered by <!-- [et_pb_line_break_holder] -->      <a href=\"https:\/\/openwebui.com\/\" target=\"_blank\" rel=\"noopener noreferrer\">Open WebUI<\/a>. Scientists could upload a document, ask for a summary, or request key findings, and receive results in seconds.<\/pee><!-- [et_pb_line_break_holder] -->  <\/div>\n<p><!-- [et_pb_line_break_holder] --><\/div>\n<p><!-- [et_pb_line_break_holder] -->[\/et_pb_code][et_pb_code _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; custom_css_free_form=&#8221;.why-section {||  display: flex;||  gap: 30px;||  margin-top: 40px;||  flex-wrap: wrap;||}||||.why-card {||  flex: 1;||  background-color: #f0f0f0;||  border-radius: 16px;||  padding: 35px 25px;||  box-shadow: 0 4px 12px rgba(0,0,0,0.1);||  display: flex;||  flex-direction: column;||  justify-content: flex-start;||}||||\/* Base logo styling *\/||.why-section .why-logo {||  display: block;||  margin: 20px auto;||  padding-top: 20px;||}||||\/* Ensure anchors do not affect sizing and keep centering *\/||.why-section .why-card a {||  display: block;||  text-align: center;||}||||\/* AWS logo: smaller, centered, cropped to hide %22Partner%22 *\/||.why-section .why-card a img.why-logo.aws-logo,||.why-section .why-card img.why-logo.aws-logo {||  width: 180px;          \/* explicit width wins over global img rules *\/||  max-width: 180px;||  height: auto;||  margin: 20px auto 0;||  clip-path: inset(0 45% 0 0); \/* crop right side *\/||  object-fit: contain;||}||||\/* PTP logo: slightly smaller *\/||.why-section .why-card a img.why-logo.ptp-logo,||.why-section .why-card img.why-logo.ptp-logo {||  width: 120px;          \/* explicit width *\/||  max-width: 120px;||  height: auto;||  margin: 20px auto 0;||  object-fit: contain;||}||||\/* Typography (unchanged) *\/||.why-card h2 {||  color: #0c71c3;||  font-size: 26px;||  font-weight: 700;||  margin-bottom: 25px;||}||||.why-card h4 {||  color: #111111;||  font-size: 20px;||  font-weight: 600;||  margin-top: 20px;||  margin-bottom: 10px;||  text-align: left;||}||||.why-card p {||  color: #333333;||  font-size: 18px;||  line-height: 1.6;||  text-align: left;||}||||@media (max-width: 900px) {||  .why-section { flex-direction: column; }||  .why-card { margin-bottom: 20px; }||}||&#8221; global_colors_info=&#8221;{}&#8221;]\n<div class=\"why-section\"><!-- [et_pb_line_break_holder] -->  <\/p>\n<div class=\"why-card\"><!-- [et_pb_line_break_holder] -->    <\/p>\n<h2>Why AWS<\/h2>\n<p><!-- [et_pb_line_break_holder] -->    <pee>The company selected <strong>AWS<\/strong> as the backbone for this project because of three critical advantages:<\/pee><!-- [et_pb_line_break_holder] -->    <!-- [et_pb_line_break_holder] -->    <\/p>\n<h4>Security and Compliance<\/h4>\n<p><!-- [et_pb_line_break_holder] -->    <pee>With sensitive research data at the core of operations, AWS provided a secure, compliance-ready environment. S3, SageMaker, and Bedrock operated within the company\u2019s isolated VPC, ensuring data never left the secure boundary.<\/pee><!-- [et_pb_line_break_holder] -->    <\/p>\n<h4>Breadth of Model Choice<\/h4>\n<p><!-- [et_pb_line_break_holder] -->    <pee>AWS Bedrock offered access to multiple foundation models through a unified API, allowing experimentation with ProtGPT2, ProtBERT, and other specialized models without costly redevelopment.<\/pee><!-- [et_pb_line_break_holder] -->    <!-- [et_pb_line_break_holder] -->    <\/p>\n<h4>Scalability<\/h4>\n<p><!-- [et_pb_line_break_holder] -->    <pee>AWS\u2019s elastic infrastructure meant the company could scale computationally intensive protein folding workloads up or down as research demands shifted. This flexibility allowed acceleration without overinvesting in static infrastructure.<\/pee><!-- [et_pb_line_break_holder] --><!-- [et_pb_line_break_holder] -->    <a href=\"https:\/\/aws.amazon.com\/marketplace\/seller-profile?id=40aef862-90e2-4a5f-9d98-2ef74b6cbf15\" target=\"_blank\" rel=\"noopener noreferrer\"><!-- [et_pb_line_break_holder] -->      <img decoding=\"async\" src=\"https:\/\/ptp.cloud\/wp-content\/uploads\/2024\/04\/aws-partner-logo.png\" <!-- [et_pb_line_break_holder] -->           alt=&#8221;AWS Partner Logo&#8221; <!-- [et_pb_line_break_holder] -->           class=&#8221;why-logo aws-logo&#8221; \/><!-- [et_pb_line_break_holder] -->    <\/a><!-- [et_pb_line_break_holder] -->  <\/div>\n<p><!-- [et_pb_line_break_holder] --><!-- [et_pb_line_break_holder] -->  <\/p>\n<div class=\"why-card\"><!-- [et_pb_line_break_holder] -->    <\/p>\n<h2>Why PTP<\/h2>\n<p><!-- [et_pb_line_break_holder] -->    <pee>The company chose <strong>PTP<\/strong> as its partner because of its deep expertise in both AWS consulting and life sciences R&#038;D.<\/pee><!-- [et_pb_line_break_holder] -->    <!-- [et_pb_line_break_holder] -->    <\/p>\n<h4>Life Sciences Competency<\/h4>\n<p><!-- [et_pb_line_break_holder] -->    <pee>As an AWS Life Sciences Competency partner, PTP brought domain-specific knowledge of biotech workflows, regulatory constraints, and scientific data handling.<\/pee><!-- [et_pb_line_break_holder] -->    <\/p>\n<h4>Proven AWS Delivery<\/h4>\n<p><!-- [et_pb_line_break_holder] -->    <pee>With years of AWS consulting experience, PTP designed and delivered a pipeline that adhered to AWS best practices while meeting the company\u2019s unique research needs.<\/pee><!-- [et_pb_line_break_holder] -->    <!-- [et_pb_line_break_holder] -->    <\/p>\n<h4>Innovation and Enablement<\/h4>\n<p><!-- [et_pb_line_break_holder] -->    <pee>Beyond building the system, PTP enabled the company\u2019s team with training, documentation, and extensibility\u2014ensuring they could independently grow the framework to support future research initiatives.<\/pee><!-- [et_pb_line_break_holder] --><!-- [et_pb_line_break_holder] -->    <a href=\"https:\/\/ptp.cloud\" target=\"_blank\" rel=\"noopener noreferrer\"><!-- [et_pb_line_break_holder] -->      <img decoding=\"async\" src=\"https:\/\/ptp.cloud\/wp-content\/uploads\/2020\/11\/ptp-rebrand-logo-original.png\" <!-- [et_pb_line_break_holder] -->           alt=&#8221;PTP Logo&#8221; <!-- [et_pb_line_break_holder] -->           class=&#8221;why-logo ptp-logo&#8221; \/><!-- [et_pb_line_break_holder] -->    <\/a><!-- [et_pb_line_break_holder] -->  <\/div>\n<p><!-- [et_pb_line_break_holder] --><\/div>\n<p><!-- [et_pb_line_break_holder] -->[\/et_pb_code][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; admin_label=&#8221;section&#8221; _builder_version=&#8221;4.16&#8243; custom_padding=&#8221;32px||1px|||&#8221; da_disable_devices=&#8221;off|off|off&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221; da_is_popup=&#8221;off&#8221; da_exit_intent=&#8221;off&#8221; da_has_close=&#8221;on&#8221; da_alt_close=&#8221;off&#8221; da_dark_close=&#8221;off&#8221; da_not_modal=&#8221;on&#8221; da_is_singular=&#8221;off&#8221; da_with_loader=&#8221;off&#8221; da_has_shadow=&#8221;on&#8221;][et_pb_row make_equal=&#8221;on&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; width=&#8221;85%&#8221; max_width=&#8221;1380px&#8221; 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global_colors_info=&#8221;{}&#8221;]\n<div class=\"results-section\"><!-- [et_pb_line_break_holder] -->  <\/p>\n<h2 id=\"results\" class=\"section-title\">The Results<\/h2>\n<p><!-- [et_pb_line_break_holder] --><!-- [et_pb_line_break_holder] -->  <pee>The deployment produced immediate benefits:<\/pee><!-- [et_pb_line_break_holder] --><!-- [et_pb_line_break_holder] -->  <\/p>\n<div class=\"result-block\"><!-- [et_pb_line_break_holder] -->    <\/p>\n<h3>50% Faster Document Review<\/h3>\n<p><!-- [et_pb_line_break_holder] -->    <pee>Scientists reported cutting review time in half. Instead of spending hours parsing journal articles, they received concise, contextually accurate summaries in minutes.<\/pee><!-- [et_pb_line_break_holder] -->  <\/div>\n<p><!-- [et_pb_line_break_holder] --><!-- [et_pb_line_break_holder] -->  <\/p>\n<div class=\"result-block\"><!-- [et_pb_line_break_holder] -->    <\/p>\n<h3>Improved Cross-Team Collaboration<\/h3>\n<p><!-- [et_pb_line_break_holder] -->    <pee>Standardized summaries meant clinical, research, and executive teams were aligned faster, reducing friction and duplication of effort.<\/pee><!-- [et_pb_line_break_holder] -->  <\/div>\n<p><!-- [et_pb_line_break_holder] --><!-- [et_pb_line_break_holder] -->  <\/p>\n<div class=\"result-block\"><!-- [et_pb_line_break_holder] -->    <\/p>\n<h3>Greater Focus on Research<\/h3>\n<p><!-- [et_pb_line_break_holder] -->    <pee>Scientists spent less time on administrative reading and more time in the lab, directly accelerating experimental throughput.<\/pee><!-- [et_pb_line_break_holder] -->  <\/div>\n<p><!-- [et_pb_line_break_holder] --><!-- [et_pb_line_break_holder] -->  <\/p>\n<div class=\"result-block\"><!-- [et_pb_line_break_holder] -->    <\/p>\n<h3>Secure and Scalable Foundation<\/h3>\n<p><!-- [et_pb_line_break_holder] -->    <pee>By operating fully on AWS, the Company eliminated the risks associated with SaaS GenAI tools and built a foundation it could extend to future research applications.<\/pee><!-- [et_pb_line_break_holder] -->  <\/div>\n<p><!-- [et_pb_line_break_holder] --><\/div>\n<p><!-- [et_pb_line_break_holder] --><!-- [et_pb_line_break_holder] --><\/p>\n<hr class=\"blue-divider\"><!-- [et_pb_line_break_holder] --><!-- [et_pb_line_break_holder] --><\/p>\n<div class=\"conclusion-section\"><!-- [et_pb_line_break_holder] -->  <\/p>\n<h2 id=\"conclusion\" class=\"section-title\">Conclusion<\/h2>\n<p><!-- [et_pb_line_break_holder] -->  <pee>The Company\u2019s use of AWS Bedrock-powered summarization demonstrates how secure, domain-specific GenAI can solve one of biotech\u2019s most pervasive challenges: turning mountains of research documents into actionable knowledge.<\/pee><!-- [et_pb_line_break_holder] --><!-- [et_pb_line_break_holder] -->  <pee>By partnering with PTP, the Company accelerated document review, improved collaboration, and gave scientists more time to innovate\u2014all while keeping sensitive data protected. The project illustrates the power of combining AWS\u2019s secure AI services with PTP\u2019s life sciences expertise to deliver measurable, real-world impact.<\/pee><!-- [et_pb_line_break_holder] --><\/div>\n<p><!-- [et_pb_line_break_holder] -->[\/et_pb_code][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=&#8221;1_2,1_2&#8243; module_class=&#8221;vert-cent&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; width=&#8221;85%&#8221; max_width=&#8221;1380px&#8221; custom_margin=&#8221;0px||0px||false|false&#8221; custom_padding=&#8221;0px||0px||false|false&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;1_2&#8243; module_id=&#8221;contact&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_code _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;]<img <!-- [et_pb_line_break_holder] -->  src=&#8221;https:\/\/ptp.cloud\/wp-content\/uploads\/2024\/12\/Graphs-Isometric-Contained-Icon.png&#8221; <!-- [et_pb_line_break_holder] -->  alt=&#8221;Isometric graph icon representing secure AWS Transfer Family architecture for life sciences&#8221; <!-- [et_pb_line_break_holder] -->  width=&#8221;240&#8243; <!-- [et_pb_line_break_holder] -->  height=&#8221;240&#8243; <!-- [et_pb_line_break_holder] -->  loading=&#8221;lazy&#8221; <!-- [et_pb_line_break_holder] -->  style=&#8221;display: block; max-width: 240px; height: auto; margin-bottom: 1.5em;&#8221; <!-- [et_pb_line_break_holder] -->\/><!-- [et_pb_line_break_holder] --><!-- [et_pb_line_break_holder] --><\/p>\n<div style=\"font-size: 22px; line-height: 1.6; margin-top: 3em;\"><!-- [et_pb_line_break_holder] -->  <\/p>\n<h2 style=\"color: #2f348d; font-weight: 600; font-size: 45px; margin-bottom: 0.5em;\"><!-- [et_pb_line_break_holder] -->Unlock Faster, Smarter Research with AI-Powered Summarization<!-- [et_pb_line_break_holder] -->  <\/h2>\n<p><!-- [et_pb_line_break_holder] -->  <pee>Accelerate discovery by transforming dense scientific documents into concise, regulator-ready insights. Partner with PTP to deploy secure, AWS-native AI solutions that save time, improve collaboration, and keep sensitive data protected.<\/pee><!-- [et_pb_line_break_holder] --><\/div>\n<p><!-- [et_pb_line_break_holder] -->[\/et_pb_code][et_pb_button button_url=&#8221;https:\/\/outlook.office365.com\/owa\/calendar\/PTP1@pinnacletechpartners.com\/bookings\/&#8221; url_new_window=&#8221;on&#8221; button_text=&#8221;Schedule a call&#8221; button_alignment=&#8221;left&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; custom_button=&#8221;on&#8221; button_text_size=&#8221;18px&#8221; button_text_color=&#8221;#ffffff&#8221; button_bg_color=&#8221;gcid-primary-color&#8221; button_border_width=&#8221;0px&#8221; button_border_radius=&#8221;50px&#8221; button_font=&#8221;Ubuntu|500|||||||&#8221; button_use_icon=&#8221;off&#8221; custom_padding=&#8221;0.8rem|1.8rem|0.8rem|1.8rem|true|true&#8221; button_text_size_tablet=&#8221;1rem&#8221; button_text_size_phone=&#8221;1rem&#8221; button_text_size_last_edited=&#8221;on|tablet&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{%22gcid-primary-color%22:%91%22button_bg_color%22%93,%22gcid-4a2771a4-2bac-479e-b2cf-583957402471%22:%91%22button_bg_color__hover%22%93}&#8221; button_bg_color__hover=&#8221;#0c71c3&#8243; button_bg_color__hover_enabled=&#8221;on|desktop&#8221;][\/et_pb_button][\/et_pb_column][et_pb_column type=&#8221;1_2&#8243; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; background_color=&#8221;#2f348d&#8221; custom_padding=&#8221;60px|60px|25px|60px|false|true&#8221; custom_padding_tablet=&#8221;60px|60px|25px|60px|false|true&#8221; custom_padding_phone=&#8221;30px|30px|0px|30px|false|true&#8221; custom_padding_last_edited=&#8221;on|tablet&#8221; border_radii=&#8221;on|10px|10px|10px|10px&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_code _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;]\n<h2 class=\"form-h2\" style=\"text-align: center; color: #ffffff; font-size: 36px;\">  Schedule your free consultation today.<!-- [et_pb_line_break_holder] --><\/h2>\n<p><!-- [et_pb_line_break_holder] --><pee style=\"text-align: center; color: #ffffff; font-size: 20px; margin-bottom: 1.5em;\"><!-- [et_pb_line_break_holder] -->  Tell us a bit about your project to get started with PTP. Fill out the form below and our team will be in touch shortly.<!-- [et_pb_line_break_holder] --><\/pee><!-- [et_pb_line_break_holder] --><div class=\"frm_forms  with_frm_style frm_style_formidable-style\" id=\"frm_form_2_container\" >\n<form enctype=\"multipart\/form-data\" method=\"post\" class=\"frm-show-form  frm_js_validate  frm_ajax_submit  frm_pro_form \" id=\"form_homepage-contact-us\" >\n<div class=\"frm_form_fields \">\n<fieldset>\n<legend class=\"frm_screen_reader\">Homepage Contact Us<\/legend>\r\n\r\n<div class=\"frm_fields_container\">\n<input type=\"hidden\" name=\"frm_action\" value=\"create\" \/>\n<input type=\"hidden\" name=\"form_id\" value=\"2\" \/>\n<input type=\"hidden\" name=\"frm_hide_fields_2\" id=\"frm_hide_fields_2\" value=\"\" \/>\n<input type=\"hidden\" name=\"form_key\" value=\"homepage-contact-us\" \/>\n<input type=\"hidden\" name=\"item_meta[0]\" value=\"\" \/>\n<input type=\"hidden\" id=\"frm_submit_entry_2\" name=\"frm_submit_entry_2\" 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Amid an environment characterized by escalating scrutiny and disturbing reports of manipulated outcomes, it becomes critical to build an infrastructure that is not only efficient but also transparent and reliable. Our client in the startup life sciences space needed to build out their environment for informatics on AWS while requiring PTP help significantly expedite the research process and, most importantly, validate its authenticity.<\/p><p>The primary goal in fortifying the validity of research is in streamlining and automating the data processing pipelines. The science required the expertise to support scaling homegrown pipelines, industry-leading solutions such as Nextflow, which provides a scalable and reproducible scientific workflow using software containers, as well as open-source conglomerates like Cell Ranger, Seurat, Picard, and Star Aligner, which have shown proven results in genomics and computational biology. This client demanded a cloud pipeline solution that was automated, repeatable, easily changeable and fully documents to ensure research validation. These solutions, when interlaced with robust AWS offerings like EC2, ELB, Auto Scaling, Lambda, and Fargate, create a scalable, cost-efficient, and high-throughput data processing solution that stands all the major test of validation.<\/p><p>PTP leveraged EC2 Image Builder and Service Catalogs to produce images in a controlled and repeatable manner. This allows for scientists and informaticians to independently launch pipelines through Service Catalog. These users have limited permissions to just launch Service Catalog everything else is controlled through the code process and permissions are minimized by the security group for control.<\/p><p>PTP centralized the building of images in one account and that account shares across the organization into those required accounts which exchange information between accounts with Amazon Parameter Store.<\/p><p>Image building was automated using EC2 Image Builder allowing PTP to build different standard images for different functions. From there the team created a recipe in Image Builder containing the software components that make up the image and defines the ownership of the component. This provides complete documentation on what software and versions are installed, which in life sciences is essential for controlling variables and seeking research validation. This Build account has access to private and controlled code repositories so that software version can be frozen or recreated from any point in time<\/p><p>These builds were all written into Terraform to maintain the image files and component lists and version controlled by AWS Code Commit. As components change in Terraform, for example a software update to \u201cversion 4.2\u201d, Terraform will know the file has changed and will deploy a new version of the component which then creates a new version of the recipe in Image Builder.<\/p><p>For cost optimization, the Service Catalog services are tied to Cloudwatch events that trigger when devices go idle, then SQS queue and Lambda are used to terminate resources they go idle for a period of time. When services\/images are recreated, they are automatically reconnected to persistent storage. \u00a0Going forward, PTP is working with this client to incorporate Amazon WorkSpaces and AWS Managed AD to further isolate data and create additional levels of control and security.<\/p><p>The result of this design and infrastructure-as-code implementation is a data management platform that will aid in the effort of research validation due to the limitation of variables and changes. The team also estimates between a 50-75% savings reduction driven through the automated deployment and tear-down of resources for use only when called upon verses building a traditional cloud computing environment. Lastly, the least-privilege access configurations enhance the protection of sensitive data which aligns with the consistent approach to the build of a Well Architected AWS environment.<\/p><p>\u00a0<\/p><h3>Purchase PTP's <a href=\"https:\/\/aws.amazon.com\/marketplace\/pp\/prodview-it7fjq6rqix74?sr=0-13&ref_=beagle&applicationId=AWSMPContessa\">CloudOps Offer<\/a> on AWS Marketplace!<\/h3><p>\u00a0<\/p><h3>Learn More about PTP's CloudOps <a 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