{"componentChunkName":"component---src-pages-about-js","path":"/about/","result":{"data":{"site":{"siteMetadata":{"title":"Analog Intelligence","description":"AI Strategy in Bio and Health"}},"allMarkdownRemark":{"edges":[{"node":{"excerpt":"Radiology ML models can be deployed in one of three clinical contexts: within the image acquisition hardware, within the data storage system…","fields":{"slug":"/ai-clinical-deployment-contexts-in-radiology/","readingTime":{"text":"2 min read"}},"frontmatter":{"date":null,"title":"AI clinical deployment contexts in radiology","description":null,"thumbnail":null}}},{"node":{"excerpt":"It is no surprise that developing a drug is estimated to cost $2.6B spanning an entire decade. With success rates in the single digits for…","fields":{"slug":"/biotech-the-double-funnel/","readingTime":{"text":"2 min read"}},"frontmatter":{"date":null,"title":"Biotech: Navigating the double funnel","description":null,"thumbnail":null}}},{"node":{"excerpt":"Drug discovery and development is a multi stakeholder process. For early stage AI startups, it is imperative that they work with relatively…","fields":{"slug":"/four-models-for-delivering-ai-value-in-drug-development/","readingTime":{"text":"3 min read"}},"frontmatter":{"date":null,"title":"Four models for delivering AI value in drug development","description":null,"thumbnail":null}}},{"node":{"excerpt":"While many biotech companies may identify as “AI-first”, machine learning is often one of three components that come together to create…","fields":{"slug":"/ml-is-just-one-part-of-the-story/","readingTime":{"text":"2 min read"}},"frontmatter":{"date":null,"title":"Machine learning is just one part of the story","description":null,"thumbnail":null}}},{"node":{"excerpt":"Four main forces shaping biotech as outlined in Flagship pioneering`s 2022 annual letter↗︎. For context, flagship pioneering is a life…","fields":{"slug":"/flagship-pioneering-annual-letter-2022-four-forces-shaping-biotech/","readingTime":{"text":"2 min read"}},"frontmatter":{"date":null,"title":"Flagship pioneering: Four forces shaping biotech","description":null,"thumbnail":null}}},{"node":{"excerpt":"The state of being ML-ready can vary widely across different data types, primarily influenced by their source. The distinction here is…","fields":{"slug":"/ml-readiness-across-3-data-sources-preclinical-research-clinical-research-and-clinical-practice/","readingTime":{"text":"2 min read"}},"frontmatter":{"date":null,"title":"ML-readiness across 3 data sources: Preclinical research, clinical research, and clinical practice","description":null,"thumbnail":null}}},{"node":{"excerpt":"An immediately obvious application is repurposing existing molecules for new indications. This is particularly evident in phenotypic drug…","fields":{"slug":"/promises-ai-artificial-intelligence-small-molecule-drug-discovery/","readingTime":{"text":"1 min read"}},"frontmatter":{"date":null,"title":"The promises of AI in small molecule drug discovery","description":null,"thumbnail":null}}},{"node":{"excerpt":"Only a handful of ML-centric companies in the health/bio space have gone public. The regulatory documents from these filings provide a good…","fields":{"slug":"/recursion-biotech-company-scaling-more-like-tech-company/","readingTime":{"text":"2 min read"}},"frontmatter":{"date":null,"title":"Recursion: A biotech company scaling more like a tech company","description":null,"thumbnail":null}}},{"node":{"excerpt":"Data teams in preclinical research operate within a triangular spectrum spanning three core areas: infrastructure, machine learning, and…","fields":{"slug":"/the-triangular-spectrum-of-data-teams/","readingTime":{"text":"2 min read"}},"frontmatter":{"date":null,"title":"The triangular spectrum of research data teams","description":null,"thumbnail":null}}},{"node":{"excerpt":"The new generation of antibodies, enzymes, peptides and other proteins will be designed and engineered - not discovered or screened. ML is…","fields":{"slug":"/novel-proteins-across-sequence-structure-and-function/","readingTime":{"text":"2 min read"}},"frontmatter":{"date":null,"title":"Novel proteins across sequence, structure, and function","description":null,"thumbnail":null}}},{"node":{"excerpt":"Making Insulin in the Lab Originally sourced from pig pancreases, the synthesis of insulin in 1979 by Genentech marked a major scientific…","fields":{"slug":"/artificial-intelligence-ai-startups-synthetic-biology-synbio-venture-meta-review-analysis/","readingTime":{"text":"26 min read"}},"frontmatter":{"date":"July 29, 2025","title":"Unnatural Selection: AI Meets Synthetic Biology","description":"We explore how AI is transforming synthetic biology by designing proteins never seen before in nature, examine various applications across therapeutics and gene therapy, and discuss the powerful data flywheel effect when AI is integrated with wet lab 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read"}},"frontmatter":{"date":"February 16, 2021","title":"AI Beyond the Clinic: Labs, Telemedicine, and Consumer Healthcare","description":"We explore why data engineering and clinical integration are major bottlenecks towards bringing AI tools to routine care, and identify other areas beyond the clinic more suited for AI development and 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To investigate further, the physician orders a…","fields":{"slug":"/artificial-intelligence-ai-startups-pathology-venture-meta-review-analysis/","readingTime":{"text":"18 min read"}},"frontmatter":{"date":"November 10, 2020","title":"AI Startups in Pathology: A Meta-Review","description":"We explore the AI in pathology landscape through a group of 16 startups, AI applications beyond image interpretation, and how digitization and AI can mature alongside one another to produce tightly integrated solutions.","thumbnail":{"childImageSharp":{"fluid":{"base64":"data:image/png;base64,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","aspectRatio":1,"src":"/static/47653fa77b5f642136d6ff5ddcbaa0b4/bc8e0/artificial-intelligence-ai-startups-pathology-venture-meta-review-analysis.png","srcSet":"/static/47653fa77b5f642136d6ff5ddcbaa0b4/8ac63/artificial-intelligence-ai-startups-pathology-venture-meta-review-analysis.png 200w,\n/static/47653fa77b5f642136d6ff5ddcbaa0b4/3891b/artificial-intelligence-ai-startups-pathology-venture-meta-review-analysis.png 400w,\n/static/47653fa77b5f642136d6ff5ddcbaa0b4/bc8e0/artificial-intelligence-ai-startups-pathology-venture-meta-review-analysis.png 800w,\n/static/47653fa77b5f642136d6ff5ddcbaa0b4/6050d/artificial-intelligence-ai-startups-pathology-venture-meta-review-analysis.png 1200w,\n/static/47653fa77b5f642136d6ff5ddcbaa0b4/00405/artificial-intelligence-ai-startups-pathology-venture-meta-review-analysis.png 1600w,\n/static/47653fa77b5f642136d6ff5ddcbaa0b4/4df5a/artificial-intelligence-ai-startups-pathology-venture-meta-review-analysis.png 13092w","srcWebp":"/static/47653fa77b5f642136d6ff5ddcbaa0b4/ccdb5/artificial-intelligence-ai-startups-pathology-venture-meta-review-analysis.webp","srcSetWebp":"/static/47653fa77b5f642136d6ff5ddcbaa0b4/6b183/artificial-intelligence-ai-startups-pathology-venture-meta-review-analysis.webp 200w,\n/static/47653fa77b5f642136d6ff5ddcbaa0b4/fc32b/artificial-intelligence-ai-startups-pathology-venture-meta-review-analysis.webp 400w,\n/static/47653fa77b5f642136d6ff5ddcbaa0b4/ccdb5/artificial-intelligence-ai-startups-pathology-venture-meta-review-analysis.webp 800w,\n/static/47653fa77b5f642136d6ff5ddcbaa0b4/9000d/artificial-intelligence-ai-startups-pathology-venture-meta-review-analysis.webp 1200w,\n/static/47653fa77b5f642136d6ff5ddcbaa0b4/e0075/artificial-intelligence-ai-startups-pathology-venture-meta-review-analysis.webp 1600w,\n/static/47653fa77b5f642136d6ff5ddcbaa0b4/191cb/artificial-intelligence-ai-startups-pathology-venture-meta-review-analysis.webp 13092w","sizes":"(max-width: 800px) 100vw, 800px"}}}}}},{"node":{"excerpt":"A Tale of Two Startups First, we have the acquirer IDx with diagnostic products for diabetic retinopathy - a diabetes complication that…","fields":{"slug":"/pre-2012-startups-AI-products-across-medical-specialities/","readingTime":{"text":"13 min read"}},"frontmatter":{"date":"September 02, 2020","title":"Pre-2012 Startups and AI Products Across Medical Specialities","description":"We explore a new emerging type of healthcare startups with AI offerings across medical specialities - a \"multi-speciality AI vendor\", and how ideas for clinical AI-centric products can be validated without AI.","thumbnail":{"childImageSharp":{"fluid":{"base64":"data:image/png;base64,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","aspectRatio":0.9900990099009901,"src":"/static/cd3e88c1c46fd9d8557bfdf7ced9852a/bc8e0/pre-2012-startups-AI-products-across-medical-specialities.png","srcSet":"/static/cd3e88c1c46fd9d8557bfdf7ced9852a/8ac63/pre-2012-startups-AI-products-across-medical-specialities.png 200w,\n/static/cd3e88c1c46fd9d8557bfdf7ced9852a/3891b/pre-2012-startups-AI-products-across-medical-specialities.png 400w,\n/static/cd3e88c1c46fd9d8557bfdf7ced9852a/bc8e0/pre-2012-startups-AI-products-across-medical-specialities.png 800w,\n/static/cd3e88c1c46fd9d8557bfdf7ced9852a/6050d/pre-2012-startups-AI-products-across-medical-specialities.png 1200w,\n/static/cd3e88c1c46fd9d8557bfdf7ced9852a/00405/pre-2012-startups-AI-products-across-medical-specialities.png 1600w,\n/static/cd3e88c1c46fd9d8557bfdf7ced9852a/28fe4/pre-2012-startups-AI-products-across-medical-specialities.png 3085w","srcWebp":"/static/cd3e88c1c46fd9d8557bfdf7ced9852a/ccdb5/pre-2012-startups-AI-products-across-medical-specialities.webp","srcSetWebp":"/static/cd3e88c1c46fd9d8557bfdf7ced9852a/6b183/pre-2012-startups-AI-products-across-medical-specialities.webp 200w,\n/static/cd3e88c1c46fd9d8557bfdf7ced9852a/fc32b/pre-2012-startups-AI-products-across-medical-specialities.webp 400w,\n/static/cd3e88c1c46fd9d8557bfdf7ced9852a/ccdb5/pre-2012-startups-AI-products-across-medical-specialities.webp 800w,\n/static/cd3e88c1c46fd9d8557bfdf7ced9852a/9000d/pre-2012-startups-AI-products-across-medical-specialities.webp 1200w,\n/static/cd3e88c1c46fd9d8557bfdf7ced9852a/e0075/pre-2012-startups-AI-products-across-medical-specialities.webp 1600w,\n/static/cd3e88c1c46fd9d8557bfdf7ced9852a/472ed/pre-2012-startups-AI-products-across-medical-specialities.webp 3085w","sizes":"(max-width: 800px) 100vw, 800px"}}}}}}]}},"pageContext":{}},"staticQueryHashes":["2841359383"]}