AI in Healthcare
Sep 19, 2026

The Gist
AI is spreading through healthcare fast: Takeda says its AI boosted new drug uptake about 2.35 times, Twist Bioscience signed an Eli Lilly deal, Anthropic opened an AI wet lab, and a healthcare AI agent moved onto Amazon Bedrock. At the same time, UnitedHealth is being sued over its nH Predict tool's 90% error rate in care denials, and researchers report that AI in hundreds of clinical trials still shows gaps. The result is a split picture of real gains and serious accountability problems.
Today's Stories
- 1
AI in Hundreds of Clinical Trials: Successes and Gaps
Applied Clinical Trials Online reports on lessons drawn from hundreds of clinical trials involving AI, covering its successes, gaps, and opportunities. The findings suggest AI has delivered documented results in clinical trials while leaving open gaps that point to where it could be applied next, though the specifics are seen through the outlet's review.
The takeaway hinges on which gaps the review identifies as most consequential, since that shapes where clinical-trial teams and sponsors focus next.
- 2
Twist Bioscience lands Eli Lilly TuneLab deal, stock up 7.02%
Twist Bioscience signed an agreement to provide antibody characterization data and services to Eli Lilly's AI/ML TuneLab platform, feeding lab data into Lilly's antibody discovery models. The deal gives Twist a visible role in AI-driven drug discovery, a strategic validation that helped push shares up 7.02% and drew analyst attention.
Whether the AI-driven opportunity translates into revenue remains the test, with Leerink raising its target to $160 and UBS starting coverage at Neutral with a $144 target.
- 3
UnitedHealth sued over nH Predict's 90% error rate in care denials
A proposed class-action filed November 14, 2023 alleges UnitedHealth and subsidiary NaviHealth used nH Predict, an AI tool the complaint says has a 90% error rate, to deny post-acute care to elderly Medicare Advantage patients. Two families say the denials cost them over $220,000 combined. The complaint argues UnitedHealth knew of the tool's error rate and kept using it because most patients would not challenge denials, leaving alleged wrongful coverage cuts uncorrected.
A federal magistrate judge has ordered UnitedHealth to produce documentation about nH Predict's role, and discovery remains ongoing as of 2026, so the case hinges on what those records show about the tool's link to actual coverage denials.
- 4
Takeda's NBA AI boosts new drug uptake about 2.35 times
Takeda says facilities receiving its NBA (Next Best Action) AI recommendations adopted a new product about 2.35 times more often than others, and sites acting on them about 1.6 times more. Takeda presents NBA as proof that combining its reps, digital channels and AI analysis can lift real commercial results, a core pillar of its go-to-market overhaul.
The result comes from selected new products, and effects on seasonal vaccines or rare-disease fields with limited past data are still unclear. Watch uptake of Takeda ID, at 58,951 users as of March 2026.
- 5
Anthropic opens AI-powered wet lab in San Francisco Bay Area
Reuters reported that Anthropic PBC opened a wet lab in the San Francisco Bay Area, where robots powered by its Claude large language models will automate certain scientific tasks. The facility suggests Anthropic is widening its life sciences push beyond drug discovery, since a spokesperson said the lab is "not for drug discovery specifically."
A spokesperson said the Bay Area lab is "not for drug discovery specifically," so its value hinges on whether Claude-driven workflows prove useful across other biology subfields.
- 6
Healthcare AI agent moves to Amazon Bedrock AgentCore runtime
AWS migrated a multi-model healthcare AI agent from Amazon ECS with AWS Fargate to Amazon Bedrock AgentCore runtime, keeping the same healthcare_agentcore.py file and triple-model orchestration. AgentCore runtime handles container lifecycle, scaling, identity, and observability automatically, so teams can focus on agent logic rather than infrastructure, according to AWS.
The sample is for demonstration, and production medical deployments would use Amazon Bedrock Guardrails for content filtering and grounding validation as a standard control.
What to Watch
Watch which gaps the review flags as most consequential, since that will steer where clinical-trial teams and sponsors focus next, and whether that AI-driven opportunity turns into real revenue for companies like those Leerink now values at a $160 target and UBS rates Neutral at $144. Also keep an eye on the UnitedHealth case, where ongoing discovery will reveal how closely nH Predict was tied to actual coverage denials, on whether Claude-driven workflows prove useful beyond drug discovery in other biology fields, and on new-product uptake such as Takeda ID, which had 58,951 users as of March 2026.
Sources
- Lessons from Hundreds of Clinical Trials: AI’s Successes, Gaps, and Opportunities
- TWST Jumps As Twist Bioscience Lands Eli Lilly AI Drug Discovery Deal
- Lawsuit Says UnitedHealth Used AI With a 90% Error Rate to Deny Care
- AIとデータが広げるGo-to-Marketの次章 ― 医療関係者と従業員双方の体験の進化を通じて、革新的な医薬品をより多くの患者さんへ届ける
- Anthropic opens AI-powered biology research lab
- Migrating multi-model AI agents to Amazon Bedrock AgentCore runtime
- Analysis: China's 15th five-year plan spotlights diamond for AI chip thermal management
- Insilico Medicine’s Alex Zhavoronkov bets China and AI can deliver the drug industry’s next breakthrough
- Why AI Isn’t Likely to Wipe Out Humanity With Bioweapons
- Novo to partner with Anthropic on drug discovery efforts
- Vitality and Google Expand Technology Partnership to Bring AI-Driven Health Platform to the United States to Incentivize Healthier Behaviors
- FDA, Sanofi, Gilead Weigh AI Readiness and Validation Risk at PDA/FDA Conference
- Asia's healthcare AI moves from trials to real-world deployment
- ローカルLLM利用のクリニックが話題 院長自ら環境を構築 「医療機器より安い」は本当か
- Leading Enterprise AI Procurement at Bristol Myers Squibb
- Pharma sector doubles down on AI to slash costs, timelines
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