Normalized claim
Median setup time: 42 days
median setup times fell from 42 days to 3.1 hours
The Clinician built TC-WIZ, a no-code project-authoring wizard powered by its Responsible AI Clinical Assistant (RAI) on Google Cloud. The system translates clinical protocol intent into validated platform configuration, including variables, cohorts, assessments, schedules, reporting logic, draft updates, scoring formulas, and recommended validated instruments. The architecture uses Gemini Enterprise Agent Platform (formerly Vertex AI), Gemini models, function calling, and Cloud Run functions with hybrid routing between Gemini Pro and Gemini Flash. The wizard includes PHI screening controls and licensing checks against curated instrument libraries.
Reported outcomes
Median setup time: 42 days
Time & speed
Normalized claim
Median setup time: 42 days
median setup times fell from 42 days to 3.1 hours
Normalized claim
Median setup time: 3.1 hours
median setup times fell from 42 days to 3.1 hours
Normalized claim
Monthly project launches: 47 projects per month
customers launched 47 new clinical projects through the wizard
Normalized claim
Monthly project launches: 4 projects per month
a massive leap from the legacy high of four projects a month
Normalized claim
Annualized external consulting costs: 2.1 USD million
customers avoid an estimated $2.1M in annualized external consulting costs
Normalized claim
Unauthorized instrument extraction attempts: 14 attempts
flagging 14 unauthorized instrument extraction attempts
Deployed the system on Cloud Run functions with nine production endpoints and a hybrid routing pattern that sends complex reasoning and document extraction to Gemini Pro and high-volume tasks to Gemini Flash
Primary read
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TC-WIZ is a no-code project-authoring wizard powered by RAI and built on Gemini Enterprise Agent Platform (formerly Vertex AI). The implementation uses Gemini models with function calling, runs on Cloud Run functions, and routes work across nine production endpoints: Gemini Pro handles complex reasoning and document extraction, while Gemini Flash handles high-volume, latency-sensitive drafting tasks. The design also includes PHI screening and licensing controls tied to curated clinical instrument libraries.
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