When AI proposes, NeuroVivo validates.
As AI tools become more common in biotech R&D, sponsors and business development teams increasingly rely on them to design studies, select models, and propose experimental strategies. But not every AI-generated idea is biologically feasible, operationally sound, or reproducible in the real world.
Most AI‑generated study designs look plausible on paper — but many fail when confronted with biological constraints, technical nuance, or CRO reality.
NeuroVivo offers expert review of AI-proposed in vivo projects—bringing hands-on experience, technical nuance, and practical insight to help you avoid costly missteps and ensure your study design is grounded in reality.
What We Offer
Feasibility Assessment of AI-Proposed Studies
We evaluate whether AI-generated protocols, techniques, or models are realistically executable—based on biological constraints, technical complexity, and team capability.
Technique Viability Review
We assess whether proposed routes of administration, surgical methods, or behavioral assays are learnable, scalable, and reproducible in your setting.
Operational Risk Identification
We flag areas where AI may have overlooked training needs, equipment limitations, or executional bottlenecks.
Protocol Refinement & Hands-On Support
We help you adapt AI-generated ideas into workable, high-integrity protocols—backed by real-world experience.
CRO Readiness Check
We assess whether your CRO can realistically execute the AI-proposed design, and help align expectations across stakeholders.
Bias & Reproducibility Safeguards
We identify areas where AI may have underestimated variability risks, helping you strengthen scoring strategies and executional consistency.
What we deliver
- Clear identification of hidden risks before they become costly failures.
- Actionable refinements that make AI‑generated ideas executable and reproducible.
- Confidence for BD and scientific teams when evaluating AI‑proposed opportunities.
- A smoother CRO handoff with aligned expectations and reduced rework.
Ready to validate your AI‑generated design before it reaches the lab?
Ensure your study is biologically feasible, operationally executable, and aligned with CRO capabilities.