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Data Cleaning Services Built for AI Accuracy
AI doesn’t just fail because of poor algorithms, it fails because of messy and unreliable data. Our data cleaning services solve what others ignore, helping pharma and biotech teams build more accurate AI with data they can trust.
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Why Lead.AI?
Stronger Data Foundations
Evidence at Speed
Tailored for Pharma
Smarter AI, less hassle. Cut 80% of the work and still outperform.

Behind every high-performing AI model is datasets that’s been handled with precision. At Lead AI, we believe the foundation of great AI starts long before algorithms,  it starts with clean, trusted, high-integrity data.

Powered by a patented method from the National University of Singapore, our pipeline transforms messy, fragmented bioactivity data into formats AI can actually learn from. In a recent cancer drug discovery study case, our proprietary data cleaning pipeline boosted AI model accuracy by 21.6%.

Services Overview
From data cleansing to deployment, Lead AI delivers end-to-end AI services designed for speed, accuracy, and real-world impact.
Data Cleansing for
AI-Ready R&D
Standardize and structure messy datasets for faster, more accurate AI development. Our data cleansing services help you clean research data at speed so your models learn from reliable, high-quality inputs
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Custom AI for Pharma
Need a custom AI model? We turn pharma challenges into AI solutions fast. From concept to deployment, we help you build tailored models without wasting time or budget.
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Full-Stack
AI Services
From annotation to deployment, we support every step of the AI journey. Whether you are mining literature, labeling data, training models, or preparing for launch, our experts help your teams move faster with confidence.
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Solution
Overview
The Lead AI Platform:
Data Cleaning Made Effortless
Training AI starts with clean, structured data. Our platform helps you transform raw research datasets into high-quality inputs ready for model training. Just upload your data, no manual formatting, no second-guessing.

Backed by our patented technology, the platform applies pre-trained rules and domain logic to help you prepare high-quality data in minutes, not weeks!
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Publication
Explore selected papers and patents from the Lead AI team. Each publication reflects our commitment to advancing AI in pharma through rigorous science, validated methods, and real-world impact.
Network Pharmacology and Experimental: Validation Identify Paeoniflorin as a Novel SRC-Targeted Therapy for Castration-Resistant Prostate Cancer.
Xu MY, Zhang JB, Peng YZ, Liu MC, Ma SY, Zhou
04 June 2025
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Investigating the neuroprotective role of Synta-66 in type-2 diabetes mellitus-induced dementia in rats
Ashi Mannan, Maneesh Mohan, Shareen Singh
04 July 2025
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Thymol suppressed tumor growth in vitro and in vivo through inducing calcium overload in colorectal cancerGe
Hao Lin, Zongjun Chen, Weizhong Yang, Xianwei Wang
04 June 2025
SEE MORE
News & Events
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Companies known to use, sell, or share user data to train AI models.
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The Skiff Calendar widget is now released on iOS!
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Want to Build AI
Fast and Right?
Lead AI helps you move from raw data to high-performance models with accuracy and speed. Book a free expert consultation to explore your next breakthrough.
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