Fine-tune AI for Healthcare
Generate high-quality synthetic conversational data for LoRA fine-tuning — without exposing a single real data point. Privacy by design, domain-agnostic, open source.
Built on research from leading institutions and validated empirically.
Architecture
5-Layer Pipeline, Zero Real Data
From expert knowledge to trained LoRA adapters — every layer delivers value independently.
Quality metrics improved by 32% with seed optimization — zero PII detected across 40K synthetic conversations
Layer 0 — Seed Engine
Convert expert conversations into abstract seed structures — capturing reasoning patterns without any sensitive data.
Domain-Agnostic Design
The same core pipeline works across healthcare, finance, legal, education, and manufacturing — one framework, any industry.
Goals & Targets
Set user or revenue targets for any timeframe and watch progress update in real time-with clear insights at every step.
Sales & Growth
Monitor product performance across stores orders, revenue and average order value in one place.
0
Product Reach
0
New users
0
User queries
Headset 22R
-2.5%
Dell Vision 7
5.6%
Playstation 5
10%
Regular Updates
Get regular real-time alerts and notifications for orders, payments, and customer activity—so nothing slips through the cracks
Regulatory Compliance
GDPR, HIPAA, LFPDPPP, AI Act, CCPA — UNCASE is designed to comply with all major privacy regulations simultaneously.
Benefits
Why UNCASE Matters
73% of fine-tuning projects fail due to privacy, quality, or regulatory obstacles. UNCASE eliminates all three.
Use Cases
Real-World Applications Across Industries
From automotive dealerships to rural clinics — UNCASE turns specialized knowledge into AI capabilities.
6 sales points, 150 salespeople, thousands of WhatsApp conversations. 80 seeds generated 40,000 synthetic conversations — new salespeople onboard with a specialized AI assistant in 12 weeks.
45 rural clinics with chronic physician shortage. Experienced doctors became seed engineers — synthetic triage protocols specific to local disease patterns expanded nursing capacity without replacing physicians.
20 years of privileged attorney-client conversations. Seeds capture analytical patterns without conversation details — the model learns domain rigor while attorney-client privilege remains intact.
15 portfolio advisors, high-net-worth clients. Seeds abstract rebalancing and risk communication patterns during market volatility — consistent, specialized client communication at scale.
Decades of fault diagnosis expertise from senior technicians. Predictive maintenance patterns encoded as seeds — new engineers diagnose issues faster with AI-assisted troubleshooting.
Adaptive evaluation patterns from master teachers. Synthetic tutoring sessions personalized to learning gaps — AI tutors that understand pedagogical strategies, not just content.
6 sales points, 150 salespeople, thousands of WhatsApp conversations. 80 seeds generated 40,000 synthetic conversations — new salespeople onboard with a specialized AI assistant in 12 weeks.
45 rural clinics with chronic physician shortage. Experienced doctors became seed engineers — synthetic triage protocols specific to local disease patterns expanded nursing capacity without replacing physicians.
20 years of privileged attorney-client conversations. Seeds capture analytical patterns without conversation details — the model learns domain rigor while attorney-client privilege remains intact.
15 portfolio advisors, high-net-worth clients. Seeds abstract rebalancing and risk communication patterns during market volatility — consistent, specialized client communication at scale.
Decades of fault diagnosis expertise from senior technicians. Predictive maintenance patterns encoded as seeds — new engineers diagnose issues faster with AI-assisted troubleshooting.
Adaptive evaluation patterns from master teachers. Synthetic tutoring sessions personalized to learning gaps — AI tutors that understand pedagogical strategies, not just content.
6 sales points, 150 salespeople, thousands of WhatsApp conversations. 80 seeds generated 40,000 synthetic conversations — new salespeople onboard with a specialized AI assistant in 12 weeks.
45 rural clinics with chronic physician shortage. Experienced doctors became seed engineers — synthetic triage protocols specific to local disease patterns expanded nursing capacity without replacing physicians.
20 years of privileged attorney-client conversations. Seeds capture analytical patterns without conversation details — the model learns domain rigor while attorney-client privilege remains intact.
15 portfolio advisors, high-net-worth clients. Seeds abstract rebalancing and risk communication patterns during market volatility — consistent, specialized client communication at scale.
Decades of fault diagnosis expertise from senior technicians. Predictive maintenance patterns encoded as seeds — new engineers diagnose issues faster with AI-assisted troubleshooting.
Adaptive evaluation patterns from master teachers. Synthetic tutoring sessions personalized to learning gaps — AI tutors that understand pedagogical strategies, not just content.
6 sales points, 150 salespeople, thousands of WhatsApp conversations. 80 seeds generated 40,000 synthetic conversations — new salespeople onboard with a specialized AI assistant in 12 weeks.
45 rural clinics with chronic physician shortage. Experienced doctors became seed engineers — synthetic triage protocols specific to local disease patterns expanded nursing capacity without replacing physicians.
20 years of privileged attorney-client conversations. Seeds capture analytical patterns without conversation details — the model learns domain rigor while attorney-client privilege remains intact.
15 portfolio advisors, high-net-worth clients. Seeds abstract rebalancing and risk communication patterns during market volatility — consistent, specialized client communication at scale.
Decades of fault diagnosis expertise from senior technicians. Predictive maintenance patterns encoded as seeds — new engineers diagnose issues faster with AI-assisted troubleshooting.
Adaptive evaluation patterns from master teachers. Synthetic tutoring sessions personalized to learning gaps — AI tutors that understand pedagogical strategies, not just content.
4.5
Stars out of 5
Open Source
Free and Open Source
UNCASE is open source at its core. Enterprise and research programs offer additional support.
The core framework is 100% free — forever
- Full 5-layer SCSF pipeline
- All 6 industry namespaces
- SeedSchema v1 specification
- Quality evaluation metrics
- Community support via GitHub
- Everything in Community
- Dedicated seed engineering workshops
- Custom domain namespace setup
- Compliance audit documentation
- Priority support & SLA
- On-premise deployment
- Custom LLM integration
- Everything in Community
- Early access to new layers
- Research collaboration program
- Co-authorship opportunities
- Dedicated research support
FAQ
Frequently asked questions
Here are some quick answers to help you understand how Flow powers your product success.
Build the Future of Privacy-First AI
Join the UNCASE community. Contribute to the framework, extend domain namespaces, or deploy your own specialized LoRA adapters.