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Custom AI Development#

When Vibe Coding Isn't Enough#

Operators are building their own software. Most of the time, that's the right call. But there are three situations where you need a professional.

When You've Hit a Wall#

You've made real progress — the app works, the workflow is right, the business logic is yours. Then you hit something the AI can't help you through: a data architecture decision, a third-party integration that requires deep API knowledge, a performance problem you can't describe well enough to prompt your way out of.

We come in at exactly this point. Not to take over — to unblock you and hand it back.

When It Doesn't Scale#

Vibe-coded apps are built fast and built to work. They're rarely built to scale. When 10 users becomes 1,000, or a weekend prototype needs to run in production, the architecture underneath usually needs professional attention.

We audit, restructure, and harden vibe-coded applications for production workloads — without rewriting what works.

When You Want a Pro to Bless It#

You're going live, raising money, or handing the app to an enterprise client. You want someone who can look at what you've built and tell you what you're missing: security gaps, compliance exposure, architectural debt, and what will hurt you at scale.

A 2025 arXiv study found that roughly 80% of AI-generated code deployed by non-technical users contains critical security vulnerabilities — not because the code doesn't work, but because it passes functional tests while hiding exposure underneath. The canonical example: an AI-built application that functioned perfectly but transmitted data in unencrypted plaintext. Looked fine. Was completely open.

Our Production Readiness Review is a $10,000 fixed-fee engagement. You get either a signed approval you can hand to investors or enterprise clients, or a prioritized list of what needs to be fixed before you do. Performed by someone who has built ML systems for hospitals, filed patents for novel neural architectures, and shipped production applications at enterprise scale.

Request a Review →

Beyond Vibe Coding: Novel AI Systems#

For problems that require genuine technical depth — custom neural architectures, computer vision, real-time ML inference — we build from scratch.

With 11+ years delivering sophisticated AI systems across healthcare, finance, and enterprise, we develop custom solutions that off-the-shelf tools and vibe coding genuinely can't handle.

Development Approach#

Discovery & Requirements#

  • Problem Analysis: Deep dive into your specific business challenge
  • Data Assessment: Evaluate available data quality, quantity, and structure
  • Technical Feasibility: Determine optimal AI approaches and expected outcomes
  • Success Metrics: Define measurable goals and performance criteria

Rapid Prototyping#

  • Proof of Concept: Working demonstration in 1-4 weeks
  • Iterative Development: Quick cycles with continuous feedback
  • Risk Mitigation: Identify challenges early before major investment
  • Stakeholder Alignment: Ensure solution meets business requirements

Production Implementation#

  • Scalable Architecture: Built for your specific performance and volume requirements
  • Integration Planning: Seamless connection with existing systems and workflows
  • Deployment Strategy: Phased rollout with monitoring and optimization
  • Knowledge Transfer: Train your team to maintain and evolve the solution

Projects#

Healthcare Bed Exit Prediction#

  • Technical Challenge: Predict patient bed exits before they occur using infrared video streams to prevent costly falls (averaging $17,000 per incident for hospitals)
  • Custom Solution: Novel CNN+LSTM neural network architecture analyzing preparatory movements and preparatory behaviors in real-time video
  • Innovation Factor: At the time, few teams globally had expertise in combining convolutional and LSTM layers for real-time behavioral prediction
  • Business Impact: Cost-effective alternative to expensive bed sensor systems, enabling proactive nurse alerts before patients need assistance

Neurological Biomarker Discovery#

EEG Biomarker Discovery Platform

  • Technical Challenge: Accelerate biomarker identification for epilepsy, Parkinson's, alcoholism, and brain damage from months-long research cycles
  • Custom Solution: Comprehensive EEG analysis platform with novel feature extraction and machine learning pipeline for rapid biomarker discovery
  • Innovation Factor: Advanced to patented technologies and novel model architectures for neurological pattern recognition
  • Research Impact: Reduced biomarker discovery timeline from months to days, enabling breakthrough research capabilities

Collectible Authentication - Advanced Computer Vision#

Counterfeit Detection System

  • Technical Challenge: Enter Chinese collectible coin market through automated counterfeit detection for high-value items
  • Custom Solution: Sophisticated computer vision system processing millions of coin images with advanced feature classification algorithms
  • Market Position: Customers demonstrated higher trust in AI-based authentication compared to traditional human expert evaluation
  • Business Impact: Successful marketing campaign and increased sales, though adoption faced organizational challenges with traditional experts

Technology Stack#

Frameworks & Tools#

  • Deep Learning: TensorFlow, PyTorch, custom architectures
  • Computer Vision: OpenCV, custom image processing pipelines
  • Deployment: Docker, Kubernetes, cloud and on-premise options
  • Integration: APIs, streaming systems, database connections

Infrastructure Options#

  • Your Environment: Deploy on your existing infrastructure
  • Cloud Platforms: AWS, Azure, GCP optimization
  • Hybrid Solutions: Combine cloud and on-premise as needed
  • Edge Computing: Optimize for local processing requirements

Why Choose LIT for Custom Development#

Proven Track Record: Successfully delivered sophisticated AI systems across healthcare, finance, and enterprise applications.

Vibe Coding Methodology: Our collaborative approach compresses timelines dramatically — weeks of work completed in days.

Technology Agnostic: We build solutions that work with your existing infrastructure, regardless of platform.

Knowledge Transfer: We don't just deliver code—we ensure your team can maintain and evolve the solution.

Getting Started#

Ready to solve complex problems with custom AI? Our development process ensures you get production-ready solutions that deliver measurable business impact.

Discovery Call: Schedule consultation to discuss your specific requirements

Feasibility Analysis: Receive detailed assessment of technical approach and expected outcomes

Rapid Prototyping: Working demonstration to validate approach before full development

Have a complex AI challenge? Contact our development team to explore custom solutions.