What AI services does Rottawhite offer?

Rottawhite builds custom AI agents, LLM-powered applications, RAG systems, AI copilots, workflow automation, and intelligent data pipelines. We also offer full-stack software development for companies that need both AI and traditional software engineering.

How long does it take to build a custom AI system?

Our AI Discovery Sprint takes 2 weeks and delivers a working prototype with a technical roadmap. Full AI system builds typically take 6-16 weeks depending on complexity. We follow bi-weekly delivery cycles so you see working progress every two weeks.

What makes Rottawhite different from other AI agencies?

We are an AI systems studio that takes on only 4-6 clients at a time. Every project is led by senior AI architects with production deployment experience. No account managers, no junior handoffs. We build real AI systems, not chatbot wrappers.

Does Rottawhite have its own AI products?

Yes. Rottawhite builds and operates three live AI products anyone can try: Vectropic.ai (document intelligence with RAG and vector search), LeadLens (AI lead research and outreach), and SEOWriter (AI SEO article generation). These production systems demonstrate the same engineering quality we deliver to clients.

What AI technologies does Rottawhite work with?

We work with Claude API, OpenAI, LangChain, LangGraph, vector databases (Pinecone, Weaviate), RAG architectures, computer vision (TensorFlow, PyTorch), n8n/Make for workflow automation, and custom fine-tuning pipelines.

Do you work with international clients?

Yes, we serve clients in the US, UK, UAE, Australia, Singapore, and Europe. We maintain 4-6 hours of daily timezone overlap with US and UK teams. NDA-first, full IP transfer on delivery. Book a free consultation at calendly.com/contact-rottawhite/30min.

Back to Case Studies

Case Study

How AI-powered quality inspection reduced defect rates by 60%

A manufacturing client was losing significant revenue to defective products. Rottawhite built and deployed a computer vision system that transformed their quality control process.

60%

Defect Reduction

40%

Efficiency Gain

14mo

ROI Payback

12wk

Delivery Time

The challenge

The client, a mid-size manufacturing operation, was experiencing a 15% defect rateon their production line. Manual quality inspection was inconsistent, slow, and couldn't keep up with production volume. Defective products were reaching customers, leading to returns, lost contracts, and reputational damage.

They needed a system that could inspect every unit in real-time, flag defects instantly, and provide data to prevent recurring issues.

The solution

Rottawhite designed and deployed a computer vision quality inspection system that analyzes every product on the line using high-resolution cameras and custom-trained ML models. The system:

→Detects surface defects, dimensional errors, and assembly issues in real-time
→Classifies defect types and severity for root cause analysis
→Integrates with existing MES for automated line stops
→Provides a real-time dashboard for quality metrics and trends
→Includes predictive maintenance alerts based on defect patterns

Technology stack

PythonTensorFlowOpenCVAWS IoTReact DashboardPostgreSQLDockerEdge Computing

Delivery timeline

Wk 1-2

Discovery & Data Collection

On-site audit, camera placement planning, initial dataset collection

Wk 3-6

Model Training & MVP

Custom model training, integration with production line cameras

Wk 7-10

Production Deployment

Real-time inference pipeline, MES integration, dashboard build

Wk 11-12

Optimization & Handoff

Model fine-tuning, team training, documentation, handoff

Results after 6 months

Defect Rate

Before: 15%→After: 6%60% reduction

Inspection Speed

Before: ~30 sec/unit (manual)→After: <1 sec/unit (automated)30x faster

Production Efficiency

Before: Baseline→After: +40% throughput40% improvement

Customer Returns

Before: ~8% of orders→After: <2% of orders75% reduction

Want results like these?

Book a free 30-minute consultation with a senior architect. We'll discuss your specific challenges and outline a clear path forward.

Book a Consultation →Email: contact@rottawhite.com →

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