The Fourths
Services/AI Integration

AI Integration

AI that fits into your existing stack — with compliance guardrails built in from day one.

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Most AI integration projects fail because they treat compliance as an afterthought. A model gets added to a process. Someone asks whether it logs personal data. Nobody knows. The audit arrives.

We design the compliance boundary before we design the integration. What data touches the model? What gets logged? What gets retained? What gets deleted on request? These are engineering decisions, and they need to be made at the architecture stage — not discovered during an audit.

We work with Azure AI Foundry, GPT-4o, and purpose-built fine-tuned models. RAG pipelines on Azure AI Search. Document processing with Document Intelligence. All within your existing tenant.

What we deliver

  • AI integration architecture with data flow diagram
  • POPIA/FCA compliance assessment for each AI touchpoint
  • Data retention and deletion procedures for AI-processed data
  • Model evaluation framework with accuracy benchmarks
  • Monitoring and anomaly detection for AI outputs
  • Staff training documentation for AI-augmented workflows

Use cases

Where this applies.

Document processing and extraction
Insurance policy analysis, mortgage document review, medical record processing. Structured extraction with human-in-the-loop validation for regulated decisions.
RAG-powered internal knowledge bases
Compliance manuals, product guides, and operational procedures made queryable. Staff get accurate answers grounded in your actual documents.
Workflow automation with AI routing
Triage, classification, and routing of incoming requests. AI handles the pattern recognition; humans handle the exceptions.

Compliance covered

POPIA data minimisationFCA AI governanceAzure AI content filtering

Pricing

Retainer from R37,500/mo. Integration projects from R65,000.

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Other services

Platform Engineering
Technical Strategy
Compliance Systems
Performance Tracking