We build AI features that ship. Claude, OpenAI, and Azure integrated into your .NET/Azure stack with production-grade engineering.
We're .NET/Azure specialists who learned AI, not AI consultants learning .NET. That means production-grade error handling, cost management, and security—not just API wrapper code.
We help startups add AI features that solve real problems, not features that just add buzz to your pitch deck.
Agents that make decisions and take actions in your systems. Automated workflows that read, decide, and execute based on your business rules.
Extract structured data from receipts, invoices, contracts, and forms. Validated outputs with schema enforcement—no hallucinations make it to your database.
Production-ready chatbots and AI assistants. Context-aware conversations with proper state management and fallback handling.
Semantic search through unstructured data. Find relevant information even when exact keywords don't match. Knowledge bases with retrieval-augmented generation.
Automated product descriptions, email drafts, report summaries. Template-driven generation with brand voice consistency and quality controls.
Analyse uploaded images for content moderation, accessibility descriptions, or product tagging. Extract text and structured data from visual content.
Honest Assessment: If traditional code, rules engines, or SQL queries would work better, we'll tell you. AI isn't always the answer.
We treat AI APIs like any other external dependency: with the engineering rigour your production application deserves.
No tolerance for hallucinations. We use structured outputs with strict validation. If the AI response doesn't match your data model, it never reaches your database.
AI APIs fail—rate limits, timeouts, invalid responses. We implement retry logic, circuit breakers, fallback strategies, and graceful degradation.
API costs add up fast. We implement token counting, caching strategies, and cost alerts. You'll know exactly what you're spending and why.
Proper API key management, request/response logging for audit trails, PII handling, and Azure-native security patterns.
When AI features break, you need to know why. We implement comprehensive logging, prompt tracing, and performance monitoring.
SSO authentication, role-based access to AI features, compliance requirements, and seamless integration with your existing Azure infrastructure.
If you need ML engineering or data science, we'll tell you upfront and can recommend specialists. Our strength is making AI APIs work reliably in production .NET/Azure environments.
We're building AI integration expertise through hands-on implementation. Here's what we've learned.
Understand modern agentic architecture patterns by reverse-engineering Claude Code's tool-calling system.
Built .NET service orchestrating Claude API with tool-calling for file operations, bash execution, and git integration. Implemented reliable tool selection, error recovery, and context management.
This proves we can build agents that interact with real systems reliably. Tool-calling patterns apply to any workflow automation: reading documents and writing to accounting systems, analysing support tickets and routing to teams, processing data and triggering business logic.
Full Transparency: This is a personal learning project, not client work. We're building AI integration expertise through hands-on implementation and sharing what we learn. When we take on your project, you benefit from these learnings without paying for our education.
Fixed-price projects with clear deliverables. No hourly billing surprises.
Fixed-price technical assessment to validate your AI use case and design the implementation approach.
Production-ready AI feature with comprehensive error handling, monitoring, and documentation. Fixed quote provided after discovery phase.
Post-launch optimisation and maintenance for production AI systems. Scope customised to your needs.
Pricing Exclusions: All pricing excludes OpenAI/Claude/Azure API usage costs (you pay directly to providers with your own account). Discovery phase includes detailed monthly cost estimation with volume projections and optimisation recommendations.
Not sure which option fits? Book a free 30-minute consultation. We'll discuss your use case and recommend the right approach—or tell you honestly if AI isn't the best solution.
Pricing varies based on complexity and integration requirements. All tiers include production-grade implementation.
2-3 weeks
4-6 weeks
6-10 weeks
All tiers include: Production-grade error handling, cost monitoring, security implementation, comprehensive logging, testing strategy, and full technical documentation. Discovery phase provides precise fixed quote for your specific requirements.
Book a technical consultation. We'll discuss your use case, recommend the right approach (AI or not), and give you honest feasibility and cost estimates.
4-hour response · No obligation · Honest technical advice