Embedded, hands-on AI leadership: strategy and roadmaps, first hires and team design, LLM/RAG and agentic architectures, and delivery from prototype to production — with evaluation, observability, guardrails, and end-to-end MLOps.
Choose the model that fits your stage and timeline.
Perfect for: Urgent decisions around your first AI hire, reviewing technical approaches, or getting expert advice on a specific problem.
What you get: One-hour focused session tackling your specific AI challenge. Fee includes our preparation based on your briefing materials.
Perfect for: Companies with existing AI initiatives who want to assess current state and plan next steps strategically.
What you get: Comprehensive assessment, gap analysis against best practices, and detailed roadmap that matches your capacity.
Deliverables: Written assessment report, prioritized roadmap, technology recommendations, team structure guidance.
Perfect for: Well-scoped projects where you need expert execution while building your team's capacity to maintain the solution.
What you get: Direct collaboration to deliver working solutions—RAG systems, computer vision pipelines, multi-modal AI, or LLM fine-tuning.
Approach: Fixed fees at project/milestone level. Knowledge transfer throughout to ensure your team can maintain and extend the work.
Perfect for: Startups needing executive-level AI leadership without the full-time hire.
What you get: Strategy, hiring, architecture, and hands-on delivery of LLM/RAG and agentic systems — with production-grade MLOps and guardrails.
Commitment: Monthly retainer (quarterly reviews), typically 1–2 days/week embedded.
Perfect for: Teams that want to ship native macOS AI applications instead of browser-only tools.
What you get: End-to-end development for Apple Silicon apps with local and cloud model support, offline-first workflows, and production-ready release pipelines.
Scope: Desktop UX, model integration (LLM/TTS/vision), performance optimization, packaging, and launch support.
Advanced capabilities from research to production.
Expert proficiency with Anthropic, OpenAI, DeepSeek, Gemma, and Qwen models. Pre-training, fine-tuning, LoRA, and multi-GPU inference.
End-to-end deployment with AWS/GCP and edge optimization. High-performance inference pipelines.
Diffusion models, voice cloning, TTS, and synthetic video with automatic tagging.
Extensive experience interviewing AI candidates. Help recruiting top-tier talent and building scalable workflows.
Forward-looking expertise in quantum ML and hybrid quantum-classical systems.
Seamless AI integration into existing workflows with focus on maintainability and scalability.
Issues we help teams solve every day.
We bridge the gap between research prototypes and production systems that handle real-world scale and edge cases.
We help evaluate vendors objectively, negotiate better terms, and avoid costly mistakes when outsourcing critical AI work.
We design interview processes, evaluate technical skills, and distinguish executors from those who just talk a good game.
We review your technical roadmap, identify bottlenecks, and design systems that grow with your business.
From RAG systems to fine-tuned models to multi-modal applications—we help you choose the right approach and execute it.
We provide experienced leadership to align AI investments with business objectives and ensure you're solving the right problems.
Let's discuss your AI roadmap or explore a fractional leadership engagement.
From strategy to production. AI systems that work, not just demos.