GenAI Consulting
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Building with Generative AI

Practical guides, architecture notes, and lessons from shipping GenAI to production.

Model Routing Strategies for Production GenAI

Model Routing Strategies for Production GenAI

How to build a routing layer across fast, cheap and premium models using cascades, escalation, specialization, evals and fallback patterns.

GenAI Consulting24 min read
Preventing Access Drift in Enterprise RAG

Preventing Access Drift in Enterprise RAG

How to build ACL-aware enterprise RAG that prevents permission leakage from ingestion through retrieval, caching, reranking and generation.

GenAI Consulting25 min read
Fine-Tuning vs Better Prompts and Retrieval

Fine-Tuning vs Better Prompts and Retrieval

How to decide when fine-tuning beats prompt, retrieval or tool improvements, with eval design, cost and latency tradeoffs, and operational concerns.

GenAI Consulting23 min read
How to Choose Among Top AI Consulting Companies

How to Choose Among Top AI Consulting Companies

Skip paid ranking lists. Learn how to decide which AI consulting firm, if any, fits your situation, what to ask, and how to get real value.

GenAI Consulting11 min read
AI Governance Consulting for Cautious Teams

AI Governance Consulting for Cautious Teams

What AI governance consulting covers, from guardrails and policy to evals, why it matters, and how to choose a partner to adopt AI safely.

GenAI Consulting10 min read
What an AI Automation Consultant Does

What an AI Automation Consultant Does

How an AI automation consultant finds high-ROI work to automate, what to automate first, how AI differs from RPA, and how to choose one.

GenAI Consulting11 min read
AI Integration Consultant for Software Companies

AI Integration Consultant for Software Companies

What an AI integration consultant does for software teams: deciding where AI belongs in your product, wiring it into your stack and shipping reliably.

GenAI Consulting12 min read
What Is an AI Consultant and When to Hire One

What Is an AI Consultant and When to Hire One

What an AI consultant does, the types, typical costs, and how to tell when your business actually needs one to find where AI fits.

GenAI Consulting13 min read
Cost and Latency Budgets for Production RAG

Cost and Latency Budgets for Production RAG

How to design a production RAG system around explicit cost and latency budgets, covering retrieval, reranking and routing without losing quality.

GenAI Consulting22 min read
Evals for Multi-Step LLM Agents Before Production

Evals for Multi-Step LLM Agents Before Production

How to evaluate LLM agents that plan, call tools, retrieve and remember before launch, with metrics, simulators and regression suites.

GenAI Consulting23 min read
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