
Your backlog is full of complex features (Agents, Voice, Reasoning).
Your team is struggling with the probabilistic nature of LLMs, running costs uncertainty, and the chaotic stack landscape. You need architecture, not just code.
You have a mature SaaS with thousands of users.
You need to add GenAI features (like "Chat with Data" or "Automated Support") to stay competitive. But your team specializes in Rails/Node/Python, not RAG pipelines. You can't risk a hallucinating bot destroying 5 years of brand trust.

You have 70-500 employees and Agentic AI is your core differentiator.
You need to scale fast without breaking your architecture.
You have a successful product (PMF achieved) and need to inject "AI Magic" to increase retention or pricing power.
You need experts to guide your team through the first implementation safely.