START WITH YOUR QUESTION
We design the workflow before selecting the model. We define what the agent should do, which data and tools it can access, which LLM it needs, when human approval is required and how it will be evaluated before and after go-live. A solution may combine ChatGPT/OpenAI, Claude/Anthropic, Gemini/Google or other models, together with APIs, RAG, tool calling, MCP and enterprise integrations.
THIS IS PROBABLY HAPPENING TO YOU
THE PROBLEM BEHIND THE SYMPTOM
An agent without an operating model is a demo with permissions. What decides its fate isn’t the quality of its answers, but who responds when it gets something wrong and what happens to the cases that don’t fit.
HOW BECOME ADDS VALUE
We validate the blueprint, design human-in-the-loop oversight and controls, build and integrate the agent or copilot, support adoption, and measure trust, performance, control and value.
TOOLS
WHAT GETS INSTALLED
An agent or copilot that participates in real work with explicit ownership.
RECOMMENDED ENGAGEMENT
BECOME EMBED™
Subject to readiness: if the opportunity doesn’t yet have a validatable blueprint, we first run a short readiness gate.
WHAT CHANGES INSIDE
None of these situations gets solved in just one of the five layers. That’s why the work crosses all five: if one is left out, the change doesn’t survive the first quarter.
OTHER QUESTIONS
Do your pilots never scale?
Identify what’s missing around the technology: the process, the data, the controls, the operating model and who answers for it.
Need to prepare your teams to work with AI?
Turn scattered tool use into a shared way of working, with criteria and controls.
Need to redesign a critical workflow?
Rethink people, agents, decisions, data, exceptions and metrics from end to end.
YOUR NEXT OPERATING MODEL STARTS WITH A QUESTION
Tell us the context. We’ll respond with the right starting point, not a sales sequence.