BECOME EMBED™
We design and build copilots, AI agents and LLM-powered workflows connected to your organization’s data, tools and systems.
We work from model selection and architecture through APIs, integrations, controls, evaluation, observability and the human-in-the-loop mechanisms required to operate with confidence. An 8–12 week sprint, with the team that will use it every day.
THE PROBLEM
The pilot works in the demo and disappears in operation. The model isn’t what fails: what fails is building it next to the real work instead of inside it.
At the end of the project nobody owns the result, the process is unchanged, and there’s no measure to decide whether it deserves to scale.
WHAT CAN BE BUILT
An end-to-end process redesigned with people and agents working together.
A capability with explicit limits on autonomy, integration and accountability.
An information flow that prepares a high-value decision and keeps it traceable.
A new experience for customers or employees, with its operation behind it.
From blueprint to operation.
THE JOURNEY
It can start from an existing blueprint that meets the readiness criteria; it doesn’t require having done BECOME DISCOVER™ with us.
Validates the blueprint: roles, agents, data, decisions, exceptions and controls.
Output: Validated Agentic Workflow Blueprint.
Builds, integrates and takes it into a real environment with hands-on adoption.
Output: A working capability, with ownership.
Measures, governs, transfers and decides whether to iterate, integrate, scale or stop.
Output: Scorecard and scale decision.
UNDER THE HOOD
MODELS
LLMs, foundation models and multimodal models. Depending on the use case, we evaluate options across OpenAI, Anthropic, Google or other providers.
ORCHESTRATION
Agents, model routing, tool calling, APIs, MCP and workflow orchestration.
KNOWLEDGE
Enterprise data, RAG, grounding, embeddings, vector search and knowledge sources.
INTEGRATIONS
APIs, enterprise applications, identity, permissions and business systems.
CONTROL
Guardrails, evaluations, human-in-the-loop, exception handling and approval points.
OPERATIONS
Observability, tracing, monitoring, versioning, cost governance and runbooks.
HUMAN-IN-THE-LOOP AND CONTROLS
It’s who answers for it when it gets something wrong, and what happens with the cases that don’t fit. Those four decisions get made before the first line of code.
What the system decides, and what a person always keeps.
What happens with what doesn’t fit, and who’s responsible for resolving it.
How you know an output is acceptable before it reaches the customer.
Who can do what, and how a decision gets reconstructed afterward.
ADOPTION AND CAPABILITY TRANSFER
Transfer isn’t a training session at the end: the team that will operate the capability takes part in designing and building it. That’s the difference between inheriting something and receiving it.
PROPRIETARY TOOLS
Design roles, agents, data, decisions, exceptions and controls.
Measure usage, trust, performance, control and value.
Decide whether to iterate, integrate, scale or stop.
DELIVERABLES
The sprint ends with a capability working in a real environment, with ownership, controls and measurement against business outcomes.
MOVE FROM BLUEPRINT TO AN EMBEDDED CAPABILITY
We’ll define the right build path — or tell you if a step is still missing before it.