Workflow
A formal map of goals, steps, tools, exceptions and human control points.
03 / AI AGENTSAI agents for enterprise processes
AI agents for enterprise processes
with controlled actions.
We build agents that go beyond text generation and perform permitted operations across enterprise systems through observable workflows.
01 / WHEN IT FITSUse cases that need
Use cases that need
an engineering approach
- 01
A process combines repeated analysis and actions across systems
- 02
Employees manually move data between CRM, ERP, documents and email
- 03
Decisions require document and transaction context
- 04
Critical actions must be approved by a person
02 / DELIVERABLESWhat is included
What is included
in the outcome
Tools
Restricted API functions with argument and permission validation.
Orchestration
State, context, retries, limits and safe-stop handling.
Observability
Decision and action logs, quality metrics, cost and failure analysis.
03 / PROCESSFrom a hypothesis
From a hypothesis
to a verifiable system
- 01
Process analysis
Separate useful automation from decisions that must remain human.
- 02
Threat model
Define allowed data, actions, roles, limits and failure impact.
- 03
Sandbox
Test with synthetic data and mocked tools before touching production.
- 04
Pilot
Run a limited scenario with approvals and detailed logging.
- 05
Scale
Expand permissions only after quality and failure analysis.
04 / QUESTIONS
The essentials
How is an AI agent different from a chatbot?
A chatbot primarily responds. An agent can plan steps and call approved tools such as finding a record or creating a task.
Can an agent change data?
Yes, with explicit permissions, argument validation, limits and human approval for critical operations.
How is quality measured?
By task completion, errors, interventions, correct tool calls, execution time and the process business metric.
05 / START A PROJECTStart with the task,
Start with the task,
data and outcome
In the first meeting we will review the use case, constraints and a realistic path to a measurable prototype.
Discuss a project ↗