Operational AI agents
Automate a real process, not a generic demo.
I start from a process that currently costs hours or customers, build a limited prototype and integrate it with controls, logs, error handling and human handoff where needed.
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What is included
Prototype on one high-impact workflow
Integration with email, files, CRM, business software or sheets
Validation, approval and human fallback rules
Logs, tests, documentation and stated limits
Optional monthly maintenance and improvement
Who it is for
AI agents for business processes
- Companies with manual email, document or reporting flows
- Agencies wanting automation for clients
- Teams without an in-house backend developer
How we work
- Written scope
- Checks and evidence
- Report, remediation and next steps
Operational AI agents
AI automation connected to real business processes
A business AI agent is not a generic chatbot. It is software integrated with existing tools and rules to perform a bounded task: classify requests, extract data, prepare documents, update a CRM or produce verifiable reports.
- Time and economic-value analysis before development
- Integration with APIs, email, files, CRM and internal tools
- Human approval for sensitive or irreversible steps
- Logs, error handling and documentation for maintainability
FAQ
Frequently asked questions
How is an AI agent different from a chatbot?
A chatbot converses. An operational agent performs a bounded workflow, uses authorized tools and records its actions.
Can it integrate with our CRM or business software?
That depends on available APIs and access. Feasibility is checked before quoting.
Can the agent work without supervision?
Only for predefined low-risk operations. Sensitive actions require explicit rules and approvals.
How long does a prototype take?
It depends on the data and integrations. A short analysis defines timing, acceptance criteria and costs.
Automate a real process, not a generic demo.
Start with one constrained process. The agent does not take irreversible decisions without agreed rules and approvals.
Request an assessment