Quick answer: A prototype may use free tiers, open-source software or introductory credits, but production involves hosting, model/API usage, connectors, monitoring, maintenance and human time. “Free” often describes entry, not total cost.

Free AI agent: possibilities, limits and real costs

A prototype may use free tiers, open-source software or introductory credits, but production involves hosting, model/API usage, connectors, monitoring, maintenance and human time. “Free” often describes entry, not total cost.

Software, architecture and practical choices

Test one task with non-sensitive data and low limits. Compare quality, time, errors and cost per execution; do not select on entry price alone.

Named software is provided as a technical example, not as a partnership or integration guarantee. Features, plans and availability may change; verify documentation, APIs, licences and security requirements.

Controls and metrics

Apply least privilege, log sources and actions, minimise personal data and keep a human escalation path. Measure time released, quality, errors, rework, adoption and process outcomes: message volume alone does not prove value.

Apply least privilege, log sources and actions, minimise personal data and keep a human escalation path. Measure time released, quality, errors, rework, adoption and process outcomes: message volume alone does not prove value.

How to start safely

Choose one frequent, measurable process. Document inputs, authorised sources, outputs, exceptions, ownership and approvals. Begin in observation mode, move to drafts and enable reversible actions only after testing real cases.

  1. A prototype may use free tiers, open-source software or introductory credits, but production involves hosting, model/API usage, connectors, monitoring, maintenance and human time. “Free” often describes entry, not total cost.
  2. Test one task with non-sensitive data and low limits. Compare quality, time, errors and cost per execution; do not select on entry price alone.
  3. Apply least privilege, log sources and actions, minimise personal data and keep a human escalation path. Measure time released, quality, errors, rework, adoption and process outcomes: message volume alone does not prove value.

Frequently asked questions

What is the main point?

Test one task with non-sensitive data and low limits. Compare quality, time, errors and cost per execution; do not select on entry price alone.

What should be tested?

Choose one frequent, measurable process. Document inputs, authorised sources, outputs, exceptions, ownership and approvals. Begin in observation mode, move to drafts and enable reversible actions only after testing real cases.

Is the result guaranteed?

Apply least privilege, log sources and actions, minimise personal data and keep a human escalation path. Measure time released, quality, errors, rework, adoption and process outcomes: message volume alone does not prove value.

Official sources