AI agents for the work between your business tools.

It describes systems in which a model helps choose actions or next steps toward a defined task. A business workflow should still have limits on tools, information and authority. A chatbot or a long automation sequence is not automatically an agent.

Start with a recurring task, a process owner and representative examples. We compare agentic work with existing software, rules-based automation and simpler AI features. The assessment may recommend a simpler approach.

AI Integration focuses on adding capabilities such as search, extraction or drafting to existing software. Agentic AI focuses on a bounded task where the next step can change as information is gathered. Some projects combine both. Explore AI Integration for a focused feature or knowledge assistant.

Potentially. Compatibility depends on authorised interfaces, licences, permissions and source quality. We assess those dependencies first and identify any preparation work. We do not assume every system can support the required connection.

The workflow needs checks, evidence and an exception path. Missing, conflicting or unsupported information should trigger clarification or manual review. We test errors and failures as part of evaluation; no model is assumed to be error-free.

Only actions explicitly authorised in the agreed scope can run. The initial concepts exclude customer sending, payments, deletion and binding commitments. Where record changes are included, the application enforces the agreed permission and approval checks.

Not necessarily every permitted read or routine check. People review the actions and exceptions defined by the workflow's risk and scope. The first pilot is supervised; changing its authority requires an explicit decision and further testing.

Those answers depend on the selected providers, products, settings and agreements. We document processing and retention separately from training use. Hosting an application privately does not by itself mean that model inference is private.

The estimate follows the agreed workflow, systems, data preparation, users and testing. Build fees are separated from recurring usage and support. Timing also depends on access, review availability and unresolved technical questions.

The contract defines ownership and access for custom work, configuration, documentation and evaluation assets, including any payment conditions. Client-owned accounts are preferred where practical. Third-party products, models and existing components retain their own terms.

Production needs an agreed operating owner and support plan. Monitoring, maintenance, coverage hours, response targets and additional changes are specified separately. A pilot engagement does not imply unlimited ongoing support.

We review the evidence and decide whether to revise, simplify or stop. You receive the agreed findings and deliverables. A useful pilot can prevent an unsuitable production investment.