The business problem
Separate AI tools often leave teams copying information into another interface. That adds friction and can move business data outside the permissions and processes your team already relies on.
Our approach
We map the user journey, available APIs, and data boundaries before choosing an implementation. A feature might summarize a record, draft a response, or search approved internal documents. Access controls, usage limits, and review steps are part of the design. We test with a representative dataset and agree how to handle unavailable services, incomplete data, and unexpected output.
Systems to discuss
Existing web applications, CRM APIs, internal knowledge bases, and approved model providers. Feasibility depends on your systems and their licensing.