Claude does the reasoning work across the entire assistant. Every incoming question passes through Claude for intent classification, which determines whether it should be answered from retrieved documents or handled directly. Where retrieval applies, Claude synthesises the response from the returned chunks under prompt constraints that keep it inside the source material and require attribution for each claim. Where the source is a spreadsheet rather than a document, Claude reasons over parsed tabular data instead of prose. The Markdown it returns carries the page-level citations that the interface renders as source preview cards.
That last detail is the one that matters most in an enterprise setting. An assistant that answers well but cannot show its working is difficult to trust and impossible to audit. Constraining Claude to retrieved context and requiring attribution turns a fluent answer into a checkable one, which is what allowed the platform to be considered for material that carries real consequences when it is wrong.
Claude for Teams supports the human side of the rollout, giving champions and pilot users a working environment during enablement.
Fluent is not the bar. Checkable is.
Claude API
Claude for Teams
Python
Microsoft Graph API
Azure AD / OAuth 2.0
PostgreSQL
Pandas
Traefik
