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Claude and MCP: start with one business question

4 min readEnterprise data and AI leaders

Sravan Modugula · Chief Data & AI Officer, dotSolved Inc; creator of Nexatron

A useful first question for Claude and Nexatron is one whose answer already has an owner. Ask about a defined business period, a named measure, and a source that your team understands. The objective is to see whether a conversational workflow preserves meaning and permissions while reducing the work required to investigate an answer.

Start with a decision somebody owns

A broad request such as "analyze our business" produces too many moving parts for a first evaluation. Consider a sales manager preparing a Monday review. "Show open opportunities expected to close this quarter, grouped by stage" is narrower. It identifies the population and the grouping, while leaving a concrete discussion about what "this quarter" means. That discussion is valuable evidence of readiness.

Prepare a reference before the conversation

Have the report owner save a reference result using the same identity, filters, and cutoff. Record the source, refresh time, excluded stages, and whether amounts use a common currency. A screenshot alone rarely captures all of this. A short worksheet beside the reference report makes differences easier to explain without expecting a business participant to inspect implementation details.

Use an approved demonstration environment or permissioned business data. Names, customer notes, and personal contact details usually add little to a first analytical check. Aggregate questions can establish whether the workflow is useful while keeping the amount of data entering the conversation proportionate. The person running the demonstration should understand the source permissions attached to their own account.

Connect the approved path

Nexatron documents a hosted MCP endpoint for connecting Claude through OAuth. Your organization should approve the connector and the data sources before the session. Follow the current connection guide, sign in with your own identity, and confirm that the expected tools are available. Successful authentication establishes a connection; it does not establish that every business question can be answered.

There are three separate choices here: which assistant a person uses, which MCP server it can call, and which sources Nexatron is allowed to query. Naming those choices prevents a common misunderstanding. Selecting Claude as a model inside an application is different from giving a Claude conversation permission to invoke Nexatron tools through MCP.

Ask, inspect, then vary one condition

Run the prepared question and compare the returned facts with the reference. Check the period, grouping, currency, and row coverage before discussing the written explanation. If there is a discrepancy, change one condition at a time. An apparently wrong total can result from a valid but different business definition; that still needs to be made visible to the person making the decision.

Next, ask a bounded follow-up: "Show the same view for the previous quarter." Confirm that the measure and stage exclusions stay the same while the period changes. Then ask a deliberately ambiguous question such as "Which region is doing best?" A useful workflow should surface the missing success measure instead of quietly treating revenue, margin, and growth as interchangeable.

Decide what the session proved

A first session can prove that an approved user can connect, ask a scoped question, and inspect an answer against a reference. It cannot prove organization-wide accuracy, readiness for unrestricted actions, or support for every source. Write those boundaries into the session notes so a promising demonstration does not become a larger claim in a subsequent purchasing conversation.

Finish by recording the business decision the answer could support, the time required to review it, and any unresolved definition. Bring that record to the next demonstration. A repeatable question with a known owner gives both buyer and provider something concrete to improve, and it gives the wider team a clear explanation of why the connection matters.

A practical question card

Write the expected answer in ordinary language before the session: which total should appear, which rows must be excluded, and which condition would make the answer unusable. Keep that card beside the reference. If the demonstration uncovers a disagreement, update the business definition only after its owner approves the change. This avoids moving the goalposts simply because the first response was surprising.

Claude is a trademark of Anthropic, PBC. Nexatron and dotSolved Inc are not affiliated with, sponsored by or endorsed by Anthropic.

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