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Demonstrations

Watch the work behind the recommendation.

Choose a demonstration by the question your team needs answered. Each source walkthrough pairs its inputs with an observed result.

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Evaluate a demonstration from input to verifiable result.
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What would you like to inspect?

Technical SEO
Canonical and indexing instructions
AI evaluation
Expected facts and scoring criteria
MCP
Tool discovery and a returned workflow

Can a search engine read the intended page?

Use the technical SEO exercise when a page looks right in a browser but has conflicting search instructions. Compare the canonical address, indexing tag and rendered source. Keep the original observation beside the repair so a second reviewer can repeat the check.

Can an assistant retrieve the right workflow?

In the MCP demonstration, the client inspects the tool catalog, sends a technical SEO request and retrieves the workflow instructions. The recorded inputs and source revision let a technical buyer verify what the demonstration actually executed.

Does the answer preserve the facts?

Use the evaluation exercise to define facts that an answer must retain. For a credential, those might include the issuer, recipient and qualification. Change a single fact and check whether the rubric catches the error before you use it for customer-facing answers.