Understanding how brands appear across AI platforms.

01 / THE CHALLENGE

The work that needed to change.

Comparing brand visibility across AI responses requires repeatable prompts and consistent interpretation. Individual manual checks are difficult to organise into a traceable report.

02 / THE SOLUTION

Connecting the right steps.

A brand form supplies the context for a prompt builder. Requests are routed across models, results are parsed and semantically validated, and structured findings are stored for reporting through a dashboard.

• Parallel evaluations across multiple models
• Structured response parsing
• Semantic validation
• Traceable results for dashboard reporting

03 / THE WORKFLOW

How the system works.

1. 01Collect brand context
2. 02Build evaluation prompts
3. 03Route across AI models
4. 04Parse the responses
5. 05Validate result meaning
6. 06Store & report findings

04 / THE OUTCOMES

What the workflow made possible.

• Created a repeatable evaluation process.
• Organised model responses into structured reporting data.
• Kept a traceable route from evaluation inputs to results.

05 / TECHNOLOGY

Tools behind the workflow.