ChatGPT Brand Diagnostics

ChatGPT Brand Diagnostics

Ask the questions your customers ask ChatGPT — run diagnostics and review full AI replies with mention status, competitors cited, and linked sources.

What you get from ChatGPT diagnostics

Ready to run

Auto-created from your tracked questions

Execute

Run one diagnostic or batch selected questions

Full AI reply

Complete response with in-text citations

Results

Mention flag, competitors, and source URLs

Diagnostics from your questions

Saving a brand creates one diagnostic per tracked question. No manual setup — your question list from brand setup becomes the Diagnostics queue.

  • Each tracked question appears on Diagnostics ready to run
  • Filter the Diagnostics page by brand to focus on one workspace
  • Remove questions you no longer want to monitor
Auto-createdReady to runPer question
Diagnostics listYour question queue

Execute and batch run

On the Diagnostics page, run a single question with Execute or select multiple rows and Batch Run. gptmelo collects the AI response and saves results to your workspace.

  • Execute runs one question that is ready or needs a retry
  • Batch Run processes multiple selected diagnostics in one session
  • Re-run refreshes results when you need an updated answer
ExecuteBatch RunRe-run
Run diagnosticsExecute & batch run

Full AI response

Open a completed diagnostic to read the entire AI reply — not a summary score. Responses render with citation links in context so you can see exactly what the model said and which URLs it referenced.

  • Read the full reply in the diagnostic detail panel
  • Citation pills link to sources mentioned in the answer
  • Clear error messages when a run fails so you can retry
Full replyCitation pillsDiagnostic details
AI responseComplete model reply

Mentions, competitors & sources

Each completed diagnostic shows whether your brand was mentioned, which other brands appeared in the answer (with rank context), and every linked citation source with domain and snippet.

  • Mention status (Yes/No) on the diagnostics list for quick scanning
  • Competitors Mentioned lists other brands and their position in the reply
  • Sources include URL, domain, title, and snippet — ChatGPT citations are tagged
  • Domain-level data feeds Dashboard citation charts for trend analysis
Mention flagCompetitor contextSource URLs
ResultsMentions & citations

Diagnostic tips

Start with high-intent questions. Run the prompts closest to purchase decisions first — they reveal the competitive set ChatGPT recommends today.

Use Batch Run to save time. Select multiple ready diagnostics and run them in one session instead of clicking Execute on each row.

Open diagnostic details for context. The list shows mention and source counts; the detail panel has the full reply, competitor excerpts, and every citation link.

Re-run when questions change. After editing tracked questions on the brand page, re-run diagnostics to capture fresh answers against the updated wording.

Trends live on the Dashboard. Diagnostic details show one answer at a time — use the Dashboard for mention-rate and rank trends across runs over time.

ChatGPT diagnostics FAQ

Everything you need to know about gptmelo.com. Can't find an answer? Contact us.

What are ChatGPT brand diagnostics?

Diagnostics run your tracked questions against ChatGPT and save the full AI reply — mention status, competitors cited, and linked sources — so you can see exactly what shapes each answer.

How is Diagnostics different from the Dashboard?

Diagnostics shows one question at a time with the complete AI response and citation links. The Dashboard rolls up mention rates, average rank, competitor mentions, and top cited domains across completed diagnostics.

Does gptmelo store the full AI reply?

Yes. Open any completed diagnostic to read the entire ChatGPT response with in-text citation pills — not just a visibility score or summary.

Can I run multiple diagnostics at once?

Yes. Use Execute for a single question or select multiple rows and Batch Run to process several questions in one session.

Run your first diagnostic

See how ChatGPT answers the questions your customers ask — no credit card.

Run a diagnostic