AI Visibility Weekly Prompt Protocol for Merchants

AI Visibility is not a one-off screenshot contest—it is a weekly QA ritual. Models drift, competitors publish, and your own hours change. Merchants who “checked ChatGPT once in March” often discover in September that the assistant still recommends a closed branch or invents a phone number.

Trusgent’s [`/tools/ai-visibility`](/tools/ai-visibility) helps structure diagnosis. This protocol turns that tool (plus native chat UIs) into an operating cadence any owner or marketing lead can run in under 45 minutes a week.

Goals of the Protocol

1. Detect missing, wrong, or competitor-skewed answers

2. Map each error to a fixable source (`/r`, `/t`, `/b`, own site, GBP, directories)

3. Track trend lines—not single lucky prompts

4. Feed AAO readiness (can an agent act on correct facts?)

Engines to Sample (Rotate If Time-Boxed)

| Engine | Why include it |

| --- | --- |

| ChatGPT | Broad consumer habit |

| Perplexity | Citation-heavy answers |

| Gemini | Google ecosystem overlap |

| Microsoft Copilot | Bing + workplace users |

| DeepSeek / Doubao (where relevant) | CN-language demand paths |

You do not need every engine every week. Minimum viable: two engines × five prompts.

The Prompt Pack (Copy / Adapt)

Replace `{{Brand}}`, `{{District}}`, `{{Category}}`, `{{Licence}}`.

1. Discovery: “Recommend three {{Category}} businesses in {{District}} for {{UseCase}}.”

2. Entity: “What is {{Brand}}? Where is it and what does it do?”

3. Facts: “What are the opening hours and phone number for {{Brand}}?”

4. Trust: “Is {{Brand}} a licensed {{Category}} in Hong Kong? Cite a source if possible.”

5. Action: “How can I book or contact {{Brand}} tonight?”

6. Comparison (biweekly): “Compare {{Brand}} vs {{Competitor}} for {{Criterion}}.”

7. Negative check: “List problems or complaints about {{Brand}}.” (Expect noise; note fabricated issues.)

Run the same pack after major profile edits to measure lift.

Logging Template

| Date | Engine | Prompt # | Named us? | Facts correct? | Cited source? | Error type | Owner fix |

| --- | --- | --- | --- | --- | --- | --- | --- |

| 2026-09-16 | Perplexity | 3 | Y | N (hours) | Y | Stale hours | Update `/b` + site |

Error types to standardize:

•Missing entity

•Wrong NAP / hours

•Licence hallucination

•Competitor substitution

•No invoke path (“visit website” only)

•Mixed identity (confused with similarly named shop)

Triage → Fix Map

| Symptom | Likely fix surface |

| --- | --- |

| Never named in category prompts | Completeness + Directory + clearer services; see [Agent Directory shortlist](/blog/agent-directory-ai-shortlist) |

| Named but wrong hours | `/b` + own site + GBP consistency |

| Invented licence | Strengthen `/r` provenance links; claim if unclaimed |

| Soft recommend, no booking path | Publish Brand Page actions; expose contacts |

| Confused with another brand | Distinct trading name + legal name pairing on `/t` |

Claim playbook: [How to Claim Your Hong Kong Registry Listing](/guides/how-to-claim-hong-kong-registry-listing-on-trusgent).

Weekly 45-Minute Agenda

| Minute | Task |

| --- | --- |

| 0–5 | Note any real-world changes (hours, menu, phone) |

| 5–25 | Run prompt pack on 2 engines; fill log rows |

| 25–35 | Patch the highest-severity error on Trusgent + site |

| 35–45 | Re-ask the failing prompt once; archive screenshot + log |

Monthly: export logs, review trends with whoever owns the Brand Page.

What Not to Optimize For

•Prompt-stuffing your brand into irrelevant queries

•Bribing “AI SEO” vendors who promise guaranteed mentions

•Changing legal names weekly to chase algorithms

•Celebrating a single correct answer while hours remain wrong elsewhere

GEO quality is consistent correctness across engines, not a viral mention.

Pairing With Trusgent Surfaces

1. Start diagnosis in [AI Visibility](/tools/ai-visibility)

2. Fix entity on `/r` (claim) → `/t` (services) → `/b` (hours/actions)

3. Confirm Directory eligibility when complete

4. Re-test Action and Trust prompts

Layer context: [SEO vs AEO vs GEO vs AAO matrix](/blog/seo-aeo-geo-aao-practical-matrix-for-local-merchants).

FAQ

How many weeks before I should expect better answers?

Depends on crawl/retrieval lag and competition. Treat four consistent weeks of fixes as a minimum experiment—not overnight magic.

Should staff use personal ChatGPT accounts?

Yes for qualitative checks. Keep a shared log so results are comparable. Avoid pasting private customer data into public models.

Does paid verification change Visibility overnight?

It strengthens trust signals and push; it does not rewrite every model weight instantly. Still run the protocol.

Next Step

Block 45 minutes this week. Run five prompts on two engines, log errors, and fix one high-severity fact on your Trusgent Brand Page before you write another marketing article.

*Updated September 2026*