544 businesses · Halifax · October 2026
Point-in-time ChatGPT visibility research for Downtown Halifax Business Commission. 544 businesses analyzed, 47% mentioned at least once, 53% not visible in tested responses. Prepared by CLIXERA for association outreach and community workshops.
This research examines how Downtown Halifax BIA businesses appeared in ChatGPT responses when consumers asked for local recommendations.
544 eligible businesses were tested across 3,350 questions. Each business received category-matched prompts designed to reflect the kinds of queries a consumer might actually ask.
This is a point-in-time benchmark collected on October 5, 2026. ChatGPT answers can change. This study measures which businesses entered the AI-generated shortlist at that moment — not future guaranteed mentions.
544
Businesses analyzed
3,350
ChatGPT questions asked
47%
At least one mention
53%
Not visible in test
47% of Downtown Halifax businesses (254 of 544) were mentioned at least once.
36% had strong visibility (appeared in multiple relevant responses), 11% had limited visibility (appeared once), and 53% were not named in any tested response.
Discovery questions (like "best florist in Halifax") produced a 43% mention rate. Recommendation questions (like "Who should I see for a dentist?") produced a 34% mention rate.
47%
Mentioned at least once
36%
Strong visibility
11%
Limited visibility
53%
Not visible
Visibility varied by category. Health, Beauty & Fitness performed best at 66%, while financial & professional services businesses had the lowest visibility at 42%.
These category rates show which types of Downtown Halifax businesses entered ChatGPT's shortlist most consistently in this test.
| Category | Businesses | Mention Rate |
|---|---|---|
| Financial & Professional Services | 257 | 42% |
| Food & Drink | 119 | 45% |
| Shopping | 86 | 51% |
| Health, Beauty & Fitness | 35 | 66% |
| Arts & Entertainment | 33 | 52% |
| Stay | 13 | 62% |
| Other | 1 | 100% |
Below are sample ChatGPT answers from the test. These examples show which Downtown Halifax businesses were named — and which questions returned no Downtown Halifax businesses at all.
Businesses were sourced from the Downtown Halifax Business Commission public directory. National chains, businesses without websites, and civic listings were excluded so the benchmark reflects local independent businesses.
This benchmark uses the 1,052 listings in the Downtown Halifax Business Commission directory extract on October 5, 2026.
3,350 ChatGPT questions were asked across 230 unique prompts. Questions were matched to each business's category and pinned to Halifax at the city level.
Each business received approximately 6 questions. Questions were not averaged across multiple runs. This study used ChatGPT (OpenAI) on October 5, 2026.
One discovery question, "best pub in Halifax," answered as Halifax, West Yorkshire, in every version of that question. The shopper pub question stayed in Nova Scotia. Chain hotels (Marriott Harbourfront, Westin Nova Scotian, Sutton Place) appeared in hotel answers but were not scored.
This is a point-in-time benchmark of the ChatGPT responses tested on October 5, 2026. This study uses the 1,052 listings in the Downtown Halifax Business Commission directory extract from that day. Scores are the share of scored members named in those answers. ChatGPT answers can change. This is not a guarantee of future mentions, and it does not mean an unnamed business can never appear.
If a customer's shortlist is built in ChatGPT, neighbourhood independents that never appear may never get considered.
This research does not claim that appearing in ChatGPT causes a purchase, nor does it prove that an unnamed business cannot succeed. It identifies an emerging layer of local discovery that association members may want to understand.
CLIXERA can walk association members through these findings in a short workshop or lunch-and-learn. This page is the leave-behind — contact CLIXERA if you want to schedule a community session.
