Ballard Alliance (Seattle, WA) ChatGPT Visibility Research

Overview

This research examines how Ballard Alliance businesses appeared in ChatGPT responses when consumers asked for local recommendations.

223 eligible businesses were tested across 1,381 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 16, 2026. ChatGPT answers can change. This study measures which businesses entered the AI-generated shortlist at that moment — not future guaranteed mentions.

Key Findings

40% of Ballard businesses (89 of 223) were mentioned at least once.

30% had strong visibility (appeared in multiple relevant responses), 9% had limited visibility (appeared once), and 60% were not named in any tested response.

Discovery questions (like "best florist in Seattle") produced a 37% mention rate. Recommendation questions (like "Who should I see for a dentist?") produced a 30% mention rate.

Category Performance

Visibility varied by category. Financial & Professional Services performed best at 64%, while food & drink businesses had the lowest visibility at 32%.

These category rates show which types of Ballard businesses entered ChatGPT's shortlist most consistently in this test.

Example Responses

Below are sample ChatGPT answers from the test. These examples show which Ballard businesses were named — and which questions returned no Ballard businesses at all.

• "I'm in Seattle — shop near me" → PCC Community Markets, Victrola Coffee Roasters
• "Who should I see for pizza restaurant in Seattle?" → Serious Pie
• "best entertainment in Seattle" → The Crocodile, The Showbox, Neumos, Seattle Repertory Theatre, 5th Avenue Theatre, ACT Theatre (no Ballard business appeared)

Spotlight: "best entertainment in Seattle"

When asked "best entertainment in Seattle", ChatGPT named The Crocodile, The Showbox, Neumos, Seattle Repertory Theatre, 5th Avenue Theatre, ACT Theatre.

No eligible venue in the benchmark appeared.

Methodology

Businesses were sourced from the Ballard Alliance public directory. National chains, businesses without websites, and civic listings were excluded so the benchmark reflects local independent businesses.

This benchmark uses the 353 listings in the Ballard Alliance directory extract on October 15, 2026.

1,381 ChatGPT questions were asked across 243 unique prompts. Questions were matched to each business's category and pinned to Seattle at the city level.

Each business received approximately 6 questions. Questions were not averaged across multiple runs. This study used ChatGPT (OpenAI) on October 16, 2026.

Of the 353 listings, 52 had no usable website: 37 had no website listed (including 25 parking lots), and 15 listed only Instagram, Loc8NearMe, a booking page, a menu page, or a directory page. Another 66 were not eligible: 55 national or multi-location chains, 8 civic or institutional listings, and 3 duplicate listings. Of the 235 eligible members, 12 could not be matched to a Seattle Google Business Profile and were not asked, leaving 223 scored. Questions were pinned to Seattle at the city level. They were not restricted to Ballard, and no extra map-pin or login location was applied. Each question was asked in one run. The Other row is two hotels, Ballard Inn and Hotel Ballard. Neither was named, and hotels fall below the five-business minimum for their own category.

This is a point-in-time benchmark of the ChatGPT responses tested on October 16, 2026. This study uses the 353 listings in the Ballard Alliance directory extract from October 15, 2026. 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.

What This Means for Ballard Alliance Members

If a customer's shortlist is built in ChatGPT, neighborhood 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 Ballard Alliance members may want to understand.

CLIXERA can walk Ballard Alliance 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.