DowntownDC BID (Washington, D.C.) ChatGPT Visibility Research

Overview

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

224 eligible businesses were tested across 1,389 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 15, 2026. ChatGPT answers can change. This study measures which businesses entered the AI-generated shortlist at that moment — not future guaranteed mentions.

Key Findings

36% of DowntownDC businesses (80 of 224) were mentioned at least once.

28% had strong visibility (appeared in multiple relevant responses), 8% had limited visibility (appeared once), and 64% were not named in any tested response.

Discovery questions (like "best florist in Washington, D.C.") produced a 33% mention rate. Recommendation questions (like "Who should I see for a dentist?") produced a 28% mention rate.

Category Performance

Visibility varied by category. Arts & Entertainment performed best at 69%, while shopping businesses had the lowest visibility at 29%.

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

Example Responses

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

• "I'm in Washington, D.C. — restaurant near me" → Old Ebbitt Grill, Founding Farmers, Zaytinya, Rasika, Jaleo
• "Who should I see for restaurant in Washington, D.C.?" → Minibar, Founding Farmers, Rasika, Zaytinya, The Hamilton
• "best spa in Washington, D.C." → The Spa at Mandarin Oriental, The Ritz-Carlton Spa, Bliss Spa, The Red Door Salon & Spa, Nusta Spa, Aura Spa (no DowntownDC business appeared)

Spotlight: "best spa in Washington, D.C."

When asked "best spa in Washington, D.C.", ChatGPT named The Spa at Mandarin Oriental, The Ritz-Carlton Spa, Bliss Spa, The Red Door Salon & Spa, Nusta Spa, Aura Spa.

No eligible spa in the benchmark appeared.

Methodology

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

This benchmark uses the 625 listings in the DowntownDC BID directory extract on October 15, 2026.

1,389 ChatGPT questions were asked across 128 unique prompts. Questions were matched to each business's category and pinned to Washington, D.C. at the city level.

Each business received approximately 6 questions. Questions were not averaged across multiple runs. This study used ChatGPT (OpenAI) on October 15, 2026.

Of the 625 listings, 42 had no usable website: 33 had no website listed, and 9 listed only SpotAngels or downtowndc.org. Another 356 were not eligible: 246 national or multi-location chains, 106 civic or institutional listings, and 4 duplicate listings. Of the 227 eligible members, 3 could not be matched to a Washington, D.C. Google Business Profile and were not asked, leaving 224 scored. Each question was asked in one run, pinned to Washington, D.C. at the city level. Hotels have their own Stay row because six were scored, above the five-business minimum.

This is a point-in-time benchmark of the ChatGPT responses tested on October 15, 2026. This study uses the 625 listings in the DowntownDC BID 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.

What This Means for BID 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 BID members may want to understand.

CLIXERA can walk BID 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.