Which real estate agents does AI recommend in Brampton for selling a house?

On 2026-09-26 we opened three clean sessions with gpt-5.4-mini, en-CA locale, browsing off, default settings, and asked: "Which real estate agents in Brampton, Ontario would you recommend for selling a house? Name agents or teams." No follow-up was given.

Real estate is a category where team names, individual agents and brokerage brands all appear in search results, and where a seller's decision is worth a large commission. The panel shows how the model handles that mix with browsing off.

Run 1 named The ZW Group, Team Goran, The Bains Group, The Singh Team and The Dhaliwal Team, then pointed to the top producers at RE/MAX, Royal LePage and Century 21 in Brampton as a group, and gave a checklist: recent sales in the neighbourhood, list-to-sale price ratio, days on market, professional photos and video, a staging and marketing plan, negotiation strategy, and experience with similar homes. It said the reader should still verify current reviews, sales history and fit.

Run 2 named Sam McDadi Real Estate, The Deol Team, The Mullin Group, The Michael St. Jean Team, Sotheby's International Realty Canada, The Maz Group, and RE/MAX, Royal LePage and Century 21 agents in Brampton as groups, then listed what to ask: three to five comparable sales, a suggested list price range, the marketing plan, commission and contract terms, and how multiple offers are handled.

Run 3 named The Deol Team, The Madani Team, The Dhillon Group, The Singh Team and The Brampton Real Estate Group, with short descriptions and less checklist.

Two teams appeared twice: The Singh Team in runs 1 and 3, The Deol Team in runs 2 and 3. Nothing appeared in all three. The national brokerage brands appeared as categories in two runs, which is the model pointing at a brand rather than a person. Ten of the 14 names appeared once.

Run 2 stands out for reaching outside Brampton: a large team based in Mississauga and a luxury brokerage brand better known elsewhere were offered as Brampton suggestions without comment. A seller who trusted the list would need to check where each team actually works.

The checklists were the most consistent part. Two of three runs told the seller to judge an agent on recent sales nearby, list-to-sale ratio, days on market, photography and video, marketing plan, negotiation and commission terms, and run 2 added a request for three to five comparable sales and a suggested price range. Those are the criteria the model is teaching sellers to use.

Run 1 made a remark about one team suiting sellers who want familiarity with local South Asian buyer demand, which reflects Brampton's market but which the other runs did not repeat. None of the runs gave commission figures, sales numbers, ratings or review counts, and none cited a source.

This page records what one model said across three tries of one prompt on one date with browsing off. It does not verify any team's sales record, licensing or where it works, and a name here is not a recommendation from SearchPod or the model. The panel three days earlier recorded the same kind of variation for a different real estate prompt.

For a Brampton agent or team, the model's checklist is the brief: publish recent sales by neighbourhood, say plainly what the marketing plan includes, show the photography and video, and state how commission and contract terms work, all under one consistent team name across the site, the brokerage page, the Google Business Profile and the portals. SearchPod builds that for real estate clients and tracks which prompts name them.