A buyer in Johor Bahru asks Gemini where to buy a 100g gold bar this Saturday. The answer names your brand, then sends her to a mall branch you closed after last year's merger. Gold bar retailer AI branch errors like this cost more than a lost sale: a buyer carrying cash or planning a large purchase who finds a shuttered unit does not try again, and she may tell others the brand has gone.

This article is for strategy, marketing and digital leads at multi-branch gold bar and bullion retailers in Malaysia and Singapore, especially those that have grown through acquisitions or rebrands. It explains where wrong branch answers come from, the prompts buyers type, how to audit your network this week and how to fix it for good.

Why AI assistants get your branch network wrong

AI assistants describe your network by combining whatever they can retrieve: your current site, old domains, map listings, mall directories, comparison blogs and news coverage. When those sources disagree, the answer can mix them, and an old branch survives as long as one readable source still lists it.

Google's documentation on AI features says AI Overviews and AI Mode may use "query fan-out", running several related searches across subtopics to build one response. A prompt about buying gold bars in Penang can fan out into searches about your brand, branch locations, opening hours and buyback. Each of those searches can land on a different source, and the oldest one is not always discarded.

Retailers that grew by acquisition carry a specific risk. The acquired brand's website, branch pages and press releases often stay online, or get switched off without redirects. Google's site move guidance explains how to map old URLs to new ones with permanent redirects so search systems understand the change. Without that mapping, the old pages and the new pages both look like valid descriptions of the business.

Map listings are the other common source. Google's Business Profile help says a profile marked permanently closed may still appear for people who search for the business, but clearly shows that it is closed. A profile that was simply abandoned, rather than marked closed, carries no such signal.

What buyers in Malaysia and Singapore actually ask AI

Gold bar buyers ask practical, location-led questions, often in Malay, Chinese or a mix with English. Test prompts like these, grouped by stage.

Choosing where to buy

  • "Where can I buy LBMA gold bars in KL with a buyback option?"
  • "Kedai jual jongkong emas di Shah Alam yang buka hari Ahad"
  • "新山哪里可以买金条？" (Where can I buy gold bars in Johor Bahru?)

Planning the visit

  • "Does [your brand] have a branch in Penang and what are the opening hours?"
  • "Is [your brand]'s Orchard Road branch walk-in or appointment only?"
  • "Nearest [your brand] outlet to Mid Valley Megamall"

Cross-border

  • "Is it cheaper to buy gold bars in Singapore or Johor Bahru, and which shops have branches in both?"
  • "Does [your brand] Singapore have the same buyback as in Malaysia?"

Notice how many of these depend on exact branch facts: which outlets exist, where they are, when they open and whether you can walk in. Every one is a chance for an old source to slip into the answer.

How to check where you stand

Start with a list of every branch you have ever operated, then compare it with what AI assistants say. For our general approach to prompt sets and scoring, see how we measure.

Step 1: Build a master branch list, past and present

List every current branch, every closed or relocated branch and every brand or domain you have acquired, with dates. Include appointment-only desks, kiosks and any counters inside partner premises. This becomes the reference for every check that follows.

Step 2: Run location prompts by market

Write 15 to 25 prompts for each market, covering the cities and malls you serve, in the languages your buyers use. Run them in ChatGPT, Gemini, Perplexity, Copilot and Google's AI Overviews. Run each prompt at least twice, because answers vary between runs and users.

Step 3: Mark every branch fact in the answers

For each answer, record which branches are named and whether each is correct, closed, moved, mislabelled as walk-in, or attributed to the wrong market. Note the hours and phone numbers too.

Step 4: Trace the sources behind wrong answers

Open the sources cited for every wrong fact. Expect old domains, abandoned map profiles, mall tenant directories, food and shopping blogs, business directories and opening-day news stories.

Step 5: Check your own site and domains

Look for orphaned branch pages, old store locator data, PDF brochures with outdated addresses and acquired domains that still resolve without redirects.

How to fix it

The fix is to give every system one current version of your network and remove or redirect the old versions. Most of the effort is governance: deciding who owns branch facts and making sure every change reaches every listing.

Redirect old domains and branch pages

Map every URL on acquired or retired domains to its nearest current equivalent: a closed branch page to the branch that replaced it or to the market's network page, an old brand homepage to your homepage. Use permanent redirects as Google's site move guidance describes, and keep the domains registered so they cannot be bought and reused by someone else.

Publish one dated branch network page

Create a network page with a section for Malaysia and one for Singapore, listing every current branch with address, hours, phone, services and whether it is walk-in or appointment only. Show a visible "last updated" date. Link from it to a page per branch. Add a short change log (for example, "branch moved from one mall to another in March, old address closed") so assistants and buyers can see what changed and when.

Label appointment-only desks plainly

If some locations serve bullion buyers by appointment only, say so in the first line of the branch page, in the map listing and in your structured data description. Explain how to book. Vague wording like "private client services" is easily turned into "walk-in branch" in a summary.

Close, update or merge every map listing

Mark closed branches as permanently closed in Google Business Profile rather than abandoning them, and check Apple Maps, Waze and Bing Places as well. Update relocated branches with the new address. Make sure each listing uses the same brand name, category and phone format as your site.

Add local business structured data

Mark up each branch page with LocalBusiness structured data as described in Google's local business documentation, including address, geo-coordinates, phone and opening hours. It does not guarantee how AI answers describe you, but it removes ambiguity about which branches exist and when they open. Our technical service handles this.

Give one team ownership of branch changes

Branch errors return when openings, closures and moves are handled by different teams: retail operations signs the mall lease, marketing announces the opening, IT updates the store locator and nobody touches the map listings. Set one owner and one checklist for every network change, covering the branch page, network page, change log, redirects, map listings, mall directories and social profiles. Run the checklist on the day the change happens, not at the next website refresh. After an acquisition, run it for every branch of the acquired brand, including ones that were already closed before the deal.

Fix the third-party sources AI reads

Source type Why AI engines use it What to do
Map listings Location, hours and open or closed status Mark closures, update moves, one profile per real location
Mall tenant directories Indexed and often cited for "in [mall]" prompts Ask mall management to remove or update entries
Business directories Broad coverage, rarely updated Claim listings and correct or close them
News and press releases Recent, authoritative-looking, dated Publish factual announcements for closures and moves, not only openings
Shopping and finance blogs Frequently cited for "where to buy gold" prompts Contact authors with corrected branch details

Use the same legal entity names in each market's listings and footer. In Singapore, describe any registration under the Precious Stones and Precious Metals Act accurately: the Ministry of Law states that registered dealers are regulated only for money laundering, terrorism financing and proliferation financing purposes and may not suggest their business is approved or endorsed by the Ministry. Avoid investment claims about returns in branch content; stick to products, services and locations.

What to measure

Measure branch accuracy first, then visibility. Run the same prompt set monthly per market and after any opening, closure or move.

  • Branch accuracy: the share of named branches that are current and correctly described, by market and assistant.
  • Stale branch mentions: how often closed or moved branches still appear, and which source they come from.
  • Walk-in versus appointment accuracy: whether desks are labelled correctly.
  • Mention rate: how often your brand is named at all for location prompts in each city.
  • Citation share: how often your own pages, rather than directories or blogs, are the cited source.

Answers vary between runs and users, and corrections can take weeks to show up, so track trends over several months.

Common mistakes

  • Switching off an acquired brand's website without redirects.
  • Leaving old map profiles unclaimed instead of marking them permanently closed.
  • Announcing openings in the press but never publishing closures or moves.
  • Using different brand names or legal entities in Malaysian and Singapore listings.
  • Describing appointment-only desks in vague language that summarises as walk-in.
  • Updating the store locator but leaving old addresses in PDFs and campaign landing pages.

How Shubi helps

Shubi tests how ChatGPT, Gemini, Perplexity, Copilot and Google's AI features describe your branch network in Malaysia and Singapore, traces each wrong fact to its source and helps you set up the redirects, listings and pages that correct it. We measure progress over time rather than promising fixed answers. Start with AI Visibility Intelligence. Message Shubi on WhatsApp