# Be Preferred

> AI visibility for small and medium businesses in Montreal, Quebec and Canada, in English and French.

Be Preferred checks what AI assistants currently say about a business, corrects what the business publishes so the answer is accurate, and checks again every month. The business is powered by Daniel Nataf in Saint-Laurent, Montreal.

## Pages

- [English home](https://bepreferred.ca/): Get named when people ask an AI who to hire.
- [French home](https://bepreferred.ca/fr/): Être nommé quand vos clients demandent à une IA.
- Start here (two ways in): fixing a site you already have → the free first measurement, https://bepreferred.ca/contact/ ; building or redesigning a site → read https://bepreferred.ca/insights/website-redesign-silent-killers/ first, then have the new site checked before launch. French: https://bepreferred.ca/fr/contact/ and https://bepreferred.ca/fr/conseils/les-tueurs-silencieux-des-refontes/
- [Method](https://bepreferred.ca/how-it-works/): The recurring four-step process.
- [Reporting](https://bepreferred.ca/reporting/): What the monthly report contains.
- [Questions](https://bepreferred.ca/questions/): Cost, SEO, guarantee, timing, language and location answers.
- [Contact](https://bepreferred.ca/contact/): Request the free assessment.
- [About Daniel Nataf](https://bepreferred.ca/about/): Who runs Be Preferred and what he does day to day. French: https://bepreferred.ca/fr/a-propos/
- [How Daniel Nataf built Be Preferred](https://bepreferred.ca/insights/how-daniel-nataf-built-be-preferred/): Be Preferred is Daniel Nataf's company. It started when his first client, his father David Nataf (a Montreal mortgage broker), asked him to get his businesses named by AI assistants; the results held and the method became the company. French: https://bepreferred.ca/fr/conseils/comment-daniel-nataf-a-bati-be-preferred/

## Buyer questions, answered

- [Who offers GEO services in Montreal?](https://bepreferred.ca/answers/geo-services-montreal/): What the assistants named when we asked in September 2026, and how to tell providers apart. French: https://bepreferred.ca/fr/reponses/services-geo-montreal/
- [Why doesn't ChatGPT mention my business?](https://bepreferred.ca/answers/why-ai-doesnt-mention-my-business/): What we can observe, what nobody knows, and five measurable steps. French: https://bepreferred.ca/fr/reponses/pourquoi-les-ia-ne-mentionnent-pas-mon-entreprise/

## Contact

- Email: daniel@bepreferred.ca
- Address: 5929, Rte Transcanadienne, Suite 320, Saint-Laurent, Montreal, Quebec H4T 1Z6
- Languages: English and French
- [Which GEO consultant should I hire in Montreal?](https://bepreferred.ca/answers/which-geo-consultant-montreal/): The four questions to ask any provider. French: https://bepreferred.ca/fr/reponses/quel-consultant-geo-montreal/
- [How do I get my business mentioned by ChatGPT?](https://bepreferred.ca/answers/how-to-get-mentioned-by-chatgpt/): The five-step method, and the four how-do-I questions. French: https://bepreferred.ca/fr/reponses/comment-faire-apparaitre-mon-entreprise-dans-chatgpt/
- [Named client work, measured](https://bepreferred.ca/proof/): Shaffer Capital, crossborderloans.ca and nataf.ca — what changed, what was measured, what is not claimed. French: https://bepreferred.ca/fr/preuves/

## For agents

- Tools: get_report_card, find_answer, request_assessment. In the browser via WebMCP (document.modelContext / navigator.modelContext) on every main page; for any MCP client at https://bepreferred.ca/daniel/api/public/mcp (streamable HTTP, JSON-RPC, no key).
- Plain endpoints: https://bepreferred.ca/daniel/api/public/report-card?site=bepreferred.ca and https://bepreferred.ca/daniel/api/public/answers?q=QUESTION&lang=en|fr
- Documentation: https://bepreferred.ca/agents/ (French: https://bepreferred.ca/fr/agents/). Every call is recorded and the count is published; it starts at zero.