What is LLMO Prompt Intelligence?
LLMO Prompt Intelligence is a structured research and analysis methodology that identifies, categorises, and scores the specific conversational questions — prompts — that large language models use when forming recommendations and citations in a given market category. For Canadian organisations, the methodology covers both English-language and French-language prompt environments, producing a bilingual ranked prompt library that reflects the actual AI search landscape across Canada rather than only its English-language dimension.
How is this different from keyword research?
Keyword research identifies terms that users enter into traditional search engines and measures their monthly search volume. LLMO Prompt Intelligence maps the conversational questions that users pose to AI systems — questions that are structurally longer, more intent-laden, and often absent from keyword tools entirely because they do not generate sufficient Google search volume. In Canada, the distinction is compounded by the bilingual dimension: French-language prompts posed to AI systems reflect a distinct vocabulary, intent structure, and competitive landscape that keyword tools cannot capture even in French-language keyword research, because the AI prompt phrasing differs substantially from search query phrasing.
What makes a prompt high-opportunity?
A prompt achieves a high Citation Opportunity Index score when three conditions align: LLMs engage actively with the topic type and produce named brand citations, the current cited competitors are not so entrenched that achieving citation within six to twelve months is unrealistic, and the commercial intent of the prompt — the stage in the buyer's journey it represents — is high enough that a citation is genuinely valuable. For Canadian bilingual prompts, the opportunity score is assessed separately in English and French environments, because a prompt that is highly competitive in English may be largely uncontested in French, or vice versa.
How long does the engagement take?
The standard LLMO Prompt Intelligence engagement for the Canadian bilingual market runs four to five weeks. English and French prompt mining runs in parallel over the first two weeks. Cross-LLM citation testing in both languages and competitor citation mapping are completed in weeks three and four. The ranked prompt library and bilingual implementation brief are delivered in week five. For organisations that need a faster output, a focused engagement covering the top fifty English-language prompts in a single category can be completed in ten to twelve working days, with the French-language component added as a second phase.
What does it cost?
LLMO Prompt Intelligence for the Canadian bilingual market is priced from CAD $6,500 for a single-category engagement covering 100+ prompts across English and French, the full five-step process, and the bilingual implementation brief. Multi-category engagements and ongoing prompt monitoring programmes are scoped based on the number of categories and the depth of competitor mapping required. All pricing is provided in writing before work begins.
How do we use the output?
The Ranked Prompt Library and implementation brief are designed for direct use by content, digital marketing, SEO, and communications teams in both English and French markets. Tier 1 prompts become the immediate content commissioning brief in both languages. The implementation notes specify the content formats, authority signals, and publication channels most effective for citation generation in each language environment. Many Canadian organisations also use the library as the foundation for their AI visibility reporting — tracking citation movement for Tier 1 prompts monthly and presenting bilingual results to leadership as part of their digital performance review.
