ما هو LLMO Prompt Intelligence؟ What is LLMO Prompt Intelligence?
LLMO Prompt Intelligence is a structured research methodology that identifies, categorises, and scores the specific conversational questions — prompts — that large language models use when forming citations and recommendations in a market category. For organisations operating in Qatar, the methodology covers both Arabic-language and English-language prompt environments, producing a bilingual ranked prompt library that reflects the actual AI search landscape across Qatar's bilingual commercial market.
كيف يختلف هذا عن البحث عن الكلمات المفتاحية؟ 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 — structurally different queries that are longer, more context-dependent, and largely absent from keyword tools. In Qatar, this distinction is sharpened by the Arabic-language dimension: Arabic prompts posed to AI systems reflect Gulf Arabic phrasing, market-specific terminology, and competitive references that are entirely outside the scope of Arabic-language keyword tools, which in any case measure search behaviour rather than AI query behaviour.
ما الذي يجعل المطالبة ذات فرصة عالية؟ 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 citations, the competitors currently cited are not so entrenched that achieving citation within a reasonable timeframe is unrealistic, and the commercial intent of the prompt is high enough that citation at that stage of the buyer's journey is genuinely valuable. For Qatar, the scoring model accounts for the specific commercial dynamics of the Qatari market — including the role of government and quasi-government procurement — and assesses each prompt separately in Arabic and English environments.
ما هو الإطار الزمني للمشروع؟ What is the timeline?
The standard LLMO Prompt Intelligence engagement for the Qatar bilingual market runs four to five weeks. Arabic and English prompt mining run in parallel during 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 Arabic-language component completed as a second phase.
ما هي التكلفة؟ What does it cost?
LLMO Prompt Intelligence for the Qatari bilingual market is priced from QAR 22,000 for a single-category engagement covering 100+ prompts across Arabic and English, the full five-step process, and the bilingual implementation brief. Multi-category engagements, Gulf region multi-market programmes, and ongoing prompt monitoring are scoped separately based on scope and depth of competitor mapping required. All pricing is confirmed in writing before work commences.
كيف يُستخدم الناتج؟ How is the output used?
The Ranked Prompt Library and implementation brief are structured for direct use by Arabic and English content teams, digital marketing functions, and communications teams. Tier 1 prompts become the immediate content commissioning brief in both languages. The bilingual implementation notes specify the content formats, authority signals, and publication channels most effective for citation generation in each language environment in the Qatari market. Many clients use the library as the foundation for their AI visibility reporting — tracking citation movement for Tier 1 prompts on a quarterly basis and presenting results to leadership as a structured measure of AI search performance.
