§ How Scoring Works
Take control of your brand's Narrative
Four structured steps transform your brand's content into a quantified, actionable score across every major AI platform.
Brand Knowledge Base Collection
We ingest your brand's public-facing content (website, docs, press releases, and product descriptions, into a structured knowledge base (just like LLMs crawlers do!). This becomes the reference for measuring LLM accuracy.
Brand Knowledge Base Collection
We ingest your brand's public-facing content (website, docs, press releases, and product descriptions, into a structured knowledge base (just like LLMs crawlers do!). This becomes the reference for measuring LLM accuracy.
Market Analysis & Competitor Study
Narrative maps your competitive landscape. We track how your top competitors appear in AI answers, identify knowledge gaps, and surface the dimensions where you're losing share of voice in LLM outputs.
Market Analysis & Competitor Study
Narrative maps your competitive landscape. We track how your top competitors appear in AI answers, identify knowledge gaps, and surface the dimensions where you're losing share of voice in LLM outputs.
Query Composition & Creation
Our engine composes hundreds of buyer-intent queries relevant to your market. Queries are crafted to mirror how real users ask AI assistants, from awareness questions to purchase-intent prompts.
Query Composition & Creation
Our engine composes hundreds of buyer-intent queries relevant to your market. Queries are crafted to mirror how real users ask AI assistants, from awareness questions to purchase-intent prompts.
LLM Querying & Response Parsing
We query leading LLMs (ChatGPT, Claude, Gemini, Perplexity, and more with your composed queries, in both Arabic and English. After that, Narrative parses structured responses, and score each answer for brand presence, sentiment, and accuracy.
LLM Querying & Response Parsing
We query leading LLMs (ChatGPT, Claude, Gemini, Perplexity, and more with your composed queries, in both Arabic and English. After that, Narrative parses structured responses, and score each answer for brand presence, sentiment, and accuracy.
§ AEO in Action
What happens when brands take AEO seriously
Illustrative scenarios showing the impact of AI visibility optimization across industries.
“Graphite's Webflow case study is the AEO gold standard: LLM sign-up share doubled (4% → 8%) with a 6x conversion premium over organic SEO, backed by controlled experiments showing statistically significant lifts from simple formatting changes like question-based headers.”
“ChatGPT now refers 4.8% of new @vercel signups and it's growing *very* fast. It was less than 1% 6 months ago. @openai is gaining real ground on @google.”
“Ramp went from 3.2% AI visibility in the Accounts Payable category to 22.2% in one month (a 7x lift), Profound moving from 19th to 8th among fintech brands”
“This one we didn’t see coming. Tally has always grown through word of mouth and organic search. But this year, something new happened: ChatGPT became our #1 referral source.”
§ About Narrative
Built for the era when AI answers first
We started Narrative because we noticed a fundamental shift: people were asking AI assistants about products, services, and brands; and the brands had no idea what those answers said.
Search had Google Search Console. Social had analytics dashboards. AI answers had nothing. We're builing Narrative to change that; starting with the MENA market and expanding globally.
§ From the Blog
The AEO intelligence briefing
We'll be publishing soon...