LLM Results
Be the answer, not just a result
Search is moving inside AI. LLM Results gets your brand cited in ChatGPT, Claude, Perplexity, and Google AI Overviews — where your customers now ask their questions.
What we do
Answer visibility
We measure where you appear (and where you don't) across the major AI engines, then close the gaps.
Content engineering
Structured, citable, fact-dense pages that language models prefer to quote and attribute.
Ongoing monitoring
Track citations, sentiment, and share-of-answer over time as models and prompts shift.
Latest from the guides & handbook
Practical GEO how-tos, and the open log of building this company. This list is generated at build time.
How Claude Fable 5's Safeguards Work
Claude Fable 5 pairs a frontier model with a layer of classifiers that route sensitive requests to Opus 4.8 instead of refusing. How the four categories work, why fallback beats refusal, and how it ties to Anthropic's Responsible Scaling Policy.
InsightsThe Frontier AI Models Compared
The frontier AI models of 2026 compared: Claude Fable 5, OpenAI's GPT-5 family, Google Gemini 3.1 Pro, xAI Grok 4.1, and the open-weight leaders. Strengths, context windows, pricing, and which to optimize for.
InsightsWhat Is Claude Fable 5?
Claude Fable 5 is Anthropic's most capable widely released model — a Mythos-class system made safe for general use. What it is, how its safety fallback works, and what it means for AI visibility.
InsightsWhat Is Claude Mythos?
Claude Mythos is the frontier Anthropic model held to limited release through Project Glasswing. What it is, why its cyber capability alarmed regulators, and what its restricted rollout signals about the AI frontier.
InsightsAI Search Engines Compared
ChatGPT, Perplexity, Claude, and Google AI Overviews compared: how each retrieves sources, how they cite, and what they mean for content visibility.
HandbookFinding the First Clients
How LLM Results found its first GEO clients: the channels that worked, what the initial audit deliverable looks like, how we priced early engagements, and what we'd do differently.