AI Audience Research
AI has a different answer for everyone.
Find out not just whether your subject appears in AI, but what each model says and how that shifts by audience.
What your market asks AI
How it works
More than monitoring.
Most tools tell you whether a subject appears in AI responses. LLMeKnow shows you what AI actually says, and how that answer changes depending on who is asking.
Generate
Describe your market. LLMeKnow builds the audience segments, the questions, and the personas who ask them. Each persona has its own demographics, values, and worldview. Start in one click, configure every detail yourself, or upload your existing segmentation and we'll build the personas around it.
Simulate
Each question is put to every major AI in the context of each persona: ChatGPT, Claude, Gemini, Grok, and more. Every response comes live from the actual model, with no pre-set answers. The same question gets different answers based on who the AI perceives to be asking.
Decode
You define what counts as a subject: brands, competitors, services, pain points, or any entity class your research requires. LLMeKnow extracts them from every response, groups variant names into consistent deduplicated entries, and shows you share of voice by segment.
The product
Built for the questions clients actually ask.
A clear picture before any meeting
The overview distils an entire campaign into four numbers and a plain-English AI insight: share of voice, entity count, model coverage, and top performer. You define what gets tracked, whether that's brands, pain points, services, or any category your research requires.
How subject prominence moves across waves
Track how AI coverage shifts over time. The slope chart shows which subjects gained, which slipped, and which held across every run in your campaign.
How the same question lands differently by segment
The pivot table breaks AI responses down by audience segment. See which subjects AI favours for each segment, and which slip back when the persona shifts.
Read the exact responses AI gave each persona
The Response Explorer shows verbatim LLM responses, filtered by question, segment, model, or source. Entity mentions are highlighted inline, drawn from a taxonomy you define rather than a fixed brand list.
Use cases
Any subject. Any audience. Any question people ask AI.
Commercial intelligence
AI recommends some products and not others. Do you know where yours stands?
We simulate the audience segments in your market. For each one, we run your questions through every major AI and record what it recommended. You find out exactly which segments AI recommends your subject to, and which it misses.
Governance and public perception
How does AI describe a city, institution, or policy to people with different views?
AI does not describe public subjects the same way to everyone. What it says about a government, a policy area, or a public figure shifts based on who it thinks is asking. LLMeKnow makes those shifts visible across any segmentation you define, tracking any entity type you specify.
How it's different
Most tools tell you whether you appeared. We tell you what AI said, and who was asking.
Simulation, not keyword tracking.
Monitoring tools run your brand as a search term and count appearances. LLMeKnow models your market from the ground up, building the audience segments, the personas within them, and the questions each persona would ask. Every question runs through every major AI in that persona's context, so you see what each model actually says to each type of person, not just whether your name appears.
You define what counts as a mention.
Other tools extract brand names. LLMeKnow extracts whatever entity types your research requires: brands, product attributes, pain points, services, policy positions, institutional names, or any other category that matters. You define the taxonomy. The platform scans every response for those entities, automatically groups variant names into a single clean entry, and tracks them across all runs.
Your segmentation, not ours.
Have an existing audience segmentation? Upload it. The platform builds the personas around your framework rather than a generic demographic template. For brands and agencies that already know their audiences, this means the simulation is grounded in your own research, not a generic AI inference about who your audience is.
Get started
See what AI says about your subject.
Book a 20-minute demo and we'll run a live simulation on any subject you choose. Bring a brand, a policy area, a public figure, or an institution. If you have your own segmentation framework, bring that too. We'll show you what different audience segments hear when they ask AI about it.
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