Millions of buying decisions now start with ChatGPT, Claude, or Gemini instead of Google. If AI doesn't know your brand — or gets it wrong — you're losing deals you'll never see in your analytics.
We fix that. We monitor, shape, and defend how AI models describe your company.
While you're here — if you don't have an llms.txt yet, get one right now.
Users get a single synthesized answer. If your brand isn't the source, your competitor is.
There's no page two in an AI conversation. You're either the answer or you don't exist.
AI doesn't just list options — it recommends. If it doesn't know your strengths, it recommends someone else.
What's in the training data is what AI believes about you. Outdated forum posts, old reviews, competitor comparisons — all fair game.
"We were losing enterprise deals and couldn't figure out why. Turns out, when prospects asked ChatGPT to compare us to competitors, it was citing a two-year-old blog post that got our pricing wrong."— B2B SaaS VP of Marketing
One-time engagements to get moving fast, or ongoing partnerships for continuous coverage.
We create and manage the AI-readable files that define your brand — products, positioning, voice, policies. The foundation everything else builds on.
Talk to us50+ buyer-style queries across every major model. We find out exactly what AI says about you today, where it's wrong, and what to fix first.
Talk to usSide-by-side analysis of how AI describes you versus up to 5 competitors. Messaging gaps, win themes, and the directives to close them.
Talk to usWe turn your docs — up to 200 pages — into an AI sales asset. Buyer-intent FAQs, objection handling, comparison framing, compliance cues. Tested across 8 models.
Talk to usBlog posts, whitepapers, and guides structured to be cited by AI models. Schema markup, authority positioning, published on your domain.
Talk to usOptimize for voice assistants and conversational search. FAQ schema, query restructuring, and testing across voice platforms.
Talk to usEvery engagement follows the same rigorous framework — adapted to your category, your models, your competitive set.
We query every major model with the prompts your buyers actually use. You see exactly what AI believes about you today — the good, the wrong, and the missing.
llms.txt files, structured content, citation-optimized assets. We build the source material AI models need to describe you accurately.
Continuous monitoring across models. Alerts when something changes — new hallucinations, competitor gains, model updates that shift your positioning.
Ongoing optimization as models retrain, competitors adapt, and your business evolves. We keep your AI reputation current and competitive.
One-time engagements get you started. Ongoing plans keep you protected as models update and competitors move.
Single brand, core monitoring
Full coverage, competitive intel
Ongoing authority content
Multi-brand, compliance, SLAs
Start with an audit. Or just tell us what you're seeing — we'll figure out the right move together.
We analyze your site and deliver it by email.