LLM Brand Tracking System — Unimix Technologies

The Reality

Why most brands are invisible in the AI conversation

AI is now part of how people discover brands — and almost no one is tracking what it actually says.

AI is now part of how people discover brandsWhen someone asks ChatGPT or Gemini for a recommendation, those models give an answer. That answer includes or excludes your brand. You are either in that conversation or you are not.

Most brands are flying completely blind hereSearch rankings, social mentions, and review scores are tracked carefully. But what AI models say about a brand in real time, and how positively they say it, is being ignored by almost everyone.

The AI conversation moves fast and changes oftenModel updates, new training data, and shifting context all affect how AI talks about your brand. What was true last month may not be true today. A one-time check tells you nothing useful.

Being mentioned is not enough — sentiment is what mattersAI can mention your brand and still frame it negatively, cautiously, or as a second-best option. Without tracking sentiment, you cannot tell the difference between a good mention and a harmful one.

The Problem

Six blind spots costing you the AI conversation

Without tracking, you are managing a part of your reputation you cannot even see.

You do not know if AI recommends youWhen a potential customer asks an AI tool who to trust in your category, you have no idea whether your brand appears in the answer.

No way to track AI mentions consistentlyThere is no dashboard, no alert, no weekly report telling you how AI is talking about your brand. The data simply does not exist unless you build it.

Sentiment is invisibleEven if you manually checked a few AI responses, you would not know whether the tone is positive, neutral, or quietly steering people away from you.

Competitors may have an AI advantage you cannot seeYour competitors could be receiving strong positive mentions from AI models every day while your brand is barely appearing. You would have no way of knowing.

Manual checks are too slow and too shallowAsking ChatGPT one question once a week is not monitoring. It is guessing. AI responses vary by query, by model, and by the day they are asked.

No baseline, no trend, no comparisonWithout consistent tracking, you cannot tell if your AI presence is improving, declining, or staying the same. You are reacting instead of managing.

The Solution

Not a single ChatGPT search. A tracking system.

To stay visible in the AI-driven world, you need three things working together.

Queries AI regularly, across many promptsA system that asks AI models about your brand regularly, across multiple relevant queries, not just one.

Benchmarks you against competitorsA way to compare your results against competitors so you know your relative position, not just your raw score.

Scores sentiment, not just presenceSentiment analysis that goes beyond “mentioned or not” and tells you how positively AI is actually talking about you.

The System

This is what the LLM Brand Tracking System was built to do. It runs automatically, covers multiple AI models, tracks sentiment for your brand and your competitors, and delivers a report you can actually act on.

The System

One system, from brand name to a clear AI-visibility report

The LLM Brand Tracking System monitors how major AI models talk about your brand across a set of targeted queries relevant to your industry. It runs on a defined schedule, analyzes the tone and language used in every AI response, compares your brand’s presence against selected competitors, and compiles everything into a structured report. You put in your brand name and a few competitors. The system does the rest and hands you a clear picture of where your brand stands in the AI conversation today.

How you actually use it

Submit brand + competitors

System queries AI models & scores sentiment

Report delivered to your inbox

What You Get

How this system works differently

Consistent data on a part of your brand’s reputation almost no one else is tracking.

Know your AI ranking first

You get consistent, structured data on how AI models talk about your brand. Most brands are not tracking this at all. You will be ahead of them.

Sentiment scoring that means something

Every AI mention is analyzed for tone, not just presence. You will know whether AI is recommending you confidently, mentioning you casually, or positioning you as a weaker option.

Competitor comparison built in

The system does not just track your brand. It tracks your competitors in the same run. You can see exactly how your AI presence compares side by side.

Runs on a schedule, no manual work

Once set up, the system monitors automatically. You do not check anything. A report arrives and you review it. That is the entire workflow.

Covers multiple AI models

AI models do not all say the same thing. The system queries multiple models so you get a complete picture, not a single data point from a single source.

Catches changes before they become problems

If AI starts framing your brand differently, you will know early. Tracking over time means you can spot a negative trend and act on it before it affects real decisions by real customers.

Built For

Who this system is built for

Built for anyone whose reputation now depends partly on what AI models decide to say.

SEO agenciesYou are already tracking organic visibility for clients. AI visibility is the next frontier. Add this system to your reporting and offer something no other agency in your space is providing yet.

Brand managersYour job is to protect and grow how the brand is perceived. AI is now part of that perception. This system gives you the data to do your job completely.

Founders and business ownersYou built something worth recommending. This system tells you whether AI is recommending it, how strongly, and what you can do to improve your position.

Digital marketing teamsAI-generated answers are starting to influence purchasing decisions the same way Google results did ten years ago. This system gives your team the visibility to stay ahead.

PR and reputation professionalsReputation now includes the AI layer. This system gives you consistent, structured data on that layer so your reporting is always complete and current.

How It Works

Three steps to your first report

No dashboards to configure. Here’s exactly how it runs, start to finish.

Submit your brand and competitors

You provide your brand name, a list of competitors you want to track against, and the industry or category context. That is the only input required from your side.

The system runs automatically

The system queries multiple AI models across a set of relevant prompts, collects the responses, runs sentiment analysis, and compares your brand’s presence and tone against every competitor you listed.

Receive your report and act

You receive a structured report showing your brand’s mention rate, sentiment score, and a clear comparison against competitors. Use this to inform your content strategy, PR activity, or positioning decisions.

What This Costs

Pay per report. One setup, no subscription.

A one-time setup to configure the system, then pay only when you run a report.

Per Report

Report Pricing

Each full tracking report, covering your brand and up to three competitors across multiple AI models, costs less than most hourly consultation calls. Pay only when you run a report.

One-Time

Setup Cost

A one-time setup cost to configure the system for your brand, queries, and competitor set. This is a fixed cost, not a subscription. Most clients recover it within the first month through the time their team saves on manual research.

Exact numbers depend on your industry and competitor set — get in touch for a quote.

Get Started

Start knowing what AI says about your brand.

Every day without this data is a day your competitors could be pulling ahead in the AI conversation without you knowing. Get your first brand tracking report and see exactly where you stand.

Get My First Report Back to All Automations