Why AI Visibility Matters
You’ve heard it before. AI is everywhere. Chat engines. Voice assistants. Search bots.
But here’s the catch: if your brand hides in the shadows, you lose out.
That’s where AI Visibility comes in. Think of it as your brand’s spotlight on the AI stage.
- You want to know how AI describes you.
- You want to see where you rank.
- You want to catch mentions—good and bad.
And now, with sentiment analysis AI, you’ll see the mood behind those mentions.
Happy? Frustrated? Indifferent? It’s all there.
Beyond Mentions: Introducing Contextual and Sentiment Analysis
Marketers often track mention counts. That’s basic.
But what about context? Or tone?
Our new update adds two fresh layers:
- Contextual Analysis
- Sentiment Analysis
No more guessing. No more spreadsheets full of raw numbers. Now you get:
- The stories AI tells about your brand.
- The emotional pulse behind each mention thanks to sentiment analysis AI.
- Clarity. Actionable insights. A little fun, too.
Contextual Analysis
Imagine AI as a critic. It doesn’t just say your bakery is “good.”
It notes why your croissants are top-notch.
That’s contextual analysis. It:
- Spots recurring themes (e.g., “flaky layers,” “family-owned,” “artisan butter”).
- Highlights unexpected narratives (did someone mention your eco-friendly packaging?).
- Flags shifts over time (are you now “innovative” instead of “traditional”?).
Contextual analysis helps you answer the big questions:
- What stories does AI weave around my brand?
- Which themes should I lean into?
- Where can I pivot my messaging?
Sentiment Analysis
Here’s where the magic of sentiment analysis AI kicks in.
Think of it as an emotion detector for text. It:
- Scores each mention on a scale from negative to positive.
- Detects polarization (are opinions split down the middle?).
- Filters out noise—no more wading through irrelevant chit-chat.
Key metrics at a glance:
- Emotion Score: How friendly or fierce are the references?
- Polarisation Index: Are you inspiring love, hate, or… indifference?
- Confidence Level: Trust but verify. Score reliability on a 0–100 scale.
How It Works in Practice
Let’s run through a quick example.
A Tale of Two Bakeries
Lucy runs The Dough Spot. She uses our AI Visibility Tracker.
Before the update, she saw 120 mentions. That felt good… but she had no clue if they were praising her sourdough or complaining about her late opening hours.
With contextual and sentiment analysis:
- She learns that “morning rush” appears in 40% of mentions.
- Positive mentions spike around her new vegan options.
- A handful of users grumbled about weekend hours.
Now Lucy adjusts her schedule and tweaks her menu. Sales tick up. Customers smile. AI nods approvingly.
It’s simple. Clear. Actionable.
How We Stack Up
You might have used tools like HubSpot’s AEO Grader. It’s solid. It shows visibility across ChatGPT and Gemini.
But:
- It doesn’t let you drill into the why—the narratives AI builds.
- Sentiment analysis is broad brush, not fine-grained.
- Small businesses often struggle with complex interfaces.
Our open-source AI Visibility Tracker fixes that:
- Sleek, intuitive dashboards.
- Deep-dive contextual tags.
- Precision sentiment analysis AI built for clarity.
- Free to use, with transparent code you can trust.
Ready for a peek under the hood?
Integrations and Products
We know running your own content machine can feel like juggling hot croissants. That’s why we built Maggie’s AutoBlog:
- AI-powered blog writer.
- SEO and GEO-targeted posts.
- Syncs seamlessly with your insights from the Visibility Tracker.
Write posts that echo the themes AI already loves. Keep your site fresh. Watch your visibility climb—organically.
Open-Source and Community
Here’s a secret weapon: transparency.
Our code lives on GitHub. You can:
- Suggest improvements.
- Build custom integrations.
- Join a community of fellow SMEs and solo entrepreneurs.
No hidden fees. No black boxes. Just community-driven innovation.
Looking Ahead: Roadmap
We’re not stopping at context and sentiment. Next on our list:
- Voice-search narratives.
- Real-time alerts for sudden sentiment shifts.
- Collaborations with marketing workshops to boost your know-how.
Stay tuned. And bring your ideas. This is as much your tool as it is ours.
Get Started Today
Whether you’re a baker, a boutique store, or a budding e-commerce guru, deeper AI insights can transform your strategy.
Dive into contextual and sentiment analysis now. It’s free, it’s open-source, and it’s designed for you.