Why Tracking AI Visibility Matters
Small businesses face a unique challenge in today’s AI-first world. Traditional SEO focused on blue-link ranking. Now, AI engines serve single, synthesised answers. If your brand isn’t mentioned or cited in those answers, you effectively don’t exist.
AI share of voice describes precisely that: the percentage of AI answers where your brand appears. It’s more than a buzzphrase. It’s the lifeline for SMEs who want to stay relevant as chatbots and generative engines become the go-to source for queries.
Imagine a user asking ChatGPT for “best sustainable notebooks.” If your eco-friendly stationery line never pops up, you miss out on high-intent customers. Monitoring your AI share of voice ensures you know when—and where—your brand shows up in AI replies.
Traditional SEO vs AI Visibility
- Traditional SEO tracks positions on page one through ten.
- AI visibility tracks mentions, citations, recommendations.
- Your AI share of voice replaces “rank 3” with “appeared in 72% of answers.”
That shift in focus demands new tools. Let’s dive into the best options—open-source or otherwise—so you can choose what fits your budget and tech expertise.
Understanding AI Share of Voice
AI share of voice isn’t just a number. It’s a living metric that reveals how conversations in AI search engines feature your brand. You’ll see:
- Frequency: How often your brand name or products show up.
- Context: Are you cited as an authority or just mentioned in passing?
- Competition: Which rivals win more citations in the same prompt set?
By tracking your AI share of voice, you uncover gaps in your content strategy. You learn which queries favour your content and which need a boost. That insight is gold for anyone trying to improve visibility without splashing out thousands on enterprise software.
The Open-Source Advantage
Open-source tools tick three boxes for SMEs:
- Cost-effective: No license fees.
- Transparent: Inspect the code, adapt it.
- Community-driven: Improvements come from a global user base.
In contrast, closed platforms like SEMrush and Ahrefs can monitor traditional SEO well—but they lack specialised AI share of voice metrics. And pricey platforms like Brandwatch or Mention often demand enterprise budgets.
By embracing open-source, you get a tailor-made solution for AI share of voice at a fraction of the price.
Top Visibility Tools at a Glance
Below is our curated list of visibility and SEO automation solutions. We’ve included established competitors to highlight their strengths and limitations, then shown how open-source tools and our own offerings fill the gaps.
1. LLMrefs (Closed-Source)
LLMrefs is a solid AI search visibility tracker. It covers ChatGPT, Google AI Overviews, AI Mode, Gemini and more. You get:
- Share of voice metrics across multiple engines.
- Fan-out query expansion for deeper insights.
- Citations and source analysis.
Strengths: Easy setup. Slick dashboards.
Limitations: Closed-source. Subscription fees add up. Less transparent around data handling.
2. SEMrush (Closed-Source)
A household name for SEO pros. SEMrush provides:
- Traditional rank tracking.
- Keyword research.
- Limited AI answer monitoring via blue-link SERP scraping.
Strengths: Comprehensive SEO suite.
Limitations: Not built for AI share of voice. Costs can overwhelm small teams.
3. Ahrefs (Closed-Source)
Focuses on backlink data and keyword positions. You’ll find:
- Site audit tools.
- Content gap analysis.
- Basic mentions tracking through web crawls.
Strengths: Unbeatable link index.
Limitations: Doesn’t parse AI-generated answers. No native AI share of voice.
4. AI Visibility Tracking (Open-Source)
Our flagship project: an open-source AI visibility platform you can self-host or use in the cloud. Key features:
- Daily prompt runs across ChatGPT, Claude, Perplexity and more.
- AI share of voice dashboards showing your brand vs competitors.
- Exportable reports for stakeholders.
Why you’ll love it:
- Transparent code.
- No annual licence fees.
- Community contributions drive new engines and prompt templates.
Got a developer on your team? Deploy it in minutes. Want a managed service? We offer hosting with priority support.
5. Maggie’s AutoBlog (High-Priority Product)
Not strictly a visibility tool—but a game-changer for content creation. Maggie’s AutoBlog automatically generates SEO-optimised blog posts tailored by region and industry. Use it to:
- Create new pages that boost your AI share of voice.
- Tweak prompts to target specific AI answer styles.
- Save hours on research and drafting.
Combine Maggie’s AutoBlog with the open-source tracker for a seamless content-to-metrics workflow.
How These Tools Compare on AI Share of Voice
Let’s break down the core AI share of voice features:
| Tool | Open-Source | AI Share of Voice | Engines Covered | Price |
|---|---|---|---|---|
| LLMrefs | No | Yes | ChatGPT, Gemini, Claude | $$$ |
| SEMrush | No | Partial* | Blue-link SERPs only | $$ |
| Ahrefs | No | No | N/A | $$ |
| AI Visibility Tracking (OSS) | Yes | Yes | 10+ LLMs | Free / Paid |
| Maggie’s AutoBlog | No | Indirect | Content creation focus | Subscription |
* SEMrush can scrape AI-answer snippets, but it doesn’t measure citations or share of voice natively.
Notice how the open-source AI Visibility Tracking platform stands out. You get true AI share of voice metrics without paying per seat.
Getting Started in Minutes
- Clone the repository from GitHub.
- Add your keywords, prompts and competitors.
- Schedule daily runs via cron or CI.
- Watch your AI share of voice improve.
Pro tip: Combine the tracker with Maggie’s AutoBlog. Generate AI-friendly posts, then measure their impact on your share of voice.
Real-World Example
A UK-based eco-fashion startup used this combo to:
- Increase AI share of voice for “sustainable leggings” from 5% to 45%.
- Identify new prompt variations like “ethical yoga wear” via citation analysis.
- Save 50% on content costs by replacing manual drafting with Maggie’s AutoBlog.
That kind of lift turns AI share of voice from a vanity metric into tangible revenue. You see where you win and double down.
Tips to Boost Your AI Share of Voice
- Expand prompts: Don’t stick to “best X” queries. Try comparisons, how-tos, FAQs.
- Monitor citations: Which domains do LLMs trust? Craft your content to earn links from those sites.
- Benchmark competitors: Keep an eye on rival brands’ share of voice. Then adapt your pitch.
- Iterate quickly: Use open-source agility to tweak prompts or add new engines within hours.
These tactics, paired with free tools, give you an edge over budget-strained competitors.
Future of AI Visibility for SMEs
Open-source projects thrive on community. Expect:
- New engines (e.g. Grok, Copilot).
- Alert modules for sudden share-of-voice drops.
- Integration with popular CMSs.
Small businesses will finally have AI share of voice tracking in their toolkit—without enterprise price tags.
Conclusion
AI share of voice is the next frontier of digital marketing. If you’re a small business or solo entrepreneur, you don’t need to break the bank to monitor it. By combining open-source AI Visibility Tracking with Maggie’s AutoBlog, you get a powerful, affordable system.
Ready to take control of your brand’s AI presence?