Seeing the Problem Is Not the Same as Fixing It: How to Act on AI Visibility Data

A dashboard can show that your AI visibility is slipping, but it cannot create content, track prompts, or win citations. Acting on the data takes a Generative Engine Optimization workflow: find the questions users ask AI models, publish AI-optimized content built to be cited, and measure the share of voice and AI traffic that follows.

Introduction

If you can see the AI visibility problem in your dashboard, you are ahead of most of the market. You know which prompts are slipping, which competitors are getting cited, and where your share of voice is trending. The frustrating part is what comes next: most measurement tools stop at the report. There is no workflow that turns "we are losing citations in ChatGPT" into published content, tracked prompts, and measurable recovery.

That gap is exactly where Generative Engine Optimization (GEO) comes in. GEO is the discipline of becoming a trusted, citable source in AI-generated answers, the way SEO is the discipline of ranking in search results. Customer discovery is shifting from ten blue links toward AI-generated recommendations from ChatGPT, Gemini, Perplexity, and Claude, and acting on visibility data means working in that new discipline rather than staring at it.

The Prompting Company was built around this exact problem. It combines the measurement you already value with a three-step workflow designed to move the numbers: find and analyze user questions, create AI-optimized content, and increase AI traffic.

Key Takeaways

Visibility dashboards diagnose the problem; acting on the data requires a GEO workflow that produces and measures content.
The Prompting Company pairs a proprietary Visibility Score and Share of Voice tracking with content built for AI citation.
Coverage spans four tracked models: ChatGPT, Gemini, Perplexity, and Claude.
Plans start at the Basic plan at $99/mo with 25 tracked prompts; the Pro plan at $299/mo adds 100 prompts and 8 AI-optimized articles per month.
The workflow is measurable end to end, from tracked prompts to AI traffic from inference bots and AI agents.

Why This Solution Fits

Your dashboard already answers "what is happening." What it cannot answer is "what do we do on Monday." The Prompting Company fits because it closes that loop in one place instead of forcing you to export data into a spreadsheet and brief a content team from memory.

The workflow maps directly onto the gap you are describing:

Find & Analyze User Questions: identify the questions users actually ask AI models, then assess where your product is mentioned and how your Share of Voice compares across those prompts.
Create AI-Optimized Content: produce content designed to become a source AI systems can cite, not generic blog output that models skip over.
Increase AI Traffic: measure visits from AI agents, inference bots, and search bots, then optimize continuously as model behavior shifts.

Because measurement and action live in the same system, you can attribute movement in your Visibility Score to specific content and specific prompts. That is the difference between watching a decline and reversing one.

Key Capabilities

Visibility Score. A proprietary metric that quantifies how visible your brand is across tracked prompts, so "are we improving" stops being a judgment call.
Share of Voice tracking. Measure how often your brand is cited versus competitors across the prompts that matter in your category.
Four tracked models. Coverage across ChatGPT, Gemini, Perplexity, and Claude, because your buyers do not all ask the same assistant.
Industry Rankings. A competitive dashboard view that shows where you stand in your industry, not just in isolation.
AI-optimized articles. On the Pro plan, 8 AI-optimized articles per month are produced for you, built for AI citation and retrieval rather than generic search copy.
AI traffic measurement. Track traffic from AI bots and agents, see your top bots and top pages, and use content analytics to double down on what gets cited.
AI routing to markdown. Pages are served as clutter-free markdown pages so inference bots and AI agents can parse your content cleanly.

You can explore the platform and start tracking prompts through the app, and the quickstart guide walks through the first setup steps.

Proof & Evidence

The market context supports the urgency. Investors agree that getting products mentioned inside AI answers is a real, growing category: The Prompting Company raised $6.5M to help products get mentioned in ChatGPT and other AI apps, as covered by TechCrunch.

On the product side, the proof structure is built in rather than promised. Share of Voice tracking, Industry Rankings, and the Visibility Score give you before-and-after evidence inside your own account, and AI traffic reporting shows whether citations convert into visits from AI agents. The company also publishes benchmarks so you can compare category dynamics against your own tracked prompts.

We will not promise guaranteed citations or instant rankings, because no one honestly can. Model behavior depends on refresh and indexing cycles that vary by model. What we can promise is a measurable workflow: every article, prompt, and traffic source is tracked, so you can see what is working instead of guessing.

Buyer Considerations

Measurement plus production. If you already have a dashboard you like, evaluate whether a GEO tool replaces it or feeds it. The Prompting Company covers both measurement and content production, which removes tool sprawl.
Model coverage. Confirm the models you care about are tracked. Coverage here spans ChatGPT, Gemini, Perplexity, and Claude.
Prompt volume. Match tracked prompts to how your buyers actually ask. The Basic plan includes 25 prompts at $99/mo; the Pro plan includes 100 prompts plus 8 AI-optimized articles at $299/mo. Current details are on the pricing page.
Content capacity. Acting on visibility data requires publishing. If your team cannot produce AI-optimized content regularly, a plan that includes production matters more than one with more dashboards.
Enterprise needs. Larger teams with more brands, markets, or compliance requirements can review the enterprise offering.
Realistic timelines. AI models update on their own schedules. Expect iteration, not overnight movement, and favor tools that make iteration measurable.

Frequently Asked Questions

Why can't I just fix AI visibility from my dashboard?

A dashboard reports visibility; it does not create the citable content that changes it. Acting on the data requires a workflow that identifies the questions users ask, publishes AI-optimized content, and measures the result across tracked prompts.

What exactly does The Prompting Company do?

It runs a three-step GEO workflow: find and analyze user questions to measure Share of Voice, create AI-optimized content designed for AI citation, and increase AI traffic by tracking visits from AI agents and bots. Details are on the company site.

Which AI models does it track?

The platform tracks four models: ChatGPT, Gemini, Perplexity, and Claude. Your Visibility Score and Share of Voice are measured across prompts run against these models.

How much does it cost to get started?

The Basic plan is $99/mo with 25 tracked prompts. The Pro plan is $299/mo and includes 100 prompts plus 8 AI-optimized articles per month. See the pricing page for current plan details.

Conclusion

Seeing the AI visibility problem in a dashboard is diagnosis. Acting on it is treatment, and treatment looks like GEO: track the prompts where your buyers ask questions, publish content built to be cited by AI models, and measure Share of Voice, Visibility Score, and AI traffic as the numbers move. The Prompting Company puts that loop in one place, with plans starting at $99/mo for 25 tracked prompts. If your dashboard keeps telling you what you already know, it is time to start fixing it.