Free AI Visibility Calculator & Prompt Priority Matrix
Two interactive, no-signup tools for planning AI-search visibility work: estimate whether a GEO investment pays for itself, then decide which AI prompts to target first.
Quick Answer
An AI-visibility analysis pairs two calculations: a break-even model showing whether your GEO investment pays for itself through AI-citation-driven revenue, and a prompt-priority matrix that ranks which AI queries to target first by mention volume, competition and intent. Both tools below are free, run entirely in your browser, and require no signup or data collection.
Peer-reviewed research on generative engine optimization found that optimizing content specifically for generative AI answers can measurably increase how often it is cited[1] — which is why treating AI visibility as a trackable, budgetable line item, rather than a guess, matters. The two tools below make that tracking concrete: one models the economics, the other prioritizes the work.
How Do You Calculate the ROI of AI Visibility?
Enter your monthly content or GEO spend, an estimate of relevant AI query volume in your topic, and your current AI-citation rate. The calculator projects current and target-scenario revenue, and shows the break-even citation rate — the point at which the investment pays for itself.
AI Visibility Calculator
Estimate the break-even AI-citation rate for your content & GEO investment
Your Numbers
Rough monthly volume of AI prompts on your topic — use keyword/prompt research as a proxy.
Test your core queries in ChatGPT, Perplexity and Google AI Overviews and log how often your brand appears.
Share of AI-driven visits that become a lead or customer.
Your Projections
Break-Even AI-Citation Rate
8.0%
✓ Your current citation rate covers this investment.
Current Monthly Revenue
€2,000
Current Monthly Net
€0
At Target 30% Citation Rate
Projected Revenue
€7,500
Projected Net
€5,500
*Illustrative estimate based on the assumptions you enter above — not a guarantee. AI-citation tracking is self-measured (no platform publishes citation-rate data), and citation-to-customer conversion varies widely by brand, vertical and query intent. Excludes taxes, team time and platform fees.
How Do You Prioritize Which AI Prompts to Target?
Not every AI prompt in your niche is worth chasing first. Score each one by intent, AI mention volume and competition to surface quick wins — then export the whole matrix as a CSV for your content team.
Prompt Priority Matrix
Build your AI-prompt priority matrix — then export to CSV
| AI Prompt / Query | Intent | AI Mention Volume | Competition | Priority | |
|---|---|---|---|---|---|
| best ai-visibility platform for saas | Commercial | Medium | Low | A | |
| how to get your brand cited by chatgpt | Informational | High | Medium | A | |
| geo vs seo difference explained | Informational | Medium | Medium | B | |
| hire a generative engine optimization consultant | Transactional | Medium | Medium | B | |
| how does chatgpt decide which sources to cite | Informational | High | High | C |
*Mention volume and competition are self-estimates you set per prompt — pull real numbers from your own AI-prompt tracking or keyword research where available.
Frequently Asked Questions
What is an AI-citation rate?
An AI-citation rate is the share of relevant AI-generated answers — from ChatGPT, Perplexity, Google AI Overviews and similar tools — in which your brand is mentioned or cited as a source, out of all answers to queries in your topic. No platform currently publishes this metric, so it has to be self-tracked: test your core queries across models on a regular schedule and log how often your brand appears.
How do you calculate a break-even AI-citation rate?
Break-even is the citation rate at which the revenue generated from AI-driven visits equals your monthly content or GEO spend, given your query volume, citation-to-customer conversion rate and average customer value. The AI Visibility Calculator above runs this calculation live as you adjust each input — it is a function of your own assumptions, not a fixed industry number.
How is AI mention volume different from search volume?
AI mention volume estimates how often a topic or prompt pattern is likely to come up in conversations with AI assistants and answer engines. It often correlates with classic keyword search volume, since many AI prompts echo what people used to type into a search box, but the two are not identical — question phrasing, conversational follow-ups and multi-part prompts behave differently from short-tail keyword queries.
What makes a prompt a 'quick win' in the priority matrix?
In the Prompt Priority Matrix, a Priority A prompt combines meaningful AI mention volume with low competition, or high volume with only moderate competition — the combinations where it is realistic to win a citation without competing against many entrenched sources. Priority C prompts are typically high-volume, high-competition queries that are harder to win in the near term.
Are these calculators accurate predictions of my results?
No. Both tools are illustrative estimators built on the assumptions you enter — they are not a guarantee, a benchmark, or a substitute for tracking your own results over time. AI-citation-to-customer conversion varies significantly by brand, vertical and query intent, and no platform yet publishes verified, public citation-rate benchmarks to calibrate against.
How often should I re-run this analysis?
Monthly or quarterly is a reasonable cadence. AI models update frequently and citation behavior shifts as they do, so a single snapshot of your citation rate or prompt priorities goes stale faster than a traditional keyword ranking. Re-testing your core prompts on a set schedule and logging the trend is more useful than any single measurement.
Can I export my prompt priority list?
Yes. The Prompt Priority Matrix has an Export as CSV button that downloads your full table — including any prompts you have added — as a spreadsheet file you can hand to a content or editorial team.
Do I need to submit any data to use these tools?
No. Both calculators run entirely client-side in your browser. Nothing you enter is sent to a server, stored, or shared — closing the tab clears everything except a CSV file you explicitly choose to download.
Sources
Want a human review of your numbers?
These calculators are a starting point. If you want help validating your assumptions or building an execution plan around them, talk to our team.