Answers
How do you choose an AI visibility tool?
An AI visibility tool runs a fixed battery of buyer prompts across answer engines on a schedule and reports where your brand is mentioned, how prominently, and how it is framed. The category divides into monitoring tools, which stop at mentions, and attribution platforms, which join mentions to CRM pipeline.
Updated 2026-07-30
TL;DR
Key takeaways
- Engine coverage is the first filter: ChatGPT, Perplexity, Claude, Gemini, and AI Overviews.
- Prompt batteries must be yours and stable, not vendor-generated each run.
- Prominence and sentiment scoring separates real tools from mention counters.
- CRM attribution is what makes the line item survive a budget review.
- Check exportability before you buy; boardroom reporting is the actual deliverable.
The two categories of tool
AI visibility tools split into monitoring tools that count mentions and attribution platforms that connect mentions to revenue.
Monitoring tools answer "am I visible". They are cheap, quick to deploy, and sufficient if your goal is a weekly awareness check. Their ceiling is that they cannot answer the question a CFO asks next.
Attribution platforms answer "what is this worth". They carry the same measurement layer and add a CRM join, which is heavier to implement and is the only path to defending the budget in a downturn.
Evaluation checklist
Evaluate on engine coverage, prompt control, scoring depth, attribution, and export, in that order.
Most buyers over-index on dashboard aesthetics and under-index on whether the prompt battery is stable. If the vendor regenerates prompts on each run, your trend line is measuring the vendor's prompt generator rather than your market position.
- Engines: does it cover all five major surfaces, reported separately?
- Prompts: can you author, version, and freeze your own battery?
- Scoring: mention, prominence, and sentiment, or just a mention count?
- Sources: does it show which of your pages was cited?
- Attribution: does it join to HubSpot, Salesforce, or GA4?
- Export: CSV and PDF reporting your executives will actually read?
- Cadence: weekly or daily runs, with history retained?
Questions to ask on a vendor call
Ask how the tool handles answer variance, engine-level reporting, and the CRM join, because those three expose most product gaps.
Answers vary run to run. Any vendor who cannot explain how they de-noise that variance is showing you a screenshot rather than a measurement system. Ask directly how many runs back the history goes and whether prompt versions are tracked.
- How do you de-noise run-to-run answer variance?
- Are engines reported separately or averaged?
- What exactly is written back to my CRM, and on what schedule?
- Can I see the raw answer text for any historical run?
- What does the pricing look like at 200 prompts across five engines?
Where Attribufi fits
Attribufi is an AI visibility and attribution platform: it runs your own prompt battery across five engines, scores prominence and sentiment, and joins mentions to CRM pipeline in dollars.
The design assumption is that a visibility number nobody can price gets cut. Every measurement in Attribufi is built to terminate in an influenced-pipeline figure a revenue leader can bring to a board meeting, which is why the CRM join is core rather than an add-on.
If you want to see where you stand before talking to anyone, the free grader runs a sample battery against your domain and returns a scored report in a few minutes.
FAQ
Frequently asked questions
What should an AI visibility tool cost?
Entry monitoring tools typically start in the tens of dollars per month for a small prompt battery, while attribution platforms with CRM integration generally start in the low hundreds. Attribufi starts at 49 dollars per month, with 10 percent off annual plans.
Do I need a tool, or can I use spreadsheets?
Spreadsheets work for a one-off audit of 20 prompts. They break as soon as you need weekly runs across five engines with retained history, because the volume reaches thousands of answers per month.
Which engines matter most for B2B?
ChatGPT and Google AI Overviews carry the most B2B volume, with Perplexity over-indexing on research-stage evaluation and Claude appearing frequently in technical due diligence. Track all of them separately rather than choosing one.
Can I try AI visibility tracking for free?
Yes. The Attribufi grader is free, requires only a name, email, and domain, and returns a scored AI visibility report with a downloadable PDF.
Next step
See where your brand actually stands.
The free grader runs a sample prompt battery against your domain across ChatGPT, Perplexity, Claude, Gemini, and Google AI Overviews, then returns a scored report you can download as a PDF. No credit card.