The list here captures most of the active players, but there's a gap I've seen firsthand in my pipeline work: the tracking everyone's complaining about is broken in ways demos never show. it's not just "tracking works, fixing is missing." The tracking itself fails on what actually decides whether your AI visibility number is real.
I've run four diagnostic tests on these tools before recommending them to clients for social selling and outreach. worth sharing here.
first, multi-location coverage. Test the tool on a brand with physical presence in 4-5 nearby cities-say a regional law firm or an HVAC chain. does it generate separate prompt sets per city or run one canonical query and roll everything into a single average? Most do the latter, hiding the cities where you're invisible. a rolled-up score hides the actionable split.
second, funnel and intent split. Are prompts tagged by funnel stage and intent type-brand awareness versus category comparison versus problem-solution versus competitor-or is it one giant topic dump? awareness and feature-comparison prompts test completely different content surfaces. if a tool can't show separate scores by stage, you're fixing the wrong gaps.
Third, where do the prompts come from? most tools generate them from your brand's category using a LLM. Fast, but doesn't match how real buyers phrase questions. If the answer is "we generate from your topics" instead of "we pull from search-volume data, autocomplete, People Also Ask, and known SERP queries," you're measuring a fake buyer asking fake questions.
fourth, competitor identification. run the tool against a small B2B SaaS, D2C brand, or local service. Does the competitor list match your real market? most fail badly-pulling adjacent or wrong-category names from training data instead of doing live discovery. if the competitor list is wrong, every comparative metric downstream is wrong.
even if a tool passes all four, almost none ship the to-do list. which URL is your competitor cited on that you're not. What's the fix. What it's worth at your price point. someone in the thread is right that nobody has proven an AI mention drove a dollar of pipeline yet, but you can absolutely price the cost of invisibility from the prompts you're losing. that number funds the fix.
tracking and ranking is what this category has built. diagnosis with a priced to-do list and 30/60/90-day milestones? That's what B2B marketers actually need
