For saas and digital products ·

AI visibility for SaaS and apps

Buyers ask “best X for Y”, “X vs Z” and “X alternatives”. Assistants answer from G2, Reddit, docs and comparison posts. TangentFlow shows which of those answers name you, which name a rival, and why.

The questions

What your customers are already asking assistants.

  • Best invoicing app for freelancers
  • Notion alternatives for small teams
  • Which CRM should a 5-person agency use?
  • Best AI note-taking app for meetings
  • Bookkeeping app with Stripe sync

Each scan generates twenty questions like these for your market and location, across finding options, comparing, price, trust and validation. Add up to ten of your own.

What the scan finds

Three things you cannot see from your own screen.

Your share of the answer

Twenty buyer questions across finding, comparing, price, trust and validation. Per assistant: named or not, position, tone, and who was named instead.

The reasons rivals win

The exact phrases assistants credit competitors for, such as “generous free tier” or “great docs”, and whether your site ever says the equivalent.

Sources and presence

The G2 pages, listicles, Reddit threads and docs each answer pulled from, and whether you are actually listed on them.

Where the answers come from

The sources assistants read for this kind of question.

  • G2 and Capterra
  • Product Hunt
  • Reddit and Hacker News
  • comparison and alternatives posts
  • your own docs and pricing page
  • YouTube reviews

The report shows the exact pages cited for your questions and whether you are on them. The directory shows the same for whole markets.

What we draft

The fixes come with the pages written.

  • Comparison pages against the rivals assistants recommend
  • An alternatives page written to be cited
  • A long-form guide for the question nobody named you on
  • FAQ page with FAQPage schema
  • llms.txt and SoftwareApplication structured data
  • Replies for Reddit, X and LinkedIn threads

Also for

Other kinds of customer.

Questions people ask

We rank on Google. Is this different?+

Different enough to matter. Assistants read a handful of third-party sources and your own plain-text facts, then name whoever those describe clearly. Your Google rank is one input among many.

Can I add the exact prompts my buyers use?+

Yes. Add up to ten custom questions per site; they join every weekly check.

Does it cover ChatGPT Shopping or AI Overviews?+

Not yet. We measure ChatGPT, Gemini, Perplexity and Claude with web search on. Google AI Overviews is on the roadmap.

Free, one per account

See what AI says about your product.

The free scan asks ChatGPT 12 of the questions above, shaped to your market, and shows who gets recommended instead.

Run a free scan