Trusted by teams shipping clearer brands
The elephant in the room
AI is answering your category questions — often without your brand
“Best tools for…”, “alternatives to…”, “X vs Y”. Those answers shape shortlists before anyone visits your site. If you are missing, wrong, or vague there — you lose quietly.
More tracking does not fix Monday. Scores and prompt lists feel busy; they rarely tell you what to change. You need the few questions that matter — and a fix.
How it works
From AI signal to work that ships — and proof it moved
01 · AI Visibility
See where you lose
Watch the buyer questions that matter — and where competitors show up instead of you.
02 · Opportunities
Know what to fix
Signals become a prioritized list of improvements — the next change, not another dashboard.
03 · Agents
The new marketing tool
Agents apply the change under your rules — then re-check whether the answers moved.
1.0 Monitor
See the AI answers you lose
When a buyer asks AI who to consider, you’ll see whether you’re in the answer — and which competitors get named instead.
Google AI Overview
ChatGPT
Perplexity
Gemini
AI answer
AbsentChatGPT · latest pass
Prompt
Best tools for product marketing ops in B2B SaaS?
Teams shortlist Contoso, Northwind, and Fabrikam.
Gap
Your brand is not mentioned — competitors own the shortlist.
Cited instead
1.1
Overview
Recommendations, stats, and sources in one place — what moved and what needs attention.
1.2
Citations
Auto-scanning across models, plus the option to add the specific questions your buyers ask.
1.3
Competitor analysis
See who shows up instead of you — and on which consideration questions.
Find the questions worth tracking
It surfaces how buyers ask AI who to consider — in their language — and monitoring starts from those questions, not a list you invent.
2.0 Opportunities
Know exactly what to fix next
What the product finds becomes a short, ranked list of changes — so your team knows what to do this week.
Opportunity
Source · AI Visibility
Win the PMM ops shortlist
Signal
ChatGPT shortlists Contoso, Northwind, and Fabrikam — your brand is absent.
Proposed change
Add a recommendable answer block on /product for PMM ops.
Placement
/product
2.1
From every signal
Citation losses, unclear pages, and crawl blockers land as Opportunities automatically — not a separate inbox per tool.
2.2
Prioritized queue
Impact and readiness first, so the team works the few fixes that can move AI answers this week.
2.3
Ready for Agents
Preview the change, approve placement, and hand off in one step — Anvero says what and where; Agents apply it.
3.0 Agents
Agents are the new marketing tool
They research the gap, write the change, and publish it with your approval — then check whether AI started recommending you.
Write a blog article
From AI Visibility + competitor page
Topic & competitor
RunningBest tools for PMM ops
Visibility snapshot
AI VisibilityYou’re absent · Contoso is cited
Scrape competitor
Researchcontoso.com/blog/pmm-stack
Brief
LLMOutline + proof to include
Full article
LLMDrafting the blog post
Text draft
EndBlog post ready to review
3.1
Closed loop
Research, create, approve, publish, and re-check — one process, not a chatbot that dumps a draft and leaves.
3.2
Your rules
Brand Model, approval, and delivery into your CMS. You control what gets applied.
3.3
Proof after ship
The same buyer questions get re-checked — so you know whether the answers moved.
4.0 Page auditing
Clear for people. Recommendable to machines
We scan key pages for what’s missing or vague for visitors — and whether AI can actually find and read them.
Page audit
/product · people & machines
Why you lose
Category page does not state who you are for
People
Vague vs Contoso on “ops for PMM”
Machines
No recommendable answer block
- Proof points sit below the fold
- Buyer segment never named in the hero
Recommendation
Rewrite hero + add a clear answer block for PMM ops.
4.1
Page audits
Clarity for people and AI recommendations — what is missing, vague, or hard to recommend on a live page.
4.2
Technical readiness
Whether AI systems can access, crawl, and read your site — bots, rendering, and readiness.
5.0 Experiments
Prove the change still works for people
After you update a page so AI can recommend you, test it with real visitors — so people still understand and can buy.
MAB · Live
Hero CTA copy experiment
- Variant AExploring25%
- Variant BExploring25%
- Variant CExploring25%
- ControlExploring25%
AI-ready copy still has to win with people. Weak arms lose traffic — the winner keeps learning.
5.1
Human impact tests
Live traffic on the pages you changed — check that AI-oriented improvements don’t confuse buyers or hurt the experience.
5.2
Honest allocation
Multi-armed bandit tests that shift traffic toward what works for people — continuous learning, not vanity A/B theater.
What you leave with
Useful work for this week — not a report for the drawer
Where you lose important AI answers
The consideration questions that matter for your buyers — and where competitors show up instead.
A prioritized list of what to fix
Opportunities pulled from visibility, pages, and technical signals — so the team knows the next change, not just that a score moved.
Agents that run the work
Research, create, approve, publish, and re-check — under your rules, in your CMS.
Honest proof after you ship
Re-check AI answers as a distribution — with uncertainty — not a fake “Visibility: 64”.
Who it’s for
B2B SaaS teams who own the story on the site
Content leads
Ship clearer pages and answers when AI omits or misstates the brand — without waiting on another dashboard.
Product marketing
Own category and consideration narratives where buyers ask AI before they ask sales.
SEO & AI-visibility leads
Move from prompt lists to the few questions that matter — then a fix cycle you can run.
Why UX Report instead of the status quo
Prompt trackers and GEO tricks get busy. We get you to the change
Swipe sideways to see the full comparison
| Dimension | Prompt dashboards | GEO theater | UX Report |
|---|---|---|---|
| What you optimize for | Prompt volume | Tricks & spam signals | The right change |
| What “done” looks like | More charts | More FAQ noise | Written fixes to ship |
| Proof | Vanity visibility score | Hope + schema cosplay | Honest re-check after ship |
| Who it’s built for | SEO tool collectors | Shortcut seekers | Content / PMM / SEO leads |
What to expect
Straight answers before you start
Is this another AI visibility score?
No. We treat AI presence as a distribution with honest uncertainty — and push you toward a concrete change, not a single vanity number.
Do I need to install something first?
No. Start free with your site URL. Optional on-site experiments come later if you want to validate impact.
What do I actually leave with?
Where you lose important AI answers, why that happens, and written changes plus a brief your team can use this week.
How much of my week does this take?
The goal is a useful next step — not a 500-prompt zoo. Start with the questions that matter for revenue, then ship.
FAQ
Is it free to start?
Yes. Enter your site and start free — no credit card required to begin.
What is UX Report, in one sentence?
We help B2B brands become clear for people and recommendable to machines — then change what matters and prove it worked.
How is this different from Semrush-style AI tracking?
We do not win on prompt volume or dashboard filters. We sell diagnose and optimize: see where you lose, why, and what to change next.
Is this GEO / FAQ spam tooling?
No. We explicitly avoid GEO theater — schema-only tricks, content farms, and llms.txt cosplay are not the product.
Who is this for?
Content, product marketing, and SEO / AI-visibility leads at B2B SaaS companies (~20–200) where the marketing site matters for acquisition.
Will this rewrite my whole site?
No. You leave with prioritized, shippable changes for the questions and pages that matter most.
How do I get help?
Email hello@ux.report — happy to talk through your questions or a working session.
Pick the questions that matter
Start free with your site. See where AI loses you — and walk away with something your team can ship this week.