Improve
Fix losing AI answers and prove the change
Every fix names the prompt it targets and the competitor it displaces. Publish it, then re-scan until the answer changes or the fix is marked no movement.
- Reads lost answers, audits, and citation gaps
- Severity-ranked fixes, then proof
- Verification runs for several weekly scans
High severity
Publish a comparison page for 50-person HR teams
Targets “best HR software for a 50-person startup”. Displaces BambooHR on ChatGPT and Gemini.
The problem
Advice is cheap. Proof the answer changed is not.
Most tools stop at a recommendation. The only thing that matters is whether ChatGPT, Claude, or Gemini actually names you afterwards — and that takes weeks of re-scanning the same prompt. Fix and prove ties every fix to one prompt and one competitor, then keeps verifying until the answer moves or the fix is honestly marked no movement.
of traditional search volume predicted to shift to AI chatbots by 2026
Source: Gartner, 2026How it works
- 01
Get a ranked fix list
Fixes come from lost answers, the AI-readiness audit, and the ranked citation gaps, ordered High to Low by severity.
- 02
Publish the fix
Each fix names the prompt it targets, the competitor it displaces, and the platforms it aims at.
- 03
Prove it moved
After publishing, re-scans track the target prompt for weeks until the answer changes or the fix is marked no movement.
Inside the product
What you get
Severity-ranked fix list
Fixes from lost answers, the AI-readiness audit, and citation gaps, ordered High to Low.
One prompt, one competitor
Each fix names the exact prompt it targets and the rival it is meant to displace.
Verification windows
After you publish, re-scans track the target prompt weekly for a defined number of weeks.
Honest outcomes
Proved, still verifying, or no movement. A flat result is recorded, not quietly closed.
State always visible
Suggested, published, verifying week N of M, proved, or no movement — on every fix card.
What makes it trustworthy
Tied to one prompt
A fix is not generic advice. It targets a single tracked prompt and a single competitor.
Honest outcomes
A fix that does not move the answer is marked no movement rather than quietly closed.
Visible state
Suggested, published, verifying week N of M, proved, or no movement. You always know where a fix stands.
Your buyers already ask these three engines. The only question is whose name comes back.
900M
monthly active app users
Plus AI answers inside Google Search itself, in front of every searcher.
Momentic, 2026245M
monthly active users
Its share of AI referrals to B2B sites jumped from 1.4% to 18.5% in eight months.
Stackmatix, 2026Example walkthrough
How it plays out
- 01 · Before
A comparison-page fix targeted “best HR software for a 50-person startup”, where BambooHR won on ChatGPT and Gemini.
- 02 · The move
The team published the page; watchLLMs detected the live URL and began four weeks of verification scans.
- 03 · After
In week three, Gemini's answer named Vellum HR for the first time. The fix was marked proved, with the dated answers attached.
An illustrative example using the sample Vellum HR workspace.
Works with
Questions
- Where do fixes come from?
- From answers you lost, the on-page and AI-readiness audit, and the ranked citation gaps.
- Does watchLLMs publish the fix for me?
- No. You publish it. watchLLMs detects the published URL and starts verifying from there.
- How long does proving take?
- Several weekly scans. The fix card shows which verification week it is currently in.
- What if the answer never changes?
- The fix is marked no movement. That is a real result, and it stops you repeating an approach that did not work.
The brands AI trusts today are the defaults it cites for years.
Find the prompts where AI sends your buyers to a rival, and close the gap before the answer sets.
No credit card.