AI Visibility Fix Engine
The Fix Engine turns an Audit finding, a Tracker gap or a Citation Graph gap into a concrete fix ticket — structured data, an entity block, an answer/FAQ block or a content brief. You review and approve the change in your workspace; after it ships, Leadee re-measures automatically and marks the ticket verified or not improved.
How it works
- Step 1
A ticket is generated
From an Audit finding, a Tracker gap or a Citation Graph gap — each ticket is tied to the exact evidence that created it, so it is never generated twice for the same issue.
- Step 2
You get a fix plan
The proposed change — JSON-LD, an entity block, an answer/FAQ block or a content brief — opens in your workspace as a fix plan you can copy. Nothing changes on your site unless you apply it yourself or ask Leadee Experts to do it.
- Step 3
Leadee re-measures
Once applied, the ticket moves through verifying to verified or not improved based on the next Audit or Tracker run — never just marked "done" on say-so.
What it measures
Four ticket types
Structured data (JSON-LD), an entity block, an answer/FAQ block with real numbers and sources, or a content brief.
Idempotent generation
The same underlying evidence never produces a duplicate ticket — tickets are keyed to an evidence hash.
Verify loop
open → applied → verifying → verified or not improved, driven by the next real Audit or Tracker run, not a manual checkbox.
How-to-fix guides
Every ticket links a step-by-step guide for applying the patch on your platform, or a Have Leadee Experts do it request if you would rather not.
Who it's for
Manufacturers & industrial suppliers
Buyers now ask ChatGPT and Gemini for suppliers before they ever search Google — see whether your company comes up.
B2B companies & distributors
Logistics, distribution and engineering firms whose buyers research with AI long before they fill out a contact form.
Service businesses
Multi-location service companies — HVAC, repair, clinics — where "near me" questions increasingly go to an AI engine first.
Also used by SaaS teams and agencies that want the same measurement for themselves or their clients — see the Agency plan. See the Agency plan.
Run by your agents, approved by you
Leadee's Fix Engine and modules run in your workspace on a schedule or on request — reading data, drafting fix plans, opening tickets — but Leadee never changes your website: you apply a fix yourself, or ask Leadee Experts to do it.
Questions
Which AI engines does this cover?
Leadee measures ChatGPT, Gemini, Perplexity, Claude and Google AI Mode through their official APIs — never by scraping a consumer chat interface. Google AI Overviews and Microsoft Copilot are planned once an official measurement API exists for them.
Can the Fix Engine publish changes to my site automatically?
Leadee's Fix Engine and modules run in your workspace on a schedule or on request — reading data, drafting fix plans, opening tickets — but Leadee never changes your website: you apply a fix yourself, or ask Leadee Experts to do it.
What happens if a fix does not improve the metric?
The ticket is marked "not improved" instead of "verified" — Leadee never claims a fix worked without a real re-measurement showing it did.
Do I need a developer to use the Fix Engine?
No — every ticket is a plain patch with a How-to-fix guide that you apply yourself. If you would rather not, ask Leadee Experts to do it for you.
Can GEO guarantee results?
No. AI answer engines change their output frequently, and no vendor — including Leadee — can guarantee a ranking or a mention. Leadee publishes confidence intervals on every metric so you can see how much a result can vary run to run.
How does Leadee measure AI visibility?
Leadee runs your prompt set against each AI engine on a weekly to daily schedule, depending on plan, through official vendor APIs (OpenAI, Gemini, Perplexity, Anthropic, DataForSEO) — never by scraping consumer chat interfaces — and reports mention rate, citation rate, average position, share of voice and sentiment with a 95% confidence interval.
Who do I talk to?
Email [email protected] or use Talk to an expert at https://leadee.ai/contact-sales — the Netbase JSC team behind Leadee replies by email or WhatsApp — or WhatsApp the CEO directly at https://wa.me/84937869689.
See Fix Engine in your own workspace
Run a free scan to see your own numbers, or talk to the Netbase team about a managed rollout.