AI Answer Engine Intelligence

AI is answering questions
about your business.
Do you know what it says?

We ask the questions your customers are asking, capture the real answers from Google AI Overviews, Microsoft Copilot and ChatGPT, and grade every single one. You get a measured report on where you are named, where a competitor is named instead, what the engines get wrong about you, and exactly what to fix first.

Built and run by Manicz Media. Every figure traceable to the answer that produced it.

What one engagement measures

3

Answer engines

AI Overviews, Copilot, ChatGPT

250+

Real questions

Built from live search demand

1,800+

Answers graded

Every one against a fixed rubric

9

Report chapters

Findings through to the plan

90 days

Sequenced plan

Prioritized, owned, measurable

Why this exists

The search result is being replaced by an answer.

And an answer only has room for one or two names. Whether yours is one of them is now a measurable business question that almost nobody is measuring.

The list of links is becoming an answer

A customer used to get ten results and pick one. Now they get a paragraph that names one or two businesses. Everyone else is invisible, whatever their ranking used to be.

You are being described, not just listed

The engines make factual claims about your hours, your services, your pricing and your capabilities. Those claims are frequently wrong, and nobody is checking them.

Rank tracking cannot see any of this

Position three on a keyword tells you nothing about whether the answer above the results mentioned you. Different surface, different mechanics, different measurement.

Inside the report

What the findings actually look like.

These are real measured results from live engagements, with the identities removed. Nothing here is a mockup.

How often the engines name you when someone asks a question you should own.

Example · commercial electrical contractor · chapter 1
Unbranded discovery
14%Developing

Named in 82 of 555 answers to questions that never mention the company.

Citation rate
5%Developing

The engines answered without linking the site 19 times out of 20.

Answer accuracy
87%Emerging

Of every checkable claim the engines made about the company.

Discovery by question group
Local service questions47%
Statewide industrial work9%
Commercial projects2%
Pricing and cost0%
Recruitment and careers0%

Two of the five groups this company sells into returned no mention at all, across every engine and every question asked.

Real measured results from live reports. Identities removed.

The six questions

Six things you cannot currently answer.

Each one is measured, not estimated, and each one comes back with the underlying answers attached.

Are you named at all?

We ask hundreds of real questions that never mention your name, and count how often each engine puts you in the answer. That is unbranded discovery, and it is the number that maps to new customers.

Named, or actually recommended?

Appearing in a list of five is not the same as being the answer. We separate the recommendation from the mention, because one wins the customer and one hands them a shortlist.

What are they getting wrong?

Every checkable claim an engine makes about you is graded against a fact sheet you approve first. Contradictions come back quoted, with the engine and the question that produced them.

Who gets recommended instead?

We record every business the engines put forward across the whole question set, so the competitive picture is the one the engines actually hold, not the one you assume.

Can an engine even use your site?

Crawler access, page speed and delivery, how clearly your identity is stated, and whether your claims are backed by anything quotable. The plumbing behind whether you can win at all.

Do you have the page for it?

For every question group, we check whether a page on your site answers it, answers it thinly, or does not exist. The gap between demand and content, itemized.

See what the engines say about your business.

We will walk you through a real report, chapter by chapter, before you commit to anything.

The scoring system

Three headline numbers. One readiness score. No vanity metrics.

Every score is a count of real answers divided by the answers we asked for, so you can always get from the headline back to the evidence.

Unbranded discovery

The share of answers naming you across questions that never mention your name.

Citation rate

How often an engine links your site as a source when it answers.

Answer accuracy

The share of checkable claims about you that hold up against the facts.

Every score carries a maturity band

A percentage on its own means nothing without knowing what good looks like for that particular measure. The bar for being recommended is not the bar for being described accurately, so the two are banded on different scales.

Developing
Emerging
Established
Leading

Readiness, scored out of 100 across five components

Visibility tells you where you stand today. Readiness tells you whether the site is even built to compete, which is what determines how fast anything can change.

Crawler and inclusion eligibility
Question coverage
Entity clarity
Evidence and usefulness
Technical delivery
Back end and front end

Most reports pick a side. This one covers both.

A technically flawless site with nothing worth quoting will not get recommended. Neither will brilliant content the engines are quietly blocked from reading.

The technical back end

  • Whether the engines are allowed to fetch your pages at all
  • How your site is delivered, and how quickly, to a crawler rather than a browser
  • Whether your identity is stated unambiguously enough to be recognized as an entity
  • Structured data, where it earns something, and stated plainly where it does not

The customer-facing content

  • Whether a page exists that answers each question people actually ask
  • Whether the answer is written in a shape an engine can lift out of the page
  • Whether claims are supported by something specific enough to quote
  • Where a competitor has the page you are missing, and what theirs contains
Grounded in real demand

Real questions. Real volume. Not a list we made up.

Anyone can ask an AI a handful of flattering questions and screenshot the good ones. Our question set is built from live search-volume data for your category and your market, so every gap the report finds is attached to demand that genuinely exists.

That is what turns a finding into a business case. When a question group comes back at zero, you can see how many people are asking it every month, and decide what it is worth to you to be the answer.

Example · regional destination · demand against coverage
Category term, high volume
74,000 / mo
No page
Lodging question
8,100 / mo
No page
Nearby-city question
5,400 / mo
Thin page
Things-to-do question
2,900 / mo
Covered

In this engagement, 76 of 82 in-market terms had no page on the site at all.

What happens next

A report nobody acts on is an expensive PDF.

So every engagement ends with a sequenced 90-day plan. Each item names its priority, who owns it, whether it needs a developer, and the specific number it should move.

01
Days 1 to 30

Answer the questions

Publish and deepen the pages for the question groups where the engines answer without you today. Highest volume and clearest gap first, with the format specified, not just the topic.

02
Days 31 to 60

Fix what blocks the engines

Correct the contradictions and any wrong-entity confusion at the source, then close the structural gaps in access, clarity and evidence that cap what the new pages can achieve.

03
Days 61 to 90

Earn the citations

Go after the third-party sources the engines already lean on for your category and are within your reach, so the answers begin to cite you rather than someone describing you.

Where a problem is genuinely won with a complete business profile and consistent local listings rather than answer-engine work, the report says so plainly instead of billing it as something more exotic.

What you actually receive.

A shareable interactive report, chapter by chapter, built for a room of non-specialists
Every headline figure traceable to the individual answers that produced it
Screenshots of the real answers, captured as they appeared
A confirmed competitor set, agreed with you before the report runs
A prioritized 90-day plan, each item marked in-house or needs engineering
Re-measurement on the next edition against the same questions, so movement is real
Common questions

What people ask before they commit.

The engines are already answering. Find out what they say.

We will run the questions, capture the answers, and walk you through what we find. If the news is good, you will have proof. If it is not, you will have a plan.