Manifold
AI Visibility Report & Answer Engine Intelligence

Does AI recommend your brand?

See how Google AI Overviews, Copilot Search and ChatGPT describe your organization and its competitors. We compare those answers with analytics, search data and a website audit to identify what to improve.

Real answersApproved factsTraceable evidence
Current Google and Bing captures show Travel Texas missing from visible citations. A staged ChatGPT example and an illustrative Manifold analysis demonstrate how findings become a prioritized roadmap, competitive benchmark and repeatable measurement baseline.
Manifold proprietary measurement

AI answers backed by evidence

Three answer surfaces show what AI says. GA4 shows visits and actions. Search Console and Bing Webmaster Tools add search, index and crawl evidence. A technical crawl shows what needs to change on the site.

AI answer surfacesSampled answers
Google
Google AI Overviews

Recommendations, claims and citations

Microsoft Copilot
Copilot Search

Recommendations, claims and citations

OpenAI
ChatGPT

Recommendations, claims and citations

First-party + technical evidenceRead-only + crawl
Google Analytics
Google Analytics 4

AI referral sessions and key events

Google Search Console
Google Search Console

Search, index and generative-AI performance

Bing Webmaster Tools

Index size, crawl errors, robots and sitemaps

Technical site crawl

Templates, redirects, canonicals and page-level fixes

01
Ask
Demand-backed questions
02
Observe
Record current answers
03
Connect
Join analytics + search evidence
04
Act
Prioritize what moves

Manifold independently measures these answer surfaces, runs a technical site crawl and connects authorized read-only GA4, Search Console and Bing Webmaster Tools data. Product marks identify the measured sources; they do not imply affiliation or endorsement by Google, Microsoft or OpenAI.

The marketer's questions

Are AI answers getting you right?

Be discovered

Find out if AI names your organization in unbranded category questions.

Check brand accuracy

Identify incorrect claims and the sources needed to correct them.

Compare competitors

See which organizations appear more often, on which questions, and from which sources.

Inside the report

Explore the report findings

These examples use anonymized findings from a published report, including AI search performance and technical site-health work.

See how often answers mention, recommend and cite the organization, followed by GA4 site activity.

Example · regional attraction · AI visibility + first-party outcomes
AI visibility funnel

Sampled AI answers followed by one month of GA4 site data.

Sampled AI answersGA4 property data
335
Answers tested
183
Mentioned
176
Recommended
23
Website cited
Attributable traffic
362
AI referral visits
0.39% of all sessions
19
GA4 key events
Including 9 purchases
The first four values come from sampled AI answers. The last two come from one month of GA4 data.

Measured results from a published report. Organization and peer names removed.

From intelligence to action

Know what to fix first

The report includes a 90-day plan with supporting evidence, affected pages, an owner and a target date for each item.

Each recommendation is labeled as content, technical SEO, listings or authority work.
Example · prioritized 90-day action plan
Do these five first

Each row includes evidence, an owner and a target date.

View full action plan →
#ActionWhy it mattersOwnerTiming
1Create one authoritative answer hubRepeated contradictions trace to fragmented informationSharedDays 1–30
2Fix crawl loops and URL variantsImportant pages do not resolve consistently for search enginesTechnicalDays 1–30
3Correct controllable facts and sourcesThe engines repeat outdated claims the team can addressSharedDays 31–60
4Publish the missing discovery pageCompetitors currently own the question groupSharedDays 31–60
5Earn citations from influential sourcesAI answers cite third-party sources instead of the organizationSharedDays 61–90
Remove technical barriers
Days 1–30
Strengthen answer pages
Days 31–60
Earn the citations
Days 61–90
How it works

Track changes month to month

Keeping the core panel steady makes changes between editions easier to interpret.

01

Agree on the market

Confirm the market, question panel and approved facts.

02

Record current answers

Run the same questions across all three answer surfaces.

03

Grade and compare

Join answers with GA4 outcomes, Google and Bing search evidence, and technical crawl findings.

04

Build the roadmap

Rank the work by evidence, impact, owner and timing.

What you receive

What your report includes

Executive view for marketers and leadership
Full evidence: answers, competitors, claims and sources
GA4 outcomes and generative-AI search performance
Google and Bing index, crawl and sitemap diagnostics
Technical and on-page work packages with affected URLs
Prioritized 90-day plan and repeatable baseline
Common questions

Questions about the first edition.

Start with an AI visibility baseline.

See where your organization appears, which competitors are recommended, what AI gets wrong and what to fix first.