What is a good AI Share of Voice?

There is no universal percentage that automatically represents success. A strong result depends on the competitiveness of the category, the size of the prompt set, the geographic market and the number of recognised competitors.

A business operating in a specialised professional category may have five meaningful competitors. A national ecommerce brand may compete with dozens of retailers, publishers, manufacturers and marketplaces.

The most useful question is not simply whether your share of voice is high or low. It is whether your position is improving across commercially valuable prompts.

Why a mention is not the same as a recommendation

Brand mentions can occur in several different contexts. A company may appear in a general list, a direct recommendation, a comparison, a warning, a citation or a passing reference.

A useful report should therefore separate raw mentions from commercially meaningful mentions.

Examples of different mention types

• Direct recommendation: the business is presented as a suitable or leading option.
• Shortlist inclusion: the brand appears among several suggested providers.
• Factual mention: the brand is named without an explicit recommendation.
• Cited authority: content from the business is used as supporting evidence.
• Negative or cautionary mention: the brand is named in a context that may weaken trust.

This distinction matters. Ten neutral references may have less commercial influence than two strong recommendations supported by authoritative citations.

Why citations are becoming valuable digital assets

Citation visibility indicates that a page contains information considered useful enough to support an answer. This can include guides, original research, service explanations, case studies, statistics, product specifications, location information and clearly structured expertise.

Citation-worthy content normally does more than repeat general marketing claims. It provides specific information that can be verified, extracted and understood.

Content that may strengthen citation potential

• Original industry data and first-party research
• Detailed case studies with measurable outcomes
• Clear service and product explanations
• Expert commentary attributed to real people
• Frequently asked questions with direct answers
• Accurate location and operating information
• Technical specifications and comparison tables
• Transparent methodology and supporting evidence

The objective is not to create content merely for a machine. The objective is to publish information that is genuinely useful, easy to verify and clearly connected to the organisation responsible for it.

Why AI sentiment must be monitored

Visibility without context can create a false sense of success. A brand may appear frequently because it is prominent, but repeated negative or uncertain language can undermine the value of that exposure.

Sentiment analysis helps reveal how AI systems frame the brand. Does the response associate the business with quality, expertise, affordability, innovation or customer service? Or does it introduce hesitation, mixed reviews, limited evidence or unclear positioning?

This information can expose a gap between how a company describes itself and how its wider digital footprint supports that claim.

Why AI search results can change

AI-generated responses are not fixed rankings. Answers may vary according to the wording of the question, the system being used, the customer’s location, available sources and the context provided within the conversation.

That is why meaningful measurement requires a controlled set of prompts tested consistently over time.

Running one question once is not a strategy. It is a snapshot.

How local businesses should measure GEO

Local AI visibility should be assessed by service and location rather than using broad national prompts alone.

A company may have strong brand recognition at a national level but remain absent from questions connected to a particular suburb, city, state or service area.

A local GEO prompt set may include questions such as:

• Who provides this service near me?
• Which company is trusted for this service in my city?
• What are the best options in this suburb?
• Which local provider has relevant experience?
• Who offers this service across multiple locations?

Local accuracy also depends on consistent business information, location pages, reviews, service-area clarity, structured data and authoritative local references.

Common mistakes in AI search reporting

1. Measuring only the company name

Asking AI about a known brand does not reveal whether the business is discoverable. Measurement should begin with unbranded customer questions.

2. Testing only one AI platform

Different systems may return different brands and sources. A broader view helps identify where visibility is strong and where it remains limited.

3. Ignoring competitors

A mention count means little without competitive context. Share of voice reveals whether the business is leading or simply appearing occasionally.

4. Treating every mention as positive

Mentions should be reviewed for prominence, recommendation strength, sentiment and citation support.

5. Publishing generic content at scale

Volume alone does not create authority. Repetitive pages with limited evidence may increase website size without strengthening trust or citation value.

6. Expecting immediate, permanent results

GEO is an ongoing visibility discipline. It requires structured content, consistent entity signals, technical accessibility, authority development and repeated monitoring.

How to improve the five GEO measurements

Improving AI search visibility usually requires coordinated work across content, SEO, digital PR, technical infrastructure, structured data and brand consistency.

To increase Share of Voice

• Cover the full range of customer questions within your category.
• Strengthen service, product and location relevance.
• Build recognised expertise around commercially important subjects.
• Study the sources and competitors already appearing.

To increase mentions

• Make the organisation and its services easy to understand.
• Use consistent business names, descriptions and entity information.
• Earn credible third-party coverage and industry references.
• Publish strong brand, team, service and location pages.

To increase citations

• Create useful, evidence-based resources rather than thin promotional copy.
• Answer questions directly before expanding on detail.
• Use descriptive headings, tables, lists and structured data.
• Keep important facts accurate, current and easy to verify.

To improve sentiment

• Strengthen customer experience and review quality.
• Address repeated complaints and outdated information.
• Publish evidence supporting key brand claims.
• Maintain consistent positioning across owned and third-party channels.

To increase estimated media value

• Focus on commercially valuable questions rather than vanity prompts.
• Improve citation and recommendation prominence.
• Connect AI referrals to analytics and enquiry tracking.
• Measure assisted outcomes, not only last-click conversions.