Citation Integrity Score™
Measures the underlying conditions.
It identifies weaknesses across CiteAbility's Citation Integrity Dimensions and gives your organisation prioritised actions to improve them.
CiteAbility Outcomes™
See what AI actually says about your business.
Your website can be accurate, authoritative and well structured — but what happens when someone asks an AI system about your company, products, services or expertise?
CiteAbility Outcomes™ measures the observable results.
See whether your company appears. Understand how it is described. Discover which sources AI systems rely on. Track citations, recommendations and changes over time.
Stop guessing what AI knows about your business. See the outcome.
Customer behaviour
Your customers are asking AI about companies like yours
People increasingly use AI systems to research businesses, compare providers, understand products and make decisions.
“Who are the best companies for this?”
“What does this company do?”
“Is this business credible?”
“Which provider should I consider?”
“How does Company A compare with Company B?”
The important question is no longer simply whether your website can be found.
What answer does AI give?
CiteAbility Outcomes™ gives your organisation a structured view of those answers.
Two roles
From Citation Integrity to actual AI outcomes
CiteAbility is built around a simple principle:
Before you measure whether AI mentions a company, you should understand the quality of the information AI has available to rely on.
That is why CiteAbility separates underlying Citation Integrity from observable AI outcomes.
CiteAbility Outcomes™
Measures what happens in AI answers.
It evaluates how selected AI systems respond to relevant questions about your company, competitors, products, services and areas of expertise.
What AI has to work with and what AI actually does with it.
Capabilities
Know how your business appears inside AI answers
CiteAbility Outcomes™ turns individual AI responses into information your team can actually understand.
Instead of manually opening different AI platforms and repeatedly asking questions, your Outcomes dashboard gives you a structured view of your AI presence.
AI Presence
Understand whether your organisation appears in relevant AI answers and in which contexts.
Citations
See when your organisation or web properties are cited as supporting sources.
Cited Sources
Identify which pages, publications and external sources AI systems appear to rely upon when discussing your business.
Recommendations
See when your organisation is included among businesses, products or services presented for consideration.
Answer Positioning
Understand the context in which your organisation appears and how it is positioned relative to alternatives.
Competitor Outcomes
Compare observable outcomes with selected competitors across the same question sets.
Answer Accuracy
Identify material differences between information published by your organisation and information appearing in AI-generated answers.
Changes Over Time
See whether outcomes are changing as your Citation Integrity improves and the information environment around your organisation evolves.
Dashboard
Your AI Outcomes Dashboard
One dashboard gives you a clear picture of how AI systems are responding to questions that matter to your business.
Instead of overwhelming you with raw prompts and responses, CiteAbility organises the results into understandable business intelligence.
Illustrative dashboard
Layout illustration only — no client data, and no example measurements.
Questions Tested
The real-world questions and topics being evaluated.
— · —
AI Systems Tested
See results across supported AI answer environments.
— · —
Company Appearances
Understand where your organisation is appearing.
— · —
Citation Outcomes
See when your company or its information is being cited.
— · —
Source Distribution
Discover which sources are influencing answers about your organisation.
— · —
Competitor Comparison
Understand where competing organisations appear in the same answer environment.
— · —
Outcome History
Compare current observations with previous testing periods.
— · —
Issues Requiring Attention
Connect observable problems back to areas that may require investigation or improvement.
— · —
Beyond mentions
Don't just track mentions. Understand why they matter.
A company being mentioned by an AI system does not necessarily mean the underlying answer is dependable.
And a company not being mentioned does not automatically mean something is wrong with its website.
That distinction matters.
Many AI visibility tools stop at:
“You appeared 37 times.”
CiteAbility goes further.
Outcomes™ can be used alongside your Citation Integrity Score™ to help distinguish between the observable result and the underlying information conditions that may contribute to that result.
Instead of simply seeing
“Your competitor appears more often.”
Investigate
- What information is being relied upon?
- Which sources are supporting the answer?
- Where are there evidence or entity weaknesses?
- Has the outcome changed after improvements were made?
That makes Outcomes™ considerably more useful than a simple AI mention counter.
Question sets
Measure the questions that matter to your business
Generic prompts produce generic data.
CiteAbility Outcomes™ is built around questions relevant to your company, market and customers.
Company Discovery
Questions where a potential customer is looking for companies capable of solving a particular problem.
Brand Questions
Questions specifically about your company, history, products, services or capabilities.
Category Questions
Questions about the market or category in which your company operates.
Comparison Questions
Questions comparing your company with competitors or alternative solutions.
Recommendation Questions
Questions asking AI systems which companies, providers or products should be considered.
Evidence Questions
Questions where supporting sources, facts or evidence are particularly important.
The result is a measurement environment built around your company, not an arbitrary collection of keywords.
Sources
See the sources behind the outcome
What information is AI relying on?
Being mentioned is only part of the picture.
CiteAbility Outcomes™ helps identify the source environment surrounding answers about your organisation.
The answer environment around your organisation is assembled from many sources — not only your own.
- Your own website
- Specific pages within your website
- Recognised external publications
- Third-party company profiles
- Industry sources
- Competitor websites
- Reference sources
- Other publicly available information
This gives your team a clearer picture of the information ecosystem AI systems encounter when evaluating your company.
Whether the information representing your company is actually coming from the sources you would expect.
Competitors
Compare yourself with the market
AI answers rarely evaluate your company in isolation.
When someone asks:
“Which company should I use?”
your competitors may appear in the same answer.
Outcomes™ allows you to compare observable results across a defined competitor set.
Who appears
Who gets cited
Which sources are being relied upon
Where companies appear together
Where competitors appear and you do not
How outcomes change over time
This turns AI answer measurement into useful competitive intelligence.
Measurement cycle
See whether your improvements are making a difference
Your CiteAbility Citation Integrity Score™ identifies underlying areas that can be improved.
You make those improvements.
Then what?
Measure again.
- 01
Measure
- 02
Improve
- 03
Re-test
- 04
Compare
Outcomes™ provides the observable side of the improvement cycle.
This allows your organisation to see whether changes in its information environment are accompanied by changes in AI-generated answers.
Not assumptions.
Not anecdotes.
Measured outcomes.
Side by side
Outcomes™ + Score™: the complete picture
| Citation Integrity Score™ | CiteAbility Outcomes™ | |
|---|---|---|
| Primary question | How strong are our underlying Citation Integrity conditions? | What are AI systems actually saying and doing? |
| Measures | Citation Integrity Dimensions | Observable AI answers |
| Finds problems | Yes | Yes, within observed outcomes |
| Provides improvement actions | Yes | Connects outcomes to areas requiring investigation |
| Tracks citations | Underlying citation conditions | Observable citation outcomes |
| Tracks AI mentions | No | Yes |
| Tracks recommendations | No | Yes |
| Competitor comparison | Integrity-focused | AI-outcome-focused |
| Historical measurement | Score progression | AI answer progression |
Score™ tells you what to improve.
Outcomes™ shows you what is happening.
Together they create a much stronger picture of your organisation's position within the AI information ecosystem.
Decisions
Built for decisions, not vanity metrics
A higher mention count looks impressive on a chart.
But businesses need more than charts.
CiteAbility Outcomes™ is designed to help answer practical questions:
- Are AI systems finding our company?
- Are they describing us accurately?
- Are they citing us?
- Which pages are being cited?
- What other sources are shaping answers about us?
- Which competitors are being surfaced?
- Where are we missing from relevant answers?
- Has anything materially changed?
- Are the Citation Integrity improvements we are making associated with better observable outcomes?
Those are questions a leadership, marketing, communications or AI strategy team can act on.
Scope
Built around one company
Each CiteAbility Outcomes™ subscription is built around one legal company and its primary web presence.
That keeps the measurement environment focused.
Your company.
Your information.
Your competitors.
Your market.
Your AI outcomes.
For organisations requiring analysis across multiple legal entities, brands or portfolios, CiteAbility can provide an expanded scope.
Responsible claims
Outcomes without false promises
No organisation controls how independent AI systems generate their answers.
Neither does CiteAbility.
CiteAbility Outcomes™ therefore does not promise rankings, citations, recommendations or inclusion within an AI-generated answer.
What we provide is something more defensible:
Systematic measurement of observable outcomes.
We help you understand what is happening, identify material changes and connect those observations with the wider Citation Integrity environment surrounding your organisation.
Next step
Know what AI says before your customers do
AI systems are becoming another layer between your organisation and the people trying to understand it.
You should be able to see that layer.
CiteAbility Outcomes™ gives you the evidence.
Measure your company's presence.
See its citations.
Understand its sources.
Compare competitors.
Track change.
See your AI outcomes.
Core Outcomes are included in Starter. Advanced Outcomes are included in Growth, with expanded capabilities available through Enterprise and Agency.
FAQ
Questions about CiteAbility Outcomes™
Score™ + Outcomes™
Understand the outcome. Improve the conditions behind it.
Citation Integrity Score™ + CiteAbility Outcomes™
The underlying conditions.
The observable result.
One connected view of how your organisation exists within the AI information ecosystem.