Traditional search
A route to evaluation
- Retrieves and ranks pages
- Optimises discovery, clicks and traffic
- Sends the user to a website to evaluate the company
Compare Kojable
AI SEO helps you appear. Kojable helps make sure the answer is right.
Search systems once ranked pages. AI systems now synthesise a commercial judgement about what your company does, who it is for, how it differs and whether it belongs in a buyer’s shortlist.
The market shift
Search retrieves pages. AI discovery constructs a recommendation.
AI discovery
An active commercial judgement
- Synthesises information from multiple sources
- Forms a judgement about category, fit and credibility
- Can influence whether a company enters a buyer’s shortlist
SEO helps you be found. AI SEO helps you be mentioned. Kojable helps ensure AI systems understand, describe and recommend you correctly.
Where the alternatives stop
Different approaches solve different parts of the problem.
Traditional SEO
- Primary question
- Can search engines find and rank our pages?
- Measures
- Rankings, clicks, traffic and conversions
- Can miss
- How an AI system synthesises the company story
AI SEO / GEO / AEO
- Primary question
- Are we mentioned or cited in AI answers?
- Measures
- Visibility, share of voice, citations and position
- Can miss
- Whether the mention is accurate, strategically useful or reaching the right buyer
AI visibility monitoring
- Primary question
- What are AI systems saying and how often?
- Measures
- Mentions, sentiment, prompt coverage and trends
- Can miss
- Whether the answer reflects current business reality and what correction path is required
AI answer alignment
- Primary question
- Do AI systems understand and represent us correctly in a buying decision?
- Measures
- Claim accuracy, category fit, buyer fit, use-case fit, differentiation retention, recommendation correctness and drift
- Focus
- Keep the answer aligned with business reality
From answer to action
A company can be visible and still be misunderstood.
This illustrative example shows the difference between recording a mention and diagnosing whether the representation is commercially correct.
Generated answer
Example representation“Northstar is a general marketing analytics tool for small consumer brands. It is best suited to social campaign reporting. Teams that need enterprise revenue intelligence may prefer Atlas.”
- Overly generic description
- Outdated category
- Differentiator omitted
- Wrong-fit use case
- Competitor recommended instead
Kojable diagnosis
Answer alignment reviewCategory fitMisaligned
Buyer & use-case fitWrong fit
Claim accuracyOutdated
Missing differentiation3 signals
Evidence & source gapsReview sources
Suggested correction pathUpdate category evidence
What to retestShortlist prompts
What Kojable measures
Alignment is more than visibility.
Claim accuracy
Identify unsupported, incomplete or outdated statements.
Category fit
See whether AI places the company in the correct market category.
Buyer and use-case fit
Check whether answers associate the company with the right customer and problem.
Differentiation retention
Detect when important distinctions disappear from generated answers.
Recommendation correctness
Find false positives, false negatives and wrong-fit shortlist recommendations.
Answer drift
Track how representation changes after product, content or market updates.
Individual comparisons
Compare Kojable with other approaches.
Start with the primary job you are evaluating.
Content operations
Kojable vs AirOps
AirOps helps content teams build and scale AI-search workflows. Kojable diagnoses whether AI answers reflect the company accurately, guides corrections, and verifies what changed.
Read comparisonEnterprise AI visibility
Kojable vs Profound
Profound helps enterprise teams measure and manage AI-search visibility at scale. Kojable focuses on diagnosing representation gaps and helping teams correct them.
Read comparisonVisibility tracking
Kojable vs Peec AI
Peec AI tracks prompts, citations, sources and AI-search visibility. Kojable adds answer-alignment diagnosis, prioritised correction guidance and retesting.
Read comparisonService model
Kojable vs SEO Agency
SEO agencies improve search discovery and content performance. Kojable starts with the AI answer, identifies where it diverges from reality, and guides what to change and retest.
Read comparisonRequest
Evaluating something else?
More comparisons are added as teams evaluate different approaches to AI representation and discovery.
Request a comparisonThe distinction in one conversation
First call pitch
In traditional search, the goal was to rank a page and win a click. In AI discovery, the system synthesises a story about your company and may decide whether you belong in a buyer’s shortlist. Most AI SEO tools focus on mentions, citations and visibility. Those matter, but visibility is not the same as being understood correctly. You can be highly visible and still be placed in the wrong category, associated with the wrong use case or recommended to the wrong customer. Kojable is an AI answer alignment platform. It shows where AI’s representation of the company diverges from reality, identifies the evidence and signals shaping that answer, and helps teams make the changes needed so AI systems describe and recommend the company accurately. We do not just help you appear in the answer; we help make sure the answer is right.
Buyer-specific value
What answer alignment means for your team.
CMO / Brand
Know when AI systems are distorting, diluting or ageing your brand narrative—and identify the signals that need attention.
Product Marketing
Make sure AI systems retain your category, differentiation, use cases and best-fit customer.
Revenue / Sales
Reduce wrong-fit recommendations and silent exclusion from AI-generated vendor shortlists.
Risk / Governance
Detect unsupported claims and representation drift before they become customer, regulatory or reputational problems.
FAQ
Common questions about AI answer alignment.
Kojable is adjacent to AI SEO, but it solves a broader problem. AI SEO usually focuses on increasing mentions, citations and visibility. Kojable focuses on whether the answer itself is accurate, current and useful in a buying decision.
No. SEO can be an important improvement lever, but it is one part of a wider answer-alignment process. Kojable helps determine what is wrong, what may be shaping the answer, what should change and what should be retested.
No platform can directly control every model response. Kojable measures representation, diagnoses the signals and evidence associated with an answer, guides improvements and verifies how comparable answers change.
Yes. Visibility platforms, content tools and agencies can be complementary. Kojable provides the representation baseline, diagnosis, prioritisation, implementation guidance and verification loop.
Kojable evaluates claim accuracy, category fit, buyer and use-case fit, differentiation retention, recommendation correctness, evidence quality and answer drift.