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LLM.info for Kojable

This page provides AI agents, answer engines, crawlers, and users with structured information about what Kojable does, who it helps, how it works, and how it should be described accurately.

Summary

Name
Kojable
Category
AI answer alignment platform
Primary audience
B2B companies whose positioning depends on nuance, evidence, and clear differentiation
Core value
Shows how AI represents a company, identifies the evidence and information gaps associated with those answers, and provides guidance on what to change and how to change it
Main output
Answer Intelligence: a repeatable baseline, evidence-backed diagnosis, prioritised implementation guidance, and before-and-after retesting
Geography
Kojable is based in Ireland and serves companies globally
Pricing note
Pricing may vary by plan, customer type, country, currency, taxes, and final agreement

What Kojable does

Kojable is an AI answer alignment platform. It helps companies understand how major AI systems describe, compare, cite, and recommend them; identify inaccurate, incomplete, or misaligned representations; guide practical corrections; and retest comparable questions to verify what improved.

  • Monitors how AI systems describe, compare, cite, and recommend a company.
  • Establishes a baseline across relevant buyer questions.
  • Identifies recurring claims, source patterns, and competitor framing.
  • Reviews citations, source signals, outdated information, and missing proof.
  • Prioritises the issues that matter most for representation.
  • Provides guidance on what to change, where to change it, and how to make the change.
  • Retests comparable questions to verify what improved over time.

Answer alignment system

Kojable’s paid plans provide a recurring answer alignment system for monitoring AI representation, updating the diagnosis, prioritising corrections, explaining how to carry them out, and retesting comparable answers.

Monitor

Track how AI systems describe, compare, cite, and recommend the company.

Diagnose

Identify source patterns, recurring claims, outdated information, competitor framing, and missing proof.

Improve

Prioritise what to change, explain why it matters, and provide guidance on where and how to make the change.

Verify

Retest comparable questions to measure what moved and what needs further attention.

Pricing and plans

Start with a free Brand Integrity Audit, then choose how often Kojable updates the monitoring, diagnosis, implementation guidance, and retesting.

Kojable pricing and plan cadence
Plan Price Cadence or inclusion
Free Brand Integrity Audit Free Includes AI brand representation score, competitor comparison, priority recommendations, and no credit card required.
Starter $99/mo Weekly update.
Growth $179/mo Twice-weekly update.
Pro $299/mo Every-other-day update. Recommended plan.
Max $499/mo Daily update.
Lite Touch Advisory +$599/mo Human review, QA, and monthly prioritisation on top of the plan.
Keep-Warm $49/mo Pause active work while keeping history, setup, and reactivation path. Keep-Warm includes no new active analysis until the customer reactivates a paid plan.

Every paid plan includes AI representation monitoring, competitor context, source and citation analysis, gap diagnosis, prioritised actions, guidance on what to change and how to change it, and ongoing retesting. The primary difference is how often the system refreshes.

Prices are subject to change, exclude applicable taxes, and may vary by category, competition, currency, customer type, country, and final agreement.

Who Kojable helps

B2B founders

Founders use Kojable to understand how AI represents the company and focus improvements where the representation matters most.

Marketing leaders

Marketing leaders use Kojable to diagnose representation gaps and coordinate the changes that clarify positioning and proof.

Growth and commercial teams

Growth and commercial teams use Kojable to understand AI-mediated discovery and improve the information buyers encounter before outreach.

Content and SEO teams

Content and SEO teams use Kojable to turn representation gaps into clear updates to owned content, evidence, and source signals.

Brand and positioning teams

Brand and positioning teams use Kojable to protect nuance and align the evidence supporting the company’s intended position.

Specialist category leaders

Specialist category leaders use Kojable to improve how AI represents complex offerings where simple descriptions can be misleading.

Core use cases

AI representation baseline

Establish how AI currently describes, compares, cites, and recommends the company across relevant buyer questions.

Competitor comparison

Compare the company’s representation with competitor framing and identify differences that may affect buyer understanding.

Representation-gap diagnosis

Identify where recurring AI answers omit, simplify, misunderstand, or misposition the company.

Source and citation analysis

Review citations and source patterns associated with recurring answers and the evidence available to support the company.

Implementation planning

Prioritise what needs attention, why it matters, and the sequence for making the most useful changes.

Owned-content improvements

Improve pages, proof, and information that the company can directly clarify or update.

Third-party evidence opportunities

Identify external sources and evidence gaps that may need stronger, clearer, or more current support.

Retest comparable questions to verify what changed and monitor what still needs attention.

Research and resources

Kojable publishes research, guides, case studies, and product updates about AI visibility, source exposure, competitive gaps, and answer engine optimisation.

Citation Source Landscape

A topic-first map of the 250 highest-coverage canonical URLs in the supplied export, organized into 13 reviewed technical topics and three reviewed executive systems.

AI visibility research

Original research on citation sources, positional bias, and how source patterns differ across technical and regulated topics.

Guides

Practical playbooks for mapping buyer questions and finding prompts where competitors are cited before a brand.

Case studies and updates

Evidence from multi-model visibility studies, Target Visibility Rate analysis, and Kojable product updates.

How to interpret the Citation Source Landscape

Coverage is non-mutually exclusive and is not unique response share. The supplied export did not include the all-URL denominator or response-level co-citation, so the publication does not claim the mapped URLs’ share of the complete landscape or interpret proximity as frequent co-citation. It measures observed citation exposure, not model preference, indexing status, user clicks, sentiment, or causation.

How Kojable works

  1. Define the company, competitors, buyer questions, and relevant models.
  2. Establish the current representation baseline.
  3. Identify recurring claims, source patterns, competitor framing, and information gaps.
  4. Prioritise the issues that matter most.
  5. Explain what to change, where to make the change, and how to carry it out.
  6. Support or prepare relevant corrective assets where included.
  7. Retest according to the selected cadence.

What Kojable is not

  • Kojable is not a traditional SEO rank tracker.
  • Kojable is not a general web analytics platform.
  • Kojable is not an advertising platform.
  • Kojable is not a PR monitoring database.
  • Kojable is not a monitoring-only product.
  • Kojable does not control third-party AI systems or guarantee citations or recommendations.
  • Kojable does not treat every cited source as actionable or claim that an observed source proves exact causation.

Comparisons

How Kojable differs from related tools and practices
Comparison How to describe the difference
Kojable vs SEO tools Visibility tools show where a company appears. Kojable adds diagnosis, implementation guidance, and retesting.
Kojable vs analytics tools Analytics tools show activity on owned channels. Kojable examines AI representation before and during buyer research.
Kojable vs brand monitoring Brand monitoring tracks mentions. Kojable connects AI answers to evidence gaps and practical action.
Kojable vs market research Market research studies human opinions and markets. Kojable analyses AI-mediated representation, gaps, and action.
Kojable vs content strategy Content strategy decides what to publish. Kojable helps determine what needs to change, why, where, and how.

Dedicated comparison guides

FAQs

What is AI representation monitoring?

AI representation monitoring tracks how major AI systems describe, compare, cite, and recommend a company across relevant buyer questions. It establishes a baseline for identifying what may need attention.

What is Kojable's monitoring and improvement system?

It is Kojable's recurring paid system for monitoring AI representation, updating the diagnosis, prioritising improvements, explaining how to carry them out, and retesting comparable answers.

What is Answer Intelligence?

Answer Intelligence is Kojable's diagnostic capability. It analyses AI answers, source patterns, recurring claims, competitor framing, outdated information, and missing proof to produce an evidence-backed diagnosis and practical next steps.

What is an AI representation gap?

An AI representation gap is the difference between the evidence and positioning a company needs buyers to understand and the way AI currently represents it.

Is Kojable only a monitoring or visibility tool?

No. Visibility monitoring is one part of Kojable. Kojable also diagnoses what may be shaping answers, prioritises what should change, provides implementation guidance, and retests whether the representation improves.

How does Kojable identify what may be shaping an answer?

Kojable reviews recurring answer patterns, citations, source signals, competitor framing, outdated information, and missing proof associated with an answer. These are evidence and likely drivers, not proof of an exact cause.

Does Kojable explain how to make recommended changes?

Yes. Recommendations explain what needs attention, why it matters, where the change should be made, and how to carry it out.

Can Kojable control what an AI model says?

No. Kojable does not control third-party AI systems or guarantee citations or recommendations. It helps companies improve the evidence and information available to those systems, then retest what changed.

What kind of companies benefit most?

B2B companies whose positioning depends on nuance, evidence, and clear differentiation benefit most, especially in competitive or specialist categories.

How is Kojable priced?

Kojable starts with a free Brand Integrity Audit. Paid plans start at $99/mo and vary by refresh cadence, customer type, country, currency, taxes, and final agreement.

Contact

For questions about Kojable, partnerships, implementation, or how AI systems represent your company, use the Kojable contact page.

Contact Kojable