AI Models Are Confidently Wrong About Your Brand
CJR research found AI search answers incorrectly 60% of the
time.
Your brand content gets the same treatment.
Every day, ChatGPT, Claude, and Gemini hallucinate your pricing, miscategorize your use cases, and pitch you to the wrong buyers. You’re misunderstood, not invisible; and that’s pipeline you’ll never see.
Kojable turns AI models into your private focus group. We reveal exactly what they say about you—and how to change their mind.
Optimized for
You're Not Just Missing from AI Answers. You're Being Hallucinated.
AI models don't just skip your brand—they invent your pricing, fabricate your features, and confuse you with competitors. You're visible, but factually wrong.
Every wrong AI answer trains the next model. The longer you're wrong, the harder it is to fix.
Your Competitors Are Training AI to Recommend Them. You're Not.
SEO tools chase rankings. AEO tools chase mentions. We make you visible and understood—monitoring brand perception in real-time as models evolve.
When buyers ask ChatGPT or Perplexity, AI recommends you with accurate positioning, real differentiators, and current pricing. Not Reddit threads. Your story, correctly told.
How It Works
Fan-Out Analysis
E-E-A-T Mapping
Strategic Narrative
Deploy & Monitor
Fan-Out Query Analysis
We interrogate AI models with 200+ geographic and language-specific prompts to map how they categorize your brand vs. 5 competitors.
You Get:
- Brand perception analysis vs. 5 rivals
- Geographic + language intent patterns
- AI blind spot identification
E-E-A-T Authority Gap Mapping
Diagnose trust gaps across Experience, Expertise, Authoritativeness, and Trustworthiness—benchmarked against your top 5 competitors.
You Get:
- Complete E-E-A-T scorecard
- Verified data source recommendations
- Authority building roadmap
Strategic Narrative Planning
Convert gaps into AI-parsable brand positioning. Your narrative becomes training data models trust and cite.
You Get:
- Competitive truth tables
- Use-case specificity matrices
- AI-grounded brand framework
6-Channel Deployment & Monitoring
Deploy publication-ready content across Blog, X, LinkedIn, Facebook, Instagram, and geographic variations—hosted on our subdomains.
You Get:
- 80% time savings (no editing needed)
- AI subdomain hosting (structured for LLM crawling/citation)
- Bi-weekly perception tracking & quarterly reviews
Kojable vs. Competitors
Feature comparison of Kojable and competitor platforms across key categories.
| Category | Kojable | Azoma | Anvil | Relixir | AthenaHQ | Gauge |
|---|---|---|---|---|---|---|
| Strategic Intelligence | Query fan-out + E-E-A-T + Narrative | Basic analysis | Balanced | Limited | Entity focus | Gap analysis |
| Content Execution | Blog + 6 channels + geographic | Ecommerce | Basic content | 80+ articles/mo | Recommendations | None |
| Multi-Channel | Blog/X/LinkedIn/FB/Insta/Email | 2-3 channels | 2-3 channels | 2-3 channels | None | None |
| Geographic Intent | Included (UK/US/IRL) | Translation | None | Translation | None | None |
| E-E-A-T Framework | Included | None | None | None | Partial | None |
| Narrative Strategy | Included | None | None | None | None | None |
| Data Quality | Verified Google AI only | Mixed | Simulated | Simulated | Search data | Mixed |
| Articles/Month | 10-50+ (strategic) | 10-20 (products) | 5-10 | 80+ (fast) | 0 | 0 |
Honest Recommendations
Choose Kojable if:
- Global brand needing market-specific content
- Need strategic positioning (E-E-A-T, narrative)
- 6-channel content execution
Choose Relixir if:
- Need maximum content volume (80+ articles/mo)
- Speed > strategy
- Auto-publish workflows
Choose Anvil if:
- Limited budget ($99-$999)
- Balanced capabilities
- Simple setup
Choose AthenaHQ if:
- Entity-first SEO optimization
- Knowledge graph focus
- Brand entity management
Pricing
1. See Your AI Narrative
Free diagnosis
In 30 seconds, see how ChatGPT, Gemini & Perplexity describe your SOC2, GDPR or HIPAA controls—and where they're getting it wrong.
- ✓ 3 PDF reports
- ✓ AI Perception score
- ✓ Prioritized fix plan (what to fix, why)
- ✓ Explore more free tools
2. Let's Fix It Together
Founder‑Led Sprint
A 4‑week sprint where we implement your fix plan and prove AI cites you correctly.
We analyze the survey to surface:
- ✓ Missing compliance credentials (CBI authorization, ISO 27001 badge)
- ✓ Flattened technical nuance ("secure SaaS" vs. your zero‑trust architecture)
- ✓ Competitor out‑citation patterns (why AI recommends them over you)
Then we implement:
- ✓ AI‑specific schemas (ClaudeBot, GPTBot, Google‑Extended)
- ✓ Build compliance‑zone content (US CCPA, EU GDPR, UK post‑Brexit)
- ✓ Monitor crawler ingestion and prove citation lift in 30 days
📅 Limited to 2 projects per month
Spots fill fast.
3. Self‑Serve
Coming Later
For teams that want to run this themselves. Crawler, schemas, and compliance‑zone builder – all in one dashboard.
- ✓ Self‑serve crawler monitoring
- ✓ AI‑specific schema generator
- ✓ Multi‑zone narrative builder
Why Founder‑Led?
Agencies scale headcount. I scale software.
You don't need another account manager; you need the architect.
For 4 weeks, you get my direct focus. Every problem we solve
together feeds back into the code, making the system smarter and
the next fix 2x faster.
The Trade: You get high-leverage results
without the retainer bloat. I get the real-world data to harden
Kojable into the ultimate self-serve engine.
Why Marketing Leaders Choose Kojable
The competitive edge your team needs in the AI-first era
Root Cause, Not Symptoms
Most tools show you're ranking #5 for "best CRM." We show *why* AI models think you're "enterprise-only" when you're built for startups. Fan-out analysis reveals the conceptual logic behind AI's decisions, so you fix the narrative, not just the mention.
AI-Grade Authority in Days, Not Months
Your competitors hire agencies to write blog posts. We deploy E-E-A-T frameworks, competitive truth tables, and use-case matrices on AI-optimized subdomains that models crawl within 48 hours. Authority signals that take agencies 6 months, we deliver in one week.
80% Time Savings, Zero Headcount
One strategist + Kojable = what used to take a team of 5. No hiring content writers. No managing agencies. No platform specialists. We generate, deploy, and monitor across 6 channels and 4 markets. Your team focuses on strategy; we handle execution to the edge.
A Moat Your Competitors Can't Cross
Fan-out analysis. Geographic intent generation. AI-optimized subdomains. These aren't features—they're proprietary infrastructure. While competitors chase mentions, you're building brand authority that compounds. By the time they catch up, you've already trained the models.
Every Wrong AI Answer Is a Deal You'll Never See.
ChatGPT tells a healthcare CIO you're "enterprise-only." That startup deal dies before your SDR knows it existed. That hallucination becomes training data. Your competitor's narrative hardens. Yours gets harder to fix.
2028: 90% of B2B purchases involve AI recommendations. Brands training AI today own their categories for years. Everyone else fights for visibility scraps in answers already wrong.
You can't opt out. You can only train them—or let competitors train them for you.
Frequently Asked Questions
Research from Columbia Journalism Review found AI search
engines provide incorrect answers over 60% of the time. BBC
research confirms AI misrepresents news content 45% of the
time. Your brand content gets the same treatment—AI models
hallucinate pricing, miscategorize use cases, and invent
features.
CJR Study: AI Search Engines Incorrect 60% of Time
BBC Research: AI Misrepresents Content 45% of Time
SEO tools optimize for Google's ranking algorithm. Kojable optimizes for how AI models (ChatGPT, Perplexity, Claude) interpret, categorize, and cite your brand. We don't track keywords—we map AI's conceptual understanding of your business and fix misconceptions at the training data level.
Fan-out analysis reveals how AI models decompose your category into sub-concepts. For example, AI breaks "project management software" into 12 categories: agile, enterprise, startup, remote, etc. We show you which categories you rank in vs. competitors, then create content to close the gaps. This is exclusive to Kojable.
E-E-A-T stands for Experience, Expertise, Authoritativeness, and Trustworthiness—the framework Google and AI models use to evaluate content quality. Kojable identifies your E-E-A-T gaps vs. competitors and provides a strategic narrative plan to fix them, turning your real expertise into AI-trusted authority signals.
We query live AI models (not simulations) and analyze their actual responses. Our data is verified through grounding sources—structured content AI models can reliably cite. Unlike tools that scrape search results, we interrogate models directly to understand their reasoning patterns.
Yes. Kojable uses verified, publicly available data and creates original content. We don't scrape copyrighted material. Our platform is designed for compliance-first industries (healthcare, finance, legal) and provides legal-ready documentation of all AI interactions.
Kojable tracks three core metrics: Visibility (share of voice vs. competitors), Accuracy (is AI describing you correctly?), and Citation (which content pieces models cite). We correlate these with your demo requests and revenue data to show direct pipeline impact.
Neither. Kojable generates *authority content*—structured data designed to be cited by AI models. It's optimized for machine parsing, not human readability. Think: competitive truth tables, positioning matrices, and use-case frameworks. Publication-ready, no editing needed.
Generative Engine Optimization (GEO) ensures your brand is accurately represented, cited, and recommended when AI platforms answer questions about your industry. Unlike SEO which targets rankings, GEO targets AI's understanding and trust of your brand—turning AI models into your best sales reps.
ChatGPT Search, Perplexity, Meta AI, Google Gemini, Claude, and Bing AI. We track each platform's unique citation patterns and reasoning models, optimizing content specifically for how each AI interprets and recommends brands.
You'll see AI perception data within 48 hours. Most brands see measurable citation improvements within 30 days. Strategic category ownership typically takes 90 days. We track bi-weekly and refresh content as AI models evolve.
Zero. Kojable is end-to-end: we interrogate AI models, create authority content, host it on AI-optimized subdomains, and monitor results. You get a dashboard and publication-ready content. No code, no CMS changes, no API integrations.
SEO: Optimizes for Google rankings
(backlinks, keywords).
AEO (Answer Engine Optimization): Gets you
mentioned in featured snippets.
GEO (Generative Engine Optimization): The
only approach that trains AI models to understand, trust, and
correctly recommend your brand. That's Kojable.