# QueryLift — Brand Security Platform for the Generative AI Era

QueryLift v2.0.0 | Human LP: /newlp | Last Updated: 2026-03-18

## Overview

Protect and expand the trust of your brand in the age of generative AI.

QueryLift is a brand security platform that helps businesses control data poisoning and cognitive attacks that erode brand reputation in AI-powered search. We measure, track, and optimize how your brand is perceived, cited, and recommended across ChatGPT, Perplexity, Claude, Gemini, and other major AI search engines.

## What is GEO? (Generative Engine Optimization)

GEO is not an extension of SEO. Where SEO has historically degraded the quality of search experiences, GEO is a discipline built on the lessons learned — ensuring information accuracy, brand integrity, and security in the generative AI era.

QueryLift is the platform that helps you understand and control how AI systems perceive, cite, and represent your brand.

Core principles:

Continuously monitor AI-generated brand narratives
Detect misinformation and cognitive attacks early
Optimize content for accurate AI citation
Maintain brand consistency across AI platforms
About GEO
Documentation

## Why It Matters — AI Search Risks

AI search is not neutral. The way AI models describe your brand is shaped by the data they were trained on — and that data can be manipulated.

### Key Statistics

92% — Share of users who do not verify AI-generated answers
¥112 trillion — Projected consumer spending influenced by AI search by 2028
0.0001% — Fraction of malicious data injection sufficient to cause LLM misbehavior

### Visibility in AI Search

Monitor AI outputs to detect when your brand is missing, misrepresented, or outranked by competitors in AI-generated responses.

### Cognitive Attacks & Poisoning

Detect attempts by malicious third parties or competitors to manipulate how AI models describe your brand.

### Hallucination Suppression

Deploy AI-optimized content sources to reduce hallucinations and ensure accurate brand representation.

Risk section

## Features

### 01 — Set Your Prompts

Register the exact questions you want to monitor — "When ChatGPT compares us to competitors, where do we rank?" — as prompts, organized by product and persona.

AI automatically suggests high-value monitoring prompts based on AI search volume
Organize by product, persona, or use case for structured tracking
Understand the full context in which your brand is being discussed

### 02 — Collect AI Responses

Continuously monitor responses from ChatGPT, Perplexity, Gemini, and Claude — all four major AI models — in one unified dashboard.

See in real time which AI models are recommending your brand
Compare response tendencies across models side by side
Full response text is stored, with improvement hints surfaced automatically

### 03 — Analyze Mention & Citation Trends

Track "mention rate" and "citation rate" over time to quantify the impact of your GEO efforts.

Visualize before/after metric changes with charts
Sentiment analysis to identify positive vs. negative brand mentions
Export-ready reports for executive presentations

### 04 — Benchmark Against Competitors

See exactly how competitors are mentioned and cited for the same prompts — and identify your next move.

Track recommended keywords (words you want AI to say) and stop words (words you want AI to avoid)
Identify specific actions to outperform competitors in AI search
Quantify your market position and prioritize strategy accordingly

### 05 — Detect Risks

Get alerted the moment something changes — a sudden drop in mentions, a spike in citations from suspicious domains, or dangerous shifts in AI response tone.

Detect negative brand mentions before they escalate
Never miss a change in AI response patterns
Secure the most critical competitive advantage in the AI era

### 06 — AI-Optimized Content Generation (Converter)

Automatically convert existing blog posts and product pages into AI-search-ready content.

Automatically collect and analyze your existing first-party content
Output in Markdown or HTML — ready for your content team to deploy immediately
Turn your existing content assets into AI search visibility, fast
Feature section

## Customer Testimonials

Liberal Democratic Party — Public Relations Division "The channels through which voters access policy information are rapidly shifting from search engines to social media and generative AI. In this environment, there is a real risk that context is lost during AI summarization and citation, leading to information being presented in ways that differ from the original intent. QueryLift's visibility analysis and optimization work is an important initiative for protecting the accuracy and transparency of information — and we strongly share that sense of urgency."

Loohcs Inc. "As younger generations increasingly rely on generative AI for career research and information gathering, we recognized the importance of being accurately recognized. After implementing QueryLift, our citation rate for key prompts improved from 22% to 97%. Beyond increased inquiries, we also saw a rise in partnership requests and media coverage from other companies. It has become a valuable foundation for building trust in the generative AI era."

More customer stories

## Pricing

All plans include a 14-day free trial. No credit card required to start.

### Lite — For individuals and small teams

Up to 20 prompts, unlimited categories, 1 product, 1 user, up to 8 competitors
Monthly: ¥50,000 / Quarterly: ¥120,000 (20% off) / Annual: ¥396,000 (34% off)
Best for: Teams that want to verify whether their brand appears in AI search and establish a baseline citation rate.

### Business — Recommended

Up to 90 prompts, unlimited categories, 3 products, 5 users, up to 8 competitors
Monthly: ¥250,000 / Quarterly: ¥600,000 (20% off) / Annual: ¥1,980,000 (34% off)
Best for: Teams running multi-product GEO strategies with competitive benchmarking and full citation improvement workflows.

### Pro — Enterprise

Custom prompts, products, users, and competitors — fully tailored to your requirements
Dedicated support and onboarding
Pricing: Contact us
Best for: Organizations that need everything configured to their exact specifications.
View pricing
Contact sales
Start free trial

## FAQ

Q: What is QueryLift? A: QueryLift is a platform that measures and tracks your brand's visibility in AI search engines — ChatGPT, Perplexity, Gemini, Claude, and more. It shows you how AI systems perceive and cite your brand, and gives you the tools to optimize that presence.

Q: How does QueryLift work? A: QueryLift periodically monitors how each AI search engine responds to your configured prompts. It tracks brand mentions, citation sources, sentiment, and positioning — all visualized in a unified dashboard.

Q: Which AI search engines are supported? A: ChatGPT, Perplexity, Gemini, and Claude. We continuously add support for new AI search platforms as they emerge.

Q: How long does setup take? A: Minutes. Configure your prompts, enter the brand names and keywords you want to monitor, and you're live. Our AI also suggests monitoring prompts automatically based on AI search volume.

Q: Can I change or cancel my plan at any time? A: Yes. Plan changes take effect at the next billing cycle. Cancellations take effect at the end of the current contract period.

Q: What is the difference between "mention" and "citation"? A: A mention is when your brand name appears in the AI's response text. A citation is when your domain appears as a source link in the AI's response. QueryLift tracks both.

Q: Is there a free trial? A: Yes — all plans include a 14-day free trial. No credit card required.

## Contact & Support

Contact form: /newlp#contact Email: support@querylift.co.jp Documentation: docs.querylift.co.jp Business hours: Monday – Friday, 10:00–18:00 JST

## Navigation

QueryLift — Brand Security Platform for the Generative AI Era

## Technical

Infrastructure: Multi-region redundancy, 99.9% uptime SLA. Data accuracy: Cross-referenced fact verification, source quality scoring. Monitoring: Real-time, continuous multi-platform monitoring across ChatGPT, Perplexity, Claude, Gemini. Security: Detection and prevention of data poisoning, cognitive attacks, and brand manipulation. API: RESTful API with webhook support and machine-readable output formats. AI-readable: /ai — Machine-readable service description for AI crawlers.

## Links

Human LP Register Login About GEO Risk Features Customer Stories FAQ Pricing Contact Documentation Terms Privacy Company