citepanel
34 free tools · Courtesy of Citepanel
Tool Library

Citepanel free tools for AI search visibility

34 tools
Visibility 8 tools

Score how clearly AI systems can discover, understand, and recommend your brand.

Visibility Analyzer

AI Visibility Checker

Score how clearly your brand, category, and proof stack line up with AI recommendation prompts.

Check visibility · Balances entity clarity, recommendation fit, proof density, and engine readiness.
Visibility
Visibility Source Audit

AI Citation Tracker Lite

Map the mix of owned, editorial, review, and community sources supporting a page or topic.

Map citations · Classifies source types and estimates how much trust each source adds to AI answers.
Visibility
Visibility Scorecard

AI Search Readiness Score

Benchmark whether your brand is actually ready for AI search, not just traditional SEO.

Score readiness · Balances clarity, proof, structure, comparison coverage, and FAQ depth.
Visibility
Visibility Analyzer

Answer Sentiment Snapshot

Measure how positively or negatively an AI answer frames your brand, and which themes drive that tone.

Score sentiment · Separates positive, neutral, and negative framing instead of counting mentions only.
Visibility
Visibility Scorecard

Source Diversity Scorecard

Measure whether your AI presence is balanced across owned, review, editorial, docs, and community sources.

Score sources · Prevents over-reliance on your own site and a single review platform.
Visibility
Visibility Analyzer

Brand Narrative Drift Checker

Compare your homepage, pricing, and third-party feedback to see whether your story stays consistent.

Check narrative · Shows whether your site and third-party signals describe the same business in the same words.
Visibility
Visibility Generator

Review Request Generator

Create review asks that pull out the use-case language, trust signals, and outcomes AI systems learn from.

Generate requests · Builds email, in-app, and SMS review requests around specific outcomes.
Visibility
Visibility Planner

Generative Engine Optimization Planner

Build a GEO work plan across content, citations, reviews, comparisons, and technical readiness.

Build GEO plan · Frames AI search work as a repeatable GEO program instead of scattered tasks.
Visibility
Research 5 tools

Find the prompts, gaps, and community language that shape AI recommendations.

Research Planner

Prompt Gap Finder

Generate the highest-intent prompts your category should own and map the missing page types behind them.

Find prompt gaps · Builds prompt sets around comparison, alternatives, pricing, and buyer-fit language.
Research
Research Mapper

Query Fan-Out Mapper

Expand one high-value query into the follow-up prompts AI systems and buyers naturally branch into.

Map queries · Builds prompt trees across awareness, comparison, and decision stages.
Research
Research Analyzer

Review Signal Analyzer

Extract the use cases, praise, objections, and comparison language hiding inside review text.

Analyze reviews · Finds repeated positive themes you can reinforce in copy and outreach.
Research
Research Miner

Reddit / Forum Thread Miner

Turn messy community discussions into objections, terms, content angles, and prompt ideas.

Mine threads · Extracts community vocabulary that rarely appears in polished marketing copy.
Research
Research Mapper

Buyer-Journey Prompt Mapper

Map prompts from awareness through purchase so you can build pages for each stage of the AI journey.

Map the journey · Creates prompt clusters for awareness, evaluation, comparison, and conversion.
Research
Content 9 tools

Turn raw copy, reviews, and notes into AI-readable assets that earn citations.

Content Analyzer

Entity Clarity Analyzer

Check whether a page clearly states who you are, what category you belong to, and who you are for.

Analyze page · Looks for brand, category, audience, outcomes, and differentiators in the same message.
Content
Content Generator

Comparison Page Brief Generator

Create a stronger `X vs Y` page brief with criteria, FAQs, proof blocks, and internal links.

Build brief · Builds the sections AI engines need to understand who each option is best for.
Content
Content Miner

FAQ Opportunity Miner

Pull question angles and objections out of reviews, transcripts, or support logs.

Mine FAQs · Clusters repeated questions and objections instead of relying on guesswork.
Content
Content Rewriter

AI-Citable Content Rewriter

Rewrite soft or vague copy into clearer, evidence-ready language that is easier for AI systems to quote.

Rewrite content · Tightens long sentences, vague claims, and generic positioning.
Content
Content Builder

Semantic Chunking Builder

Break long-form copy into clearer sections, summaries, and heading structures for AI readability.

Chunk content · Recommends section boundaries, headings, and summary lines.
Content
Content Analyzer

AI Content Decay Detector

Identify freshness risks in a page before outdated facts and stale framing hurt recommendation quality.

Check freshness · Combines age, outdated year mentions, and stale proof references into one risk score.
Content
Content Extractor

Case Study Extractor

Turn a raw customer story or testimonial into a structured case study outline with proof highlights.

Extract case study · Finds challenge, solution, results, and proof from unstructured text.
Content
Content Matcher

Prompt-to-Page Matcher

Match prompt intent to your current pages and find where a page exists but does not fit the question well enough.

Match prompts · Scores how well each prompt lines up with a current page.
Content
Content Planner

Building AI-Citable Content Planner

Outline the proof blocks, chunking, FAQ structure, and formatting patterns that make content easier to cite.

Plan citable content · Combines semantic chunking, FAQ architecture, proof formatting, and comparison logic.
Content
Competitive 3 tools

Benchmark your share of prompts, overlaps, and recommendation territory.

Competitive Calculator

AI Share of Voice Calculator

Calculate mention share from manual prompt checks across brands, prompts, and AI engines.

Calculate share · Turns messy prompt notes into brand-level and engine-level share numbers.
Competitive
Competitive Analyzer

Competitor Prompt Overlap Analyzer

Estimate which prompt clusters overlap with a competitor and where your positioning can separate.

Analyze overlap · Shows which prompt types are contested versus differentiated.
Competitive
Competitive Planner

AI Visibility for SaaS Planner

Map SaaS-specific comparison, review, and authority opportunities that improve discoverability in AI answers.

Plan SaaS visibility · Centers the prompt journey around category, alternative, and review-site behavior common in SaaS.
Competitive
Technical 4 tools

Audit crawlability, markup, linking, and machine-readable structure.

Technical Technical Audit

ChatGPT Crawlability Tester

Audit robots.txt, indexing directives, and path-level access rules that can block AI search crawlers.

Audit crawlability · Parses user-agent rules for OAI-SearchBot, GPTBot, Perplexity, Claude, Googlebot, and wildcard crawlers.
Technical
Technical Validator

Structured Data Validator

Validate the presence of key schema properties and basic syntax for common AI-search-relevant page types.

Validate schema · Checks for missing properties on common types like Article, FAQPage, Product, and Organization.
Technical
Technical Mapper

Internal Link Mapper for AI Pages

Find weak internal linking between pillar pages, comparison pages, FAQs, and supporting proof assets.

Map internal links · Shows whether your highest-intent pages are actually connected to proof and support pages.
Technical
Technical Generator

Entity / Schema Generator

Generate a clean JSON-LD starter block for an organization, product, local business, or software entity.

Generate schema · Creates schema starters teams can hand off to engineering quickly.
Technical
Local 1 tools

Generate city-level and service-area prompts for businesses that win nearby demand.

Local Analyzer

Local AI Visibility Checker

Generate and score local AI search prompts for nearby, city, and service-area intent.

Check local visibility · Creates city, neighborhood, and intent-modified local prompts.
Local
Ecommerce 1 tools

Validate merchant data and product discovery assets for AI shopping experiences.

Ecommerce Validator

Merchant Feed Validator

Check whether a merchant or product feed has the fields AI shopping systems expect to understand products clearly.

Validate feed · Checks the presence of common feed columns like ID, title, description, price, availability, and image.
Ecommerce
Measurement 3 tools

Turn AI visibility into dashboards, forecasts, and revenue models.

Measurement Builder

AI Referral Dashboard Builder

Generate a dashboard plan for AI referral traffic, prompt coverage, and conversion tracking.

Build dashboard · Builds a measurement plan for referral traffic, conversions, and brand prompts.
Measurement
Measurement Calculator

AI Search ROI Calculator

Model how better AI visibility can translate into sessions, conversions, and revenue.

Calculate ROI · Turns AI visibility into a revenue conversation instead of a branding-only one.
Measurement
Measurement Builder

AI Search Audit Builder

Generate a lightweight audit structure for prompt tracking, citations, visibility benchmarking, and sentiment checks.

Build audit · Turns AI search audits into a repeatable weekly operating cadence.
Measurement

Get started today

Be the Brand AI Recommends.