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

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