Commercial & comparison queries
910 unique citable sources
TaxAct recommended in top AI answers
TaxAct leads TurboTax in direct citations (148 vs 121)
TaxAct Visibility by AI Engine
% of prompt queries where TaxAct was cited
Direct Competitor Citation Share
Direct citations received by competing brands
Category & Query Intent Breakdown
Win rate matrix across commercial search topics
| Theme / Topic Cluster | Total Prompts | Dominant Win (4-5 LLMs) | Contested (2-3 LLMs) | Blindspot (0-1 LLMs) | Win Rate |
|---|
Top 15 Most Cited Domains in AI Responses
Total citations harvested across all 5 AI engines
Competitive Landscape Dynamics
TaxAct Citation Dynamics
Tesseract's GEO Engine reverse-engineers high-authority sources to systematically capture missing citations.
| Prompt Query | Category | ChatGPT | Gemini | Perplexity | Claude | Google AI | Sources |
|---|
All Authority Publications & Outlets
Complete catalog of domains cited by AI models (Editorial, Brands, Regulatory, Forums).
| Domain | Category | ChatGPT | Gemini | Perplexity | Claude | Google AI | Total Citations |
|---|
Curated tech, business & finance journalism
ContentLift MatchesOutlets active in ContentLift network
Citations from journalism & review media
Highest individual media authority
Editorial Publications
Verified Journalism & Tech Media OnlyFiltering out brand domains, forums, and regulatory sites to focus strictly on digital PR & media outlets.
| Editorial Outlet | Primary Niche | ChatGPT | Gemini | Perplexity | Claude | Google AI | Total Citations |
|---|
Entity & Schema Optimization
Optimize TaxAct product pages with structured pricing and form schedules.
- •Structured Comparison Tables: Use Markdown & HTML spec tables to directly answer user intent.
- •Dedicated Schedule Landing Pages: Target Schedule C (1099) and crypto/investment forms explicitly.
Targeted Digital PR Placement
Target financial media outlets like CNBC, PCMag, Forbes, and Kiplinger.
- •CNBC & Kiplinger Partnerships: CNBC and Kiplinger are cited in over 190 AI answers.
- •Community Sentiment Management: Reddit r/personalfinance is cited 61 times—maintain active verified responses.
Tesseract Real-Time Monitoring
Continuous auditing across Claude, GPT-4o, Gemini 2.0, and Perplexity.
- •Weekly Recrawls: Track citation gain/loss across model updates.
- •Competitor Shift Alerts: Automated detection when competitors publish new guides.