7 things Kenvada GEO does
Beyond monitoring: every finding ships with deployable fix code.
llms.txt Generator
Auto-generate machine-readable brand files (llms.txt + llms-full.txt) per the llmstxt.org spec. An optional standard for the LLM ecosystem, not a Google requirement.
Content Health 4-Layer Scanner
Score every page across 4 dimensions: Structure, Data Richness, Extractability, Freshness. Includes Zombie Content detection.
BLUF Generator
Bottom Line Up Front: auto-generate 200-word summary blocks per section.
Confidence Score
Rate 1-5 per section. Detect hedge phrases ('might', 'possibly', 'some say') in your content.
AI Hallucination Mining
Scan 404s from AI referrers to find URLs that ChatGPT/Perplexity invented about your brand. Fix before users land on dead pages.
Fan-Out Query Analyzer
One keyword generates 10+ sub-queries. See which ones you rank for and which competitors own.
Deployable Fix Code
Every issue comes with copy-paste code: robots.txt patches, JSON-LD schema, HTML blocks, llms.txt files. Not suggestions — actual code.
The complete pipeline
Scan → Prioritize → Fix → Assign → Prove
Scan + Diagnose
Site Crawler
Crawl up to 5,000 pages via Firecrawl. Extract content, headers, schema, links, meta tags. JS rendering included.
AI Search Observation
Observe Google Search results (AI Overview + organic, US) for your target prompts — see whether your brand appears and whether your pages are cited.
GEO Score Calculator
5-category weighted score: Tech (40%) / Content (25%) / AI Readiness (20%) / Trust (10%) / UX (5%).
Content Health 4-Layer SIGNATURE
Structure + Data Richness + Extractability + Freshness scoring per page. Includes Zombie Content detection.
Competitive Benchmarker
Side-by-side comparison with up to 20 competitors: word count, stats, FAQ, schema, freshness, citations.
Prioritize
Priority Pipeline
Orders every issue by severity, then per-module impact weight. The ordered list exports as a Resolution Workbook (.xlsx) from the scan's Fixes tab.
10 Universal GEO Feature Scorer
Score content based on MIT/Columbia E-GEO research: ranking emphasis, user intent, authoritativeness, factuality, and 6 more.
Fan-Out Query Analyzer SIGNATURE
Decompose keywords into 10+ sub-queries. Find coverage gaps your competitors own.
Entity Authority Scoring
Know exactly which entities you need to add per page based on schema, brand consistency, LLM presence, earned media.
Fix + Generate
Access Fixes
4 modulesAI Robots.txt Patch
Auto-generate rules for 14 AI crawlers: GPTBot, ClaudeBot, PerplexityBot, Google-Extended, CCBot, OAI-SearchBot, and 8 more.
llms.txt Generator SIGNATURE
Create llms.txt (<5KB) + llms-full.txt (10-100KB) per llmstxt.org spec. Templates for SaaS, ecommerce, agency, news.
Indexability Fixer
Fix canonical issues, noindex on important pages, redirect chains, soft 404s, accordion/tabs hidden content.
Sitemap Generator
Generate a clean sitemap.xml from your crawled pages, with lastmod only where the page declares a modified date. No priority values — Google's documentation says Google ignores them.
Schema Fixes
7 modulesFAQ Schema
Extract Q&As + People Also Ask → FAQPage JSON-LD. 8+ Q&A pairs per page, cross-referenced with PAA data.
Brand Entity Schema
Organization JSON-LD with logo, social links, contact point.
Author + Article Schema
Person + Article JSON-LD with E-E-A-T signals. Link authors to Organization entity.
Product/Service Schema
Auto-detect product vs service pages → generate appropriate JSON-LD with pricing, availability, reviews.
Breadcrumb Schema
BreadcrumbList JSON-LD generated from URL hierarchy.
HowTo Schema
Step-by-step HowTo JSON-LD for tutorial and guide pages.
Review/Rating Schema
Review + AggregateRating JSON-LD. Pull from existing reviews or generate schema from testimonials.
Content Fixes
8 modulesBLUF Generator SIGNATURE
Bottom Line Up Front: auto-generate 200-word summary block + per-section 30-50 word openings.
Entity Gap Fixer
NER analysis: find entities competitors mention that you don't. Get exact entity lists to add per page.
Internal Link Fixer
Detect orphan pages, analyze anchor text, suggest entity hierarchy linking. Topic Cluster Mapper included.
Comparison Content Generator
Generate HTML comparison tables, 'vs' frameworks, 'best of' lists.
Section Rewrite + Confidence Score SIGNATURE
Detect hedge phrases ('usually', 'might'). Score 1-5 per section. Suggest rewrites with specific data points.
AI Hallucination Mining SIGNATURE
Scan 404 logs from AI referrers. >20 hits → CREATE page, 10-20 → PLAN, 3-10 → REDIRECT 301.
Fan-Out Query Analyzer SIGNATURE
LLM simulates AI engine query decomposition (5-15 sub-queries). Check coverage per sub-query. ~$0.016/analysis.
10 Universal GEO Scorer
Auto-check content against E-GEO paper 10 features: authoritativeness, factuality, scannability, urgency, and 6 more.
Trust Fixes
6 modulesCitation Readiness Scorer
5 evidence layers: original data, sourced stats, case studies, useful FAQ, fresh content. Score 0-100.
Trust Signal Auditor
Check E-E-A-T signals: public reviews → contextual testimonials → case studies with data → community proof.
Author Trust Auditor
Author page audit, credentials, cross-platform consistency (LinkedIn, social, publications).
Brand Consistency Checker
NAP consistency + entity messaging sheet: brand name, tagline, 50-word and 100-word descriptions.
LLM Seeding Audit
Check brand presence on Wikipedia, LinkedIn, Crunchbase, Reddit, YouTube, Quora.
Earned Media Gap Finder
Scan AI responses → find 3rd-party pages where competitors are cited but you're not. Get outreach targets.
Assign
Resolution Workbook
Export every resolution as .xlsx: severity, affected pages, deploy-into / where / how instructions, and the fix code per page.
Fix Code Per Page
JSON-LD, robots.txt, llms.txt and HTML blocks attached to each resolution. Copy-paste ready for implementation.
Content Hand-off
Content findings are routed to Kenvada Content with the detected gap; Kenvada GEO writes no prose.
Progress Tracking
Re-scan and compare: issues resolved vs remaining and GEO Score before/after, scan over scan.
Prove + Monitor
GEO Score Dashboard
Track score changes over time. Before/after per fix round. Trends across your scans.
AI Search Observation
Brand-mention observation on Google Search (AI Overview + organic), run from the dashboard. Mention rate is an internal estimate.
Citation Readiness Checklists
Three internal heuristic checklists per page: answer structure, sourcing and data, search signals. Not engine requirements.
Share of Voice Tracker
Multi-run averaging (10x per query). Your brand vs competitors in observed Google Search results. Alert on >10% drop.
Citation Decay Alerts
Compares your latest observation with the one about a week earlier and suggests refresh actions. Not yet triggerable from the dashboard.
White-Label Dashboard
Agency tier: custom domain, logo, colors, client isolation.
Schema Health Monitor
Schema validation on each scan: missing types, missing required fields, invalid JSON-LD.
Multi-Region APAC
Same prompts observed on Google Search from six market vantages: US, Vietnam, Singapore, Thailand, Malaysia, Indonesia. Queries are sent in English only. Not yet available from the dashboard.
Access Log AI Bot Analyzer
Upload server logs → parse AI bot visits → crawl frequency patterns → anomaly detection.
API + MCP Server
RESTful API + Model Context Protocol endpoint exist in the backend, but API keys cannot be issued yet — not available to customers today.
Personalization Impact
Test queries with different personas and locations. See how AI results change per user context.
The modules, working together
Backed by research
Kenvada GEO implements findings from leading academic research into actionable modules.
Princeton GEO (KDD 2024)
"Top methods: Statistics Addition, Cite Sources, Quotation Addition."
E-GEO (MIT/Columbia, Nov 2025)
"7,000+ e-commerce queries tested. Optimization-based approach outperforms 15 heuristics. Discovered 10 universal GEO features."