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Dev.to
6/10

AgentVisible: Get Your Brand Cited When Customers Ask AI for Recommendations

SaaS that continuously audits how AI retrieval agents (ChatGPT, Perplexity, Claude, Google AI Overviews) actually read your website, then gives specific fixes so your brand is the one cited when buyers ask AI for recommendations.

Target user

marketing and SEO leads at DTC brands and B2B SaaS companies who care about LLM-driven discovery

Features
  • Weekly scans across major retrieval agents showing exactly what each one extracts from your key pages and what it ignores
  • Side-by-side competitor comparison of how each brand appears in real AI answers for your category queries
  • Prioritized fix list covering structured data gaps, semantic HTML issues, and content-not-in-markup problems that block agents
  • Alerts when an AI agent changes how it cites your site, so you can react before competitors do
Why now

Generative AI search traffic is on track to overtake traditional SEO within a few years; companies are waking up to an 'AI discoverability' channel that they currently have zero visibility into.

Signals · overall 6/10
Demand
7/10

LLM referral traffic reportedly grew 527% in 2025 and multiple brands are actively buying AI-visibility tooling; ahrefs and Semrush are also bundling it, confirming real buyer pull.Measure ChatGPT Visibility: Track LLM SEO PerformanceFree AI Visibility Checker. Track Your Brand in ChatGPT, Gemini & AI Search

Whitespace
4/10

Crowded fast: Otterly, Profound ($499+/mo), Peec AI, Promptwatch, Rankscale, Goodie, DataSlayer, Ahrefs Brand Radar, plus Semrush all ship or ship-pending features — not a wide-open market for a new entrant.AI Search Monitoring Tool: Track ChatGPT, Perplexity & Google AIOProfound Pricing Breakdown in 2026: What You Actually Get at Each Tier

Monetization
6/10

Real willingness to pay exists (Profound $499/mo, Peec and Otterly also paid) but Entropy notes most buyers can DIY with a spreadsheet, so willingness is uneven and price-sensitive.Profound vs Peec vs Otterly: AI Visibility Pricing | EntropyGenerative Engine Optimization Statistics 2026: $7.3B Market

Longevity
8/10

Structural shift: GEO market projected $886M in 2024 to $7.3B by 2031 at ~34% CAGR; AI answer engines replacing blue-link search is a multi-year, not faddish, trend.Generative Engine Optimization Statistics 2026: $7.3B Market, 58% AIGenerative Engine Optimization Market Size | CAGR of 40.6%

Feasibility
5/10

MVPs are buildable (scrape + prompt LLMs + report) but reliable measurement requires expensive multi-sample probing (~100 prompts/query) across Perplexity/GPT/Claude APIs, and incumbents already own historical baselines.AI Search Visibility Tracking Tools ChatGPT PerplexityAI Visibility Platform Pricing in 2025: What Promptwatch, Profound, Peec AI, and Otterly.AI Actually Charged

Can retrieval agents like ChatGPT and Perplexity read your website? Agentis Lux sees what they see. · 20 reactionsDev.to · 2026-07-03 (21d ago)