Lack of visibility into how a company appears in AI search results across LLMs: VALIDATE, 62/100 | Ideas Lab

Monitor where your company shows up in ChatGPT, Claude, Perplexity, and other AI search results.

The pain

Companies can't see if they're mentioned in LLM responses. A founder searching their company name in ChatGPT gets different results than their competitor. Marketing teams have no visibility into this new discovery channel. They're flying blind while AI search grows.

The gap

Traditional SEO tools track Google rankings. No tool currently tracks LLM mentions at scale. Existing solutions either don't exist or require expensive enterprise platforms. The gap is real but unproven in terms of willingness to pay.

Build angle

Start with a simple dashboard: enter your company name, get weekly snapshots of mentions across 5-10 major LLMs. Show context (what query triggered the mention, what was said). Charge $99-299/month. Target mid-market B2B companies first. Expand to tracking competitors and industry keywords.

Strengths

Clear, specific problem that founders and marketers understand immediately
Timing advantage, LLM search is growing but monitoring tools don't exist yet
Low barrier to entry technically, web scraping + LLM API calls + simple UI
Recurring revenue model with natural expansion (more keywords, more LLMs, competitor tracking)
Defensible through data collection and LLM relationship access

Risks

LLM outputs are non-deterministic, same query returns different results, making tracking unreliable
Most LLMs prohibit scraping in their terms of service; building at scale may hit legal/technical walls
Demand unproven, companies may not care about LLM mentions yet; Google rankings still dominate decision-making
LLM providers could launch their own analytics dashboards, killing the business overnight
Market size unclear, how many companies actually need this? Early adopters exist but mainstream adoption is speculative
Retention risk, if LLM mentions don't correlate with business outcomes, customers churn

Fly Labs Method

Is the pain real, is there a gap, is it the right time, can one person build it.

62

Value Equation

Dream outcome and how likely it feels, against the time and effort it costs.

58

One-Person Business

Curiosity pull, identity fit, and a path from free value to paid for a solo creator.

71

Viral Frameworks

Hook strength, shareability, and how cheaply it can be tested.

55

Builder Lens

Evidence the problem exists, timing, defensibility, and a model that fits on a napkin.

64

Five lenses, one composite. How scoring works

The angle

Start with a simple dashboard: enter your company name, get weekly snapshots of mentions across 5-10 major LLMs. Show context (what query triggered the mention, what was said). Charge $99-299/month. Target mid-market B2B companies first. Expand to tracking competitors and industry keywords.

No market research recorded for this idea yet.

Brands can't track AI search visibility

Brands lack effective monitoring of how well they appear in AI search results from tools like ChatGPT, Gemini, Grok, and Perplexity, hindering optimization.

SEO & Geo

VALIDATE

72FL score

Appear in AI search results (AEO)

ShowYourBrand helps businesses appear in AI search results from Claude, ChatGPT, Perplexity, etc. As AI-powered search grows, traditional SEO is not enough. Answer Engine Optimization (AEO) is emerging as a new discipline.

SEO & Geo

VALIDATE

68FL score

Social Media-Powered Search and Content Discovery

Lumona built an AI search engine that surfaces insights from social media. The problem is real—social media contains valuable signals that Google doesn't prioritize. A solo builder could create a leaner version focused on a specific niche (e.g., trending tech discussions, investment sentiment).

SEO & Geo

BUILD

67FL score

All SEO & Geo ideas