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Elmo

LLM Optimization (LLMO = Elmo) also known as AEO/GEO/AIO. Understand how LLMs think about your brand.

AI · Founded 2025 · United States

AI
Analytics
SaaS

Visit elmohq.com ↗Founder interest ↓

Can you vibecode this?

Yes

The core loop — run prompts against LLM APIs, parse brand mentions and citations, display trends and competitor share — is pure code. Scraping and API polling are standard work. A builder ships this, and the open-source repo proves it already exists.

Build This with Leapd →

The business

Total revenue

$60K+

Verified recently

Monthly revenue

$5K+/mo

↑ Growing · 60-day average

Peak month

~$6K

Best single month

Growth

+20%

Early months vs recent

For owners

Own Elmo? List it for sale.

Founders read this page looking for a business to build like your $5K+/mo one — some would rather buy one that already works. They skip the line, you get a clean exit. $25 one-time, no commission.

Why it works

Value proposition
Shows brands exactly how AI models mention and cite them.
Problem
Brands cannot see how AI answer engines represent them or their competitors.
Audience
B2B marketers and SEO teams optimizing for AI answer engines.
Business model
Monthly or annual cloud subscriptions from $29, with white-label and off-site AEO tiers priced separately.

Good to knowSelf-host free foreverOpen sourceGitHubOpenRouterDiscord community30-min demo available

Can you vibecode this?

Yes

Moat

Community
Switching costs

Why people pay Elmo

Elmo has an active open-source community on GitHub and Discord, accumulated prompt history and trend data that a fresh copy starts without, and a reputation as the affordable alternative to Profound. Customers who have built up months of visibility data and benchmarks have real cost to starting over.

Product complexity
Moderate
The product must scrape ChatGPT and poll multiple LLM APIs on a scheduled, per-prompt basis.
Data
Low
All data comes from live AI model APIs and web scraping; no proprietary corpus is needed.
Integrations & infrastructure
Moderate
The product connects to ChatGPT via scraping and to Claude, Gemini, Grok, Mistral, DeepSeek and others via API.
Human operations
Low
The cloud product is fully automated; no human delivery is required.
Regulation / hardware
Low
No licences or regulatory approvals are required to operate this platform.

Build this business

Use the build specification below with any AI coding tool, or build it directly with Leapd.

Build This with Leapd →

Leapd builds

AI visibility dashboard with prompt tracking, share-of-voice, citation analysis and competitor benchmarking
Monthly or annual subscriptions with per-brand and per-prompt tiers, charged with Stripe
ChatGPT, Claude, Gemini, Grok, Mistral, DeepSeek, Perplexity, Copilot and OpenRouter connections
A landing page

Leapd runs

Cold email outreach to potential customers
Meta ads
LinkedIn and X posts
SEO and AI-search visibility
A daily report of what shipped

Opportunity check

Passes: Proven market: $5K+/mo already paid for it
Passes: Proven model: Tiered monthly subscriptions, self-host free, white-label custom
Passes: Proven need: Marketers need AI brand visibility daily
Passes: Buildable: Leapd builds it end to end

build-spec.txt

Build a SaaS platform that tracks brand visibility across AI answer engines and is sold as a managed cloud subscription.

Product:
- User accounts with a dashboard showing current visibility score, share of voice and 30-day trends
- Prompt management: add, tag, search and organize prompts; track per-prompt visibility scores and trend lines
- Scheduled polling of AI models per prompt, recording brand mentions, competitor mentions and cited sources
- Share-of-voice leaderboard comparing the user's brand against named competitors across all tracked models
- Citation analysis showing which domains and URLs each AI model cites, with new and dropped source tracking
- Query fan-out view showing the web searches AI engines generate from each prompt
- Deep-dive view showing the exact AI response text for any prompt-model pairing
- AI-generated optimization recommendations ranked by impact: content to create, pages to refresh, sources to pitch
- Multi-brand support with per-brand prompt and model configuration

Billing:
- Monthly or annual subscriptions tiered by brand count, tracked prompt count and model access, charged with Stripe; extra prompt-model pairings billed at a per-unit add-on rate

Integrations:
- ChatGPT (via web scraping), Claude, Gemini, Grok, Mistral, DeepSeek, Perplexity, Copilot and OpenRouter connected through their APIs using the customer's own credentials