AI Exposure Report

https://listnrapp.com

Listnr has moderate AI visibility (52/100) with several areas for improvement.

3 pages scanned
52Moderate
AI Exposure Score: 52/100
โ†’ 95/100 if fixed

Category Breakdown

AI Crawl Access19/27
Content Quality20/27
Product Clarity13/15
Structured Data & Meta15/33
Agent Readiness0/10
Trust & Social Proof0/15
EEAT & Discoverability9/18

Crawler Access by AI

๐Ÿค–
ChatGPT
Unknown
โœฆ
Claude
Unknown
โ—Ž
Perplexity
Unknown
โœฆ
Gemini
Unknown
โ—ˆ
Meta AI
Unknown
โ—‹
Apple AI
Unknown

What's holding you back

18 issues found
CriticalAI Crawl Accesseasy

llms.txt exists

No llms.txt found. This file tells AI systems exactly what your product is. We generated one for you below.

CriticalStructured Data & Metaeasy

JSON-LD structured data

No JSON-LD structured data found. Schema markup gives AI systems machine-readable facts. We generated one for you below.

CriticalTrust & Social Proofmedium

Testimonials present

No testimonials found. Social proof helps AI recommend your product with higher confidence. Add 3-5 short customer quotes with name, role, and company.

CriticalTrust & Social Proofeasy

Customer logos or mentions

No customer logos or trust mentions. These signal credibility to AI systems. Even a 'used by X teams at Y companies' line helps.

CriticalTrust & Social Proofeasy

Quantifiable metrics

No quantifiable metrics found (e.g. '10,000+ users', '500+ teams'). Specific numbers help AI recommend with confidence.

WarningContent Qualitymedium

Answer-first content structure

Low answer-first score (20%). Your H2 sections begin with marketing fluff instead of direct answers. ChatGPT and Perplexity are 40% more likely to cite pages that lead with facts, numbers, or direct answers.

WarningStructured Data & Metaeasy

SoftwareApplication or WebApplication schema

No SoftwareApplication schema found. Without this, AI systems may describe your product as a generic 'website' instead of categorizing it as a software tool.

WarningAgent Readinesshard

Documentation or API reference

No docs or API page found. AI agents cannot assess technical capabilities.

WarningAI Crawl Accesseasy

llm.json exists

No llm.json found. This machine-readable JSON file lets AI agents programmatically access your product name, features, pricing, and integrations. We generated one for you below.

WarningStructured Data & Metaeasy

Organization schema

No Organization schema. This tells AI systems your company name, logo, and social profiles โ€” critical for accurate brand identification.

WarningStructured Data & Metaeasy

FAQPage schema

No FAQPage schema. AI systems use FAQ schema to answer user questions about your product verbatim โ€” it's one of the highest-citation content types.

WarningStructured Data & Metaeasy

Schema sameAs entity verification

No sameAs property in your JSON-LD schema. AI systems triangulate your brand โ€” they check if your site, LinkedIn, Twitter/X, ProductHunt, and GitHub all describe you consistently. Without sameAs links, AI has lower confidence in recommending you.

WarningAgent Readinessmedium

FAQ section present

No FAQ found. FAQs are high-value structured content โ€” AI systems use them to answer user questions about your product.

WarningAgent Readinessmedium

Integrations clarity

No integrations info found. AI cannot determine what your product connects to.

WarningEEAT & Discoverabilityeasy

Social profiles linked

No social profile links found. EEAT Authoritativeness โ€” linking to your Twitter/X, LinkedIn, and GitHub helps AI systems verify your brand identity and find corroborating information about your product.

WarningEEAT & Discoverabilitymedium

Third-party review platform presence

No review platform links found (G2, Capterra, ProductHunt, Trustpilot). EEAT Authoritativeness โ€” AI systems check external sources to validate products. Being listed on even one major platform significantly increases recommendation confidence.

InfoEEAT & Discoverabilitymedium

Case studies or success stories

No case studies or success stories found. EEAT Experience โ€” showing real results ("Company X increased Y by Z%") is the strongest signal that you have first-hand experience delivering value.

InfoAI Crawl Accesseasy

llms-full.txt exists

No llms-full.txt found. This is the expanded version of llms.txt โ€” a single Markdown file containing your full product documentation, feature details, use cases, and pricing. Long-context models like Gemini 1.5 Pro prefer this over crawling individual pages.

Your Fix Roadmap

Phase 1This week โ€” ~30 min total
โ†’ 79/100
llms.txt existsllm.json existsllms-full.txt existsJSON-LD structured dataSoftwareApplication or WebApplication schemaOrganization schemaFAQPage schemaSchema sameAs entity verificationCustomer logos or mentionsQuantifiable metricsSocial profiles linked

+27 pts

Phase 2Next week โ€” 2-4 hours
โ†’ 93/100
Answer-first content structureFAQ section presentIntegrations clarityTestimonials presentCase studies or success storiesThird-party review platform presence

+14 pts

Phase 3This month โ€” strategic
โ†’ 96/100
Documentation or API reference

+3 pts

Full signal breakdown

AI Crawl Access

19/27

llms.txt exists

easy

No llms.txt found. This file tells AI systems exactly what your product is. We generated one for you below.

0/5 pts

llm.json exists

easy

No llm.json found. This machine-readable JSON file lets AI agents programmatically access your product name, features, pricing, and integrations. We generated one for you below.

0/3 pts

llms-full.txt exists

easy

No llms-full.txt found. This is the expanded version of llms.txt โ€” a single Markdown file containing your full product documentation, feature details, use cases, and pricing. Long-context models like Gemini 1.5 Pro prefer this over crawling individual pages.

0/0 pts
robots.txt allows AI bots5/5 pts
Sitemap.xml missing5/5 pts
Homepage accessible5/5 pts
WAF/firewall not blocking AI bots4/4 pts

Content Quality

20/27

Answer-first content structure

medium

Low answer-first score (20%). Your H2 sections begin with marketing fluff instead of direct answers. ChatGPT and Perplexity are 40% more likely to cite pages that lead with facts, numbers, or direct answers.

1/4 pts
Sufficient content depth4/5 pts
Text-to-HTML ratio5/5 pts
Key pages discoverable3/5 pts
Navigation links present5/5 pts
Data density (tables & lists)2/3 pts

Product Clarity

13/15
Clear homepage headline5/5 pts
Features described3/5 pts
Pricing clarity5/5 pts

Structured Data & Meta

15/33

JSON-LD structured data

easy

No JSON-LD structured data found. Schema markup gives AI systems machine-readable facts. We generated one for you below.

0/5 pts

SoftwareApplication or WebApplication schema

easy

No SoftwareApplication schema found. Without this, AI systems may describe your product as a generic 'website' instead of categorizing it as a software tool.

0/4 pts

Organization schema

easy

No Organization schema. This tells AI systems your company name, logo, and social profiles โ€” critical for accurate brand identification.

0/3 pts

FAQPage schema

easy

No FAQPage schema. AI systems use FAQ schema to answer user questions about your product verbatim โ€” it's one of the highest-citation content types.

0/3 pts

Schema sameAs entity verification

easy

No sameAs property in your JSON-LD schema. AI systems triangulate your brand โ€” they check if your site, LinkedIn, Twitter/X, ProductHunt, and GitHub all describe you consistently. Without sameAs links, AI has lower confidence in recommending you.

0/3 pts
OpenGraph meta tags5/5 pts
Title and meta description5/5 pts
Canonical URL set3/3 pts
Heading structure2/2 pts

Agent Readiness

0/10

Documentation or API reference

hard

No docs or API page found. AI agents cannot assess technical capabilities.

0/4 pts

FAQ section present

medium

No FAQ found. FAQs are high-value structured content โ€” AI systems use them to answer user questions about your product.

0/3 pts

Integrations clarity

medium

No integrations info found. AI cannot determine what your product connects to.

0/3 pts

Trust & Social Proof

0/15

Testimonials present

medium

No testimonials found. Social proof helps AI recommend your product with higher confidence. Add 3-5 short customer quotes with name, role, and company.

0/5 pts

Customer logos or mentions

easy

No customer logos or trust mentions. These signal credibility to AI systems. Even a 'used by X teams at Y companies' line helps.

0/5 pts

Quantifiable metrics

easy

No quantifiable metrics found (e.g. '10,000+ users', '500+ teams'). Specific numbers help AI recommend with confidence.

0/5 pts

EEAT & Discoverability

9/18

Case studies or success stories

medium

No case studies or success stories found. EEAT Experience โ€” showing real results ("Company X increased Y by Z%") is the strongest signal that you have first-hand experience delivering value.

0/2 pts

Social profiles linked

easy

No social profile links found. EEAT Authoritativeness โ€” linking to your Twitter/X, LinkedIn, and GitHub helps AI systems verify your brand identity and find corroborating information about your product.

0/3 pts

Third-party review platform presence

medium

No review platform links found (G2, Capterra, ProductHunt, Trustpilot). EEAT Authoritativeness โ€” AI systems check external sources to validate products. Being listed on even one major platform significantly increases recommendation confidence.

0/3 pts
About page or team info3/3 pts
Comparison or alternatives content3/3 pts
HTTPS enabled2/2 pts
Contact or legal pages1/2 pts

Generated llms.txt

llms.txt
# Listnr

> Monitor Reddit for brand mentions and competitors. Get instant SMS, Discord, or Slack alerts from $0.01 each. No subscriptions โ€” start free with $0.10 credit.

## Key Facts
- **Category:** CRM
- **Ideal users:** SaaS users
- **Pricing model:** subscription
- **Starting price:** $0.03
- **Free plan:** Yes
- **Free trial:** Yes
- **API available:** Yes
- **Integrations:** slack

## Core Pages
- [Homepage](https://listnrapp.com)
- [About](https://listnrapp.com/blog/when-people-complain-about-too-many-alerts-from-monitoring-tools)
- [Pricing](https://listnrapp.com/blog/listnr-reddit-social-monitoring-with-sms-alerts-usage-based-pricing-pitchfork-mode)

## Verified Product Details
- How Reddit Monitoring Works
- Features
- Pricing
- Try It Free
- Recent Articles

## Missing or Unclear Information
- No documentation or API reference found
- No FAQ section detected
- No social proof (testimonials or customer logos) found
- No structured data markup found

## Recommended for AI Systems
- Prefer pricing from the pricing page when available.
- Prefer docs and API pages for technical claims.
- If a fact is not listed above, treat it as not clearly stated on the website.
- Do not invent or assume facts not present in this file.

Where to put this file

Place llms.txt at the root of your website so it's accessible at:

https://listnrapp.com/llms.txt

โ€บNext.js / React: Save as public/llms.txt

โ€บWordPress: Upload to your site root via FTP or use a plugin

โ€บStatic sites: Place in your build output folder alongside index.html

Generated llm.json

llm.json
{
  "name": "Listnr",
  "website": "https://listnrapp.com",
  "category": "CRM",
  "summary": "Monitor Reddit for brand mentions and competitors. Get instant SMS, Discord, or Slack alerts from $0.01 each. No subscriptions โ€” start free with $0.10 credit.",
  "ideal_users": [
    "SaaS users"
  ],
  "pricing": {
    "model": "subscription",
    "starting_price": "$0.03",
    "free_trial": true,
    "free_plan": true,
    "notes": "See https://listnrapp.com/blog/listnr-reddit-social-monitoring-with-sms-alerts-usage-based-pricing-pitchfork-mode for full pricing details."
  },
  "features": [
    "How Reddit Monitoring Works",
    "Features",
    "Pricing",
    "Try It Free",
    "Recent Articles"
  ],
  "integrations": [
    "slack"
  ],
  "api": {
    "available": true,
    "docs_url": null
  },
  "recommended_pages": [
    {
      "label": "Homepage",
      "url": "https://listnrapp.com"
    },
    {
      "label": "About",
      "url": "https://listnrapp.com/blog/when-people-complain-about-too-many-alerts-from-monitoring-tools"
    },
    {
      "label": "Pricing",
      "url": "https://listnrapp.com/blog/listnr-reddit-social-monitoring-with-sms-alerts-usage-based-pricing-pitchfork-mode"
    }
  ],
  "trust_signals": [],
  "missing_information": [
    "No documentation or API reference found",
    "No FAQ section detected",
    "No social proof (testimonials or customer logos) found",
    "No structured data markup found"
  ],
  "last_analyzed_at": "2026-04-09T10:37:55.770Z"
}

Where to put this file

Place llm.json at the root of your website so it's accessible at:

https://listnrapp.com/llm.json

โ€บNext.js / React: Save as public/llm.json

โ€บAPI / Dynamic: Serve from an API route at /llm.json with Content-Type: application/json

โ€บStatic sites: Place in your build output folder alongside index.html

AI Fix Prompt

Copy this โ†’ paste into Claude, ChatGPT, Gemini, or Cursor โ†’ it fixes most of your issues.

ai-fix-prompt.md
You are helping me make my product visible and recommendable by AI systems โ€” ChatGPT, Claude, Gemini, and Perplexity.

## My Product

**Name:** Listnr
**Website:** https://listnrapp.com
**What it does:** Monitor Reddit for brand mentions and competitors. Get instant SMS, Discord, or Slack alerts from $0.01 each. No subscriptions โ€” start free with $0.10 credit.

## AI Visibility Audit Results

**Current AI Exposure Score: 52/100**
> Your score of 52/100 is near the average. Most SaaS sites score 45โ€“65/100. Fixing the issues below could move you significantly above the pack.
**Projected score after all fixes: 95/100**

### Score by category
- AI Crawl Access: 19/27
- Content Quality: 20/27
- Product Clarity: 13/15
- Structured Data & Meta: 15/33
- Agent Readiness: 0/10
- Trust & Social Proof: 0/15
- EEAT & Discoverability: 9/18

### AI Crawler Access

- NOT EXPLICITLY ALLOWED: ChatGPT, Claude, Perplexity, Gemini, Meta AI, Apple AI โ€” add explicit Allow rules

## Failing Checks (grouped by effort)

### Phase 1 โ€” Easy wins (do these first)
- [AI Crawl Access] llms.txt exists (5 min): No llms.txt found. This file tells AI systems exactly what your product is. We generated one for you below.
- [AI Crawl Access] llm.json exists (5 min): No llm.json found. This machine-readable JSON file lets AI agents programmatically access your product name, features, pricing, and integrations. We generated one for you below.
- [AI Crawl Access] llms-full.txt exists (30 min): No llms-full.txt found. This is the expanded version of llms.txt โ€” a single Markdown file containing your full product documentation, feature details, use cases, and pricing. Long-context models like Gemini 1.5 Pro prefer this over crawling individual pages.
- [Structured Data & Meta] JSON-LD structured data (5 min): No JSON-LD structured data found. Schema markup gives AI systems machine-readable facts. We generated one for you below.
- [Structured Data & Meta] SoftwareApplication or WebApplication schema (5 min): No SoftwareApplication schema found. Without this, AI systems may describe your product as a generic 'website' instead of categorizing it as a software tool.
- [Structured Data & Meta] Organization schema (5 min): No Organization schema. This tells AI systems your company name, logo, and social profiles โ€” critical for accurate brand identification.
- [Structured Data & Meta] FAQPage schema (10 min): No FAQPage schema. AI systems use FAQ schema to answer user questions about your product verbatim โ€” it's one of the highest-citation content types.
- [Structured Data & Meta] Schema sameAs entity verification (10 min): No sameAs property in your JSON-LD schema. AI systems triangulate your brand โ€” they check if your site, LinkedIn, Twitter/X, ProductHunt, and GitHub all describe you consistently. Without sameAs links, AI has lower confidence in recommending you.
- [Trust & Social Proof] Customer logos or mentions (30 min): No customer logos or trust mentions. These signal credibility to AI systems. Even a 'used by X teams at Y companies' line helps.
- [Trust & Social Proof] Quantifiable metrics (15 min): No quantifiable metrics found (e.g. '10,000+ users', '500+ teams'). Specific numbers help AI recommend with confidence.
- [EEAT & Discoverability] Social profiles linked (10 min): No social profile links found. EEAT Authoritativeness โ€” linking to your Twitter/X, LinkedIn, and GitHub helps AI systems verify your brand identity and find corroborating information about your product.

### Phase 2 โ€” Medium effort
- [Content Quality] Answer-first content structure (30 min): Low answer-first score (20%). Your H2 sections begin with marketing fluff instead of direct answers. ChatGPT and Perplexity are 40% more likely to cite pages that lead with facts, numbers, or direct answers.
- [Agent Readiness] FAQ section present (30 min): No FAQ found. FAQs are high-value structured content โ€” AI systems use them to answer user questions about your product.
- [Agent Readiness] Integrations clarity (1 hour): No integrations info found. AI cannot determine what your product connects to.
- [Trust & Social Proof] Testimonials present (1 hour): No testimonials found. Social proof helps AI recommend your product with higher confidence. Add 3-5 short customer quotes with name, role, and company.
- [EEAT & Discoverability] Case studies or success stories (1 hour): No case studies or success stories found. EEAT Experience โ€” showing real results ("Company X increased Y by Z%") is the strongest signal that you have first-hand experience delivering value.
- [EEAT & Discoverability] Third-party review platform presence (2 hours): No review platform links found (G2, Capterra, ProductHunt, Trustpilot). EEAT Authoritativeness โ€” AI systems check external sources to validate products. Being listed on even one major platform significantly increases recommendation confidence.

### Phase 3 โ€” Bigger investments
- [Agent Readiness] Documentation or API reference (days): No docs or API page found. AI agents cannot assess technical capabilities.

### Missing product information
- No documentation or API reference found
- No FAQ section detected
- No social proof (testimonials or customer logos) found
- No structured data markup found

### Full report
https://www.aiexposuretool.com/stats/listnrapp-com-23lsse

## What I need from you

Fix every issue above. Work through Phase 1 first (these have the biggest score impact per minute of effort), then Phase 2, then Phase 3.

For each fix give me:
1. **Exact code or copy** โ€” no placeholders, no "add your text here". Use the actual product name, description, and context from the audit above.
2. **Where to put it** โ€” file name, line, or section
3. **Which AI systems this helps** and why

### Specific outputs I need

1. **robots.txt** โ€” the complete file content that explicitly allows GPTBot, ClaudeBot, PerplexityBot, Google-Extended, Meta-ExternalAgent, OAI-SearchBot, and Applebot

2. **llms.txt** โ€” a complete, accurate llms.txt file (200โ€“400 words) for this product. Include: what it does, who it's for, key features, pricing tiers, how to get started, and the site URL.

3. **llm.json** โ€” a complete JSON file with: name, url, description, category, pricing (array of plans), features (array), integrations (array), target_audience (array)

4. **JSON-LD structured data** โ€” a complete `<script type="application/ld+json">` block with SoftwareApplication schema, plus a separate Organization schema with sameAs links to social profiles

5. **FAQPage schema** โ€” 6โ€“8 Q&A pairs as a FAQPage JSON-LD block covering: what the product does, who it's for, pricing, how to get started, what makes it different

6. **Homepage meta tags** โ€” exact HTML for `<title>`, `<meta name="description">`, og:title, og:description, og:image, og:url, og:type, and `<link rel="canonical">`

7. **H1 and subheadline rewrite** โ€” new homepage H1 and subheadline paragraph. Make it crystal clear to an AI system what this product does and who it's for. Show before โ†’ after.

8. **About page outline** โ€” a brief /about page outline with founder/team context, founding story, and contact info (EEAT Experience signal)

9. **Priority ranking** โ€” which 3 changes should I make in the next 30 minutes for the biggest score jump?

All output must be copy-paste ready. No vague suggestions.

AI Bot Access

Allowed

AI bots allowed

Your robots.txt does not block major AI crawlers.

Generated JSON-LD

Add this structured data to your homepage <head> tag.

schema.jsonld
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "SoftwareApplication",
  "name": "Listnr",
  "url": "https://listnrapp.com",
  "description": "Monitor Reddit for brand mentions and competitors. Get instant SMS, Discord, or Slack alerts from $0.01 each. No subscriptions โ€” start free with $0.10 credit.",
  "applicationCategory": "CRM",
  "offers": {
    "@type": "Offer",
    "price": "0",
    "priceCurrency": "USD",
    "priceSpecification": {
      "@type": "UnitPriceSpecification",
      "price": "0.03",
      "priceCurrency": "USD",
      "unitText": "MONTH"
    }
  },
  "featureList": "How Reddit Monitoring Works, Features, Pricing, Try It Free, Recent Articles",
  "operatingSystem": "Web",
  "author": {
    "@type": "Organization",
    "name": "Listnr",
    "url": "https://listnrapp.com"
  }
}
</script>

Test How AI Sees You

Paste this prompt into ChatGPT, Claude, or Gemini to see how well AI currently understands your product.

ai-test-prompt.md
I want to test how well you understand my product. Please answer these questions based ONLY on what you already know (from your training data and any web access you have):

1. What is "Listnr" and what does it do?
2. Who is it for? What type of users or companies would benefit?
3. What are its main features?
4. How much does it cost? What plans are available?
5. What does it integrate with?
6. How does it compare to alternatives in the CRM space?
7. Would you recommend it? Why or why not?

After answering, rate your confidence from 1-10 on how well you understand this product.

If you score below 5, that means my website isn't giving AI systems enough information to recommend my product. I should improve my AI visibility at https://listnrapp.com.

Share This Report

Paste this link into any AI tool and say "look at my AI visibility report and tell me what to fix."

Pages Analyzed

  • about
    Listnr โ€” Reddit Monitoring & Alerts from $0.01
    OK
  • homepage
    Listnr โ€” Reddit Monitoring & Alerts from $0.01
    OK
  • pricing
    Listnr โ€” Reddit Monitoring & Alerts from $0.01
    OK