Audit Report
lightcastapp.github.io· /go/index.html
completed
lightcastapp.github.io/go/index.html
Good Quality(70%)
34d ago#44
of 44
Market Rank
vs Competitors
40
Visibility Score
AI Discovery Rate
1
Mentions
43
Competitors
7
Actions
Mentions by Platform
GPT-4
🟢0
Gemini
🔵0
Claude
🟠1
Insight: Competitors are being discovered more often. See the recommendations below to improve.
Executive Summary
LightCast demonstrates moderate AI visibility in the outdoor photography planning segment, with a visibility score of 40/100 and ranking #44 among eight key competitors. The brand enjoys a favorable perception score of 70/100, driven by its reputation for trusted analytics and strong merger history. However, limited organic AI mentions and moderate competitive strength indicate a need to enhance awareness and differentiation in the market. The primary challenges identified include low organic visibility and insufficient integration of AI capabilities within the user experience, which restricts engagement and growth. Opportunities exist to leverage LightCast’s existing trust and comprehensive data offerings by strategically highlighting AI features and expanding content that showcases unique value. To address these gaps, it is recommended to prioritize targeted visibility campaigns, optimize messaging around AI benefits, and strengthen partnerships with relevant photography communities. Executing these initiatives is expected to elevate market rank, increase user engagement, and position LightCast as a top choice for outdoor photographers seeking innovative planning tools.
Tested across 3 AI models · 14 prompts
AI-Powered
Do This Today
Quick wins to immediately improve your AI visibility
Verified3 actions
1. Add H1 Heading with Primary Keyword
high impactInsert a clear H1 heading at the top of the page, such as 'Outdoor Photography Planning Tool', to help AI models and search engines understand the main topic and improve content discoverability.
Based on: No H1 heading found
5 minSEO
2. Implement Basic Schema.org Markup
high impactAdd relevant Schema.org structured data (e.g., WebApplication or SoftwareApplication) to the homepage to help AI models recognize the site as a photography planning tool and enhance rich result eligibility.
Based on: No schema markup found; structured data: false
30 minTechnical
3. Clarify Key Features in Meta Description
medium impactUpdate the meta description to explicitly mention all four main tools (Goldcast, Starcast, Dronecast, Tricast) to help AI models and search engines better match user queries with the site's unique offerings.
Based on: Meta description exists but does not clearly enumerate all four tools
15 minSEO
Complete these quick wins, then run another audit to see your score improve!
AI Market Intelligence Dashboard
Comprehensive analysis of your brand's position in AI recommendation systemsTested across 3 AI models with 14 prompts
40
Visibility Score
Organic AI Discovery
#44
Market Rank
vs 43 competitors
1
Total Mentions
Across 3 AI models
3.9
Market Average
Below average
Market Position Analysis
Competitive Standing
Market Strength:MODERATE
Discovery Gap: You have 1 mentions vs industry average of 3.9
Gap to Market Leader: 17 additional mentions needed
Platform Breakdown
GPT-4
0mentions
Gemini
0mentions
Claude
1mentions
ChatGPT
Mention Rate0%
Sentimentneutral
12 blind prompts tested
Gemini
Mention Rate0%
Sentimentneutral
12 blind prompts tested
Claude
Mention Rate8%
Appeared at position #1 across the 1 prompt it was mentioned in
Sentimentneutral
12 blind prompts tested
Strategic Intelligence Summary
Test Coverage
- 3 AI models tested
- 14 unique prompts
- 42 total test calls
Key Findings
- Limited organic presence
- Room for significant improvement
Next Actions
- Review detailed recommendations
- Focus on visibility gaps
- Optimize content strategy
- Monitor competitive movement
Competitor Analysis
Discovery Summary
Competitors Analyzed:43
Search Keywords:12
Search Keywords Used
best outdoor photography planning appssunset and sunrise forecast for photographersnight sky visibility forecast appdrone flight weather forecastapps for astrophotography planningbest apps for landscape photographersMilky Way visibility forecast appdrone flight windows appsunset quality forecast appcamera settings calculator for photographersfree sky forecast app for photographersemail alerts for photography weather
LLM Visibility Ranking
Competitive Analysis
Testing Methodology: Each AI model was tested with 12 visibility prompts + 2 sentiment prompts
Total: 14 prompts per model
| Competitor | GPT-4 (out of 14) | Gemini (out of 14) | Claude (out of 14) | Total (combined) | Position |
|---|---|---|---|---|---|
| photopills.com | 5 (36%) | 8 (57%) | 5 (36%) | 18 | #1 |
| photoephemeris.com | 0 (0%) | 2 (14%) | 7 (50%) | 9 | #2 |
| alpenglowapp.com | 2 (14%) | 3 (21%) | 3 (21%) | 8 | #3 |
| sunsurveyor.com | 2 (14%) | 5 (36%) | 1 (7%) | 8 | #4 |
| clearoutside.com | 0 (0%) | 4 (29%) | 4 (29%) | 8 | #5 |
| windy.com | 0 (0%) | 5 (36%) | 2 (14%) | 7 | #6 |
| uavforecast.com | 0 (0%) | 3 (21%) | 2 (14%) | 5 | #7 |
| lightplan.app | 5 (36%) | 0 (0%) | 0 (0%) | 5 | #8 |
| astrospheric.com | 1 (7%) | 2 (14%) | 1 (7%) | 4 | #9 |
| planitphoto.com | 2 (14%) | 1 (7%) | 1 (7%) | 4 | #10 |
| sunsethue.com | 1 (7%) | 1 (7%) | 2 (14%) | 4 | #11 |
| phototimeapp.com | 0 (0%) | 1 (7%) | 3 (21%) | 4 | #12 |
| stellarium.org | 0 (0%) | 3 (21%) | 1 (7%) | 4 | #13 |
| droneweather.com | 0 (0%) | 2 (14%) | 2 (14%) | 4 | #14 |
| fotocast.app | 4 (29%) | 0 (0%) | 0 (0%) | 4 | #15 |
| apps.apple.com | 4 (29%) | 0 (0%) | 0 (0%) | 4 | #16 |
| ventusky.com | 0 (0%) | 4 (29%) | 0 (0%) | 4 | #17 |
| skysafariastronomy.com | 1 (7%) | 1 (7%) | 1 (7%) | 3 | #18 |
| sonuby.com | 1 (7%) | 0 (0%) | 2 (14%) | 3 | #19 |
| skycandyapp.com | 0 (0%) | 1 (7%) | 2 (14%) | 3 | #20 |
| aura.com | 0 (0%) | 1 (7%) | 2 (14%) | 3 | #21 |
| google.com | 0 (0%) | 2 (14%) | 1 (7%) | 3 | #22 |
| solarwatch.app | 3 (21%) | 0 (0%) | 0 (0%) | 3 | #23 |
| spark.mwm.ai | 3 (21%) | 0 (0%) | 0 (0%) | 3 | #24 |
| digitalcameraworld.com | 3 (21%) | 0 (0%) | 0 (0%) | 3 | #25 |
| autopylot.io | 3 (21%) | 0 (0%) | 0 (0%) | 3 | #26 |
| dronecast.com | 0 (0%) | 0 (0%) | 3 (21%) | 3 | #27 |
| viewfindr.com | 0 (0%) | 1 (7%) | 1 (7%) | 2 | #28 |
| blog.rentovault.com | 2 (14%) | 0 (0%) | 0 (0%) | 2 | #29 |
| w4fly.com | 2 (14%) | 0 (0%) | 0 (0%) | 2 | #30 |
| drone-forecast.com | 2 (14%) | 0 (0%) | 0 (0%) | 2 | #31 |
| photoweather.app | 2 (14%) | 0 (0%) | 0 (0%) | 2 | #32 |
| tryhelios.app | 2 (14%) | 0 (0%) | 0 (0%) | 2 | #33 |
| sunlitt.app | 2 (14%) | 0 (0%) | 0 (0%) | 2 | #34 |
| goldenlight.app | 0 (0%) | 2 (14%) | 0 (0%) | 2 | #35 |
| magichourapp.com | 0 (0%) | 2 (14%) | 0 (0%) | 2 | #36 |
| goldenhourcalculator.com | 0 (0%) | 2 (14%) | 0 (0%) | 2 | #37 |
| skylightforecast.com | 0 (0%) | 2 (14%) | 0 (0%) | 2 | #38 |
| fotocastapp.com | 0 (0%) | 2 (14%) | 0 (0%) | 2 | #39 |
| auradrone.com | 0 (0%) | 2 (14%) | 0 (0%) | 2 | #40 |
| maps.me | 0 (0%) | 2 (14%) | 0 (0%) | 2 | #41 |
| weatherandradar.com | 0 (0%) | 2 (14%) | 0 (0%) | 2 | #42 |
| gaiagps.com | 0 (0%) | 0 (0%) | 2 (14%) | 2 | #43 |
Your Website lightcastapp.github.io | 0 (0%) | 0 (0%) | 1 (7%) | 1 | #44 |
Key Insights
Market Leader: PhotoPills (64% success rate)
Platform Dominance: Gemini favored
Your Success Rate: 2% overall
Performance Context: Success rates above 20% indicate strong AI visibility. Rates above 50% suggest market-leading performance in AI discovery systems.
Prompt Results
See exactly which prompts surfaced your brand and which ones missed it
Who are the best apps for outdoor photographers to forecast sunset and sunrise quality?
RecommendationAwareness
Tested on:ChatGPTGeminiClaude
Which apps provide reliable night sky and Milky Way visibility forecasts for astrophotographers?
RecommendationAwareness
Tested on:ChatGPTGeminiClaude
Can you recommend top apps that help drone pilots find optimal flight windows based on weather?
RecommendationAwareness
Tested on:ChatGPTGeminiClaude
What are the top 5 apps for planning landscape photography sessions with accurate light forecasts?
CategoryConsideration
Tested on:ChatGPTGeminiClaude
What apps can help me get email alerts when sunset or sunrise conditions meet my photography needs?
Problem-SolutionConsideration
Tested on:ChatGPTGeminiClaude
I'm struggling to find good apps that combine drone flight readiness with weather forecasts. Which ones would you suggest?
Problem-SolutionConsideration
Tested on:ChatGPTGeminiClaude
For a drone pilot needing quick weather and flight window info, which app would you recommend in the US?
Use-CaseDecision
Tested on:ChatGPTGeminiClaude
Where should I go to find apps that help me plan sunset shoots with customizable alerts in the US?
Use-CaseDecision
Tested on:ChatGPTGeminiClaude
Can you recommend apps that combine camera exposure calculators with sky condition forecasts for outdoor photography?
Use-CaseDecision
Tested on:ChatGPTGeminiClaude
Who are the best Outdoor Photography Planning Tools?
RecommendationAwareness
Tested on:ChatGPTGeminiClaude
Can you recommend a good Outdoor Photography Planning Tool?
RecommendationAwareness
Tested on:ChatGPTGeminiClaude
How AI Sees Your Brand
Analysis of tone, authority, and positioning across all AI responses that mentioned your brand
70/100
GoodMeasures how positively and authoritatively AI models describe your brand when they mention it.
Sentiment across 4 mentions
0
Negative
2
Neutral
2
Positive
Recognition
high
Strong recommendation tone
Expertise
expert
Cutting-edge/established innovation
Market Position
leader
Perceived as trustworthy/cautious
What AI Trusts About You
- +comprehensive data aggregation
- +global reach
- +widely used by organizations, educators, and governments
- +result of a merger between two respected brands (Emsi and Burning Glass)
Your Differentiators
- *combination of real-time and traditional labor market data
- *advanced skill analytics and mapping
Risks to Watch
- data may lack local nuance or context
- potentially prohibitive pricing for smaller users
Opportunities
- expand accessibility for smaller organizations
- enhance data contextualization and interpretation support
Key Takeaways
1LightCast is perceived as a trusted, leading provider in labor market analytics.
2Its merger history and comprehensive data are seen as major strengths.
3The main risks are around data interpretation and affordability for some segments.
Detailed Website Analysis
Basic Information
Title:LightCast — From Forecast to Capture
Industry:
Content Type:B2C — Free web-based tool for individual outdoor photographers, no account required
SEO Score:64.1/100
Word Count:639
Key Features
GoldCast: Sunset and sunrise quality forecasts with location-based scoringStarCast: Night sky visibility, Milky Way, and dark sky condition forecastsDroneCast: Drone flight readiness, optimal flight windows, and support for specific drone modelsTriCast: Camera settings calculators for exposure, ND filters, timelapses, and astrophotographyCustomizable email alerts for sunset/sunrise quality thresholdsNo account or login required for accessSupports both imperial and metric units
Description
Sky forecasts for outdoor photographers to chase better light. Free, no account needed.
Detailed Recommendations
3
High Priority
4
Medium Priority
0
Low Priority
Expand Outdoor Photography Planning Tool Content Library (Current: 639 words)
Content DepthYour website has 639 words of content, which is below the minimum for your industry. AI models heavily favor comprehensive, detailed resources. Competitors with more content will outrank you in AI res...
Impact: high
Effort: high
Timeline: 4-6 weeks
Action Items:
- Create detailed feature pages for each capability: GoldCast: Sunset and sunrise quality forecasts with location-based scoring, StarCast: Night sky visibility, Milky Way, and dark sky condition forecasts, DroneCast: Drone flight readiness, optimal flight windows, and support for specific drone models, TriCast: Camera settings calculators for exposure, ND filters, timelapses, and astrophotography
- Write comprehensive use case guides for Planning landscape photography sessions to capture vibrant sunsets or sunrises, Scheduling astrophotography outings based on Milky Way and dark sky forecasts, Determining safe and optimal times for drone flights for aerial photography
- Develop "How to implement Outdoor Photography Planning Tool" step-by-step tutorials
- Add detailed pricing, integrations, and technical specifications
- Create comprehensive FAQ covering technical and business questions
- Build resource library: templates, guides, best practices
Improve Outdoor Photography Planning Tool Content Specificity
Content QualityYour mentions lack contextual depth. AI models mention you generically rather than highlighting your specific GoldCast: Sunset and sunrise quality forecasts with location-based scoring, StarCast: Nigh...
Impact: high
Effort: medium
Timeline: 2-3 weeks
Action Items:
- Create detailed feature pages for each capability: GoldCast: Sunset and sunrise quality forecasts with location-based scoring, StarCast: Night sky visibility, Milky Way, and dark sky condition forecasts, DroneCast: Drone flight readiness, optimal flight windows, and support for specific drone models, TriCast: Camera settings calculators for exposure, ND filters, timelapses, and astrophotography
- Write implementation guides for Planning landscape photography sessions to capture vibrant sunsets or sunrises, Scheduling astrophotography outings based on Milky Way and dark sky forecasts, Determining safe and optimal times for drone flights for aerial photography scenarios
- Add specific pricing, integrations, and technical specifications
- Include detailed "How it works" sections with screenshots/demos
- Create comparison tables highlighting unique differentiators
- Add customer testimonials mentioning specific features and outcomes
Fix SEO Issues (Current Score: 64.1/100)
Technical PerformanceYour SEO score of 64.1/100 directly impacts AI model discovery. Search engines and AI training data both rely on technical SEO signals to understand and rank your Outdoor Photography Planning Tool co...
Impact: medium
Effort: medium
Timeline: 1-2 weeks
Action Items:
- Optimize page titles to include "Outdoor Photography Planning Tool" and key features
- Write compelling meta descriptions mentioning GoldCast: Sunset and sunrise quality forecasts with location-based scoring and StarCast: Night sky visibility, Milky Way, and dark sky condition forecasts benefits
- Implement proper heading hierarchy (H1, H2, H3) with feature keywords
- Add descriptive alt text to all images and screenshots
- Improve page loading speed and mobile responsiveness
- Fix broken links and optimize internal linking structure
Maintain Outdoor Photography Planning Tool AI Leadership Position
Visibility OptimizationYou have strong AI visibility with 7 total mentions (above the 6 threshold for your industry). Focus on maintaining this advantage and improving mention quality for higher conversion rates.
Impact: medium
Effort: medium
Timeline: 2-3 weeks
Action Items:
- Monitor competitor AI mention frequency and positioning
- Update existing content with latest GoldCast: Sunset and sunrise quality forecasts with location-based scoring, StarCast: Night sky visibility, Milky Way, and dark sky condition forecasts, DroneCast: Drone flight readiness, optimal flight windows, and support for specific drone models features
- Create fresh case studies and customer success stories
- Expand content to cover emerging trends in your industry
- Build thought leadership content positioning you as an expert
- Optimize existing high-performing content for better AI citations
Enhance Outdoor Photography Planning Tool Citation Worthiness
Authority BuildingAI models mention you but without rich context or specific benefits. Improve your citation quality to get more detailed, persuasive mentions.
Impact: medium
Effort: medium
Timeline: 2-4 weeks
Action Items:
- Create authoritative resource: "Complete Outdoor Photography Planning Tool Buyer's Guide"
- Publish detailed feature comparisons with benefits and use cases
- Add comprehensive FAQ sections addressing technical questions
- Include detailed pricing and ROI information
- Create downloadable resources (whitepapers, templates, guides)
- Build backlinks from authoritative publications in your space
Outcompete 3 AI-mentioned Outdoor Photography Planning Tool Rivals
Competitive IntelligenceThe AI models mentioned 43 competitors in your space. photopills.com, photoephemeris.com, alpenglowapp.com are your primary rivals for AI visibility. Build content that positions you as the superior c...
Impact: high
Effort: high
Timeline: 3-4 weeks
Action Items:
- Research photopills.com, photoephemeris.com, alpenglowapp.com feature sets and positioning
- Create "Alternative to [Competitor]" landing pages for top 3 rivals
- Write detailed comparison: "Why choose [Your Brand] over [Competitor]"
- Build feature comparison tables highlighting your GoldCast: Sunset and sunrise quality forecasts with location-based scoring, StarCast: Night sky visibility, Milky Way, and dark sky condition forecasts, DroneCast: Drone flight readiness, optimal flight windows, and support for specific drone models advantages
- Target competitor brand keywords in your content strategy
- Create "Switching from [Competitor]" migration guides
GEO Readiness Audit
47/100
GEO Readiness Score
Score Breakdown
AI Crawler Access20/20
AI Discoverability5/15
Schema Markup Quality6/25
Content Extractability6/25
E-E-A-T Signals10/15
AI Crawler Access
CCBot
GPTBot
ClaudeBot
ChatGPT-User
PerplexityBot
Google-Extended
Applebot-Extended
AI Discoverability
llms.txt
Sitemap
Canonical Tag
AI-Relevant Schema
FAQ Schema
Organization
Product/Service
Article
HowTo
Review/Rating
Open Graph
Twitter Cards
Content Extractability
Clean Heading Hierarchy
FAQ Content
Statistics & Data
Expert Quotes
Clear Definitions
Word count: 639(recommend 800+ for AI visibility)
E-E-A-T Signals
Author Attribution
About Page
Trust Signals
Meta Description
Title Tag
GEO Recommendations
high
Add FAQPage schema markup. Pages with FAQ schema are 2-3x more likely to be cited by AI models.
Schema Markup · Effort: medium
medium
Add Organization schema to help AI models correctly identify and describe your brand.
Schema Markup · Effort: easy
medium
Add specific statistics and data points. Pages with stats are ~22% more likely to be cited by AI.
Content Depth · Effort: easy
medium
Add author attribution to your content. E-E-A-T signals help AI models trust and cite your content.
E-E-A-T · Effort: easy
medium
Add an llms.txt file to guide AI crawlers. This tells AI models what your site does and how to describe it. See llmstxt.org for the spec.
AI Discoverability · Effort: easy
medium
Add a sitemap.xml to help AI crawlers discover your content.
AI Discoverability · Effort: easy
Third-Party Presence
13/100
Third-Party Presence Score
Minimal third-party presence (1/8 platforms). AI models have limited external signals to draw from when considering your brand.
Review Platforms
G2
Capterra
Trustpilot
Product Hunt
Community Presence
Knowledge Bases
Wikipedia
Crunchbase
Developer Platforms
GitHub
1 / 8 platforms detected
Recommendations
- Create profiles on review platforms (G2, Capterra, Trustpilot). AI models heavily reference these when making recommendations.
- Establish presence on knowledge platforms (Wikipedia, Crunchbase). These serve as primary factual sources for AI models.
- Create a GitHub presence for your tech brand. Developer-oriented brands benefit from open-source visibility.