How We Analyze Your Project

A comprehensive, AI-powered diagnostic process that examines every critical dimension of your product, market position, and competitive landscape to deliver actionable insights.

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The Five Core Dimensions

Our AI analyzes your project across five critical dimensions that determine success in the market.

01

Product Quality

We evaluate your product's core features, functionality, code quality, stability, and overall polish. Does your product do what it promises?

What we assess:

  • • Feature completeness
  • • Performance & reliability
  • • Bug frequency & handling
  • • Documentation quality
02

User Experience

We examine how easy and intuitive your product is to use. Does your interface guide users naturally through their goals?

What we assess:

  • • Interface design
  • • Navigation clarity
  • • Onboarding effectiveness
  • • Accessibility standards
03

Performance

We measure speed, scalability, and infrastructure health. Can your product handle growth without degradation?

What we assess:

  • • Load times & responsiveness
  • • Scalability limits
  • • Uptime & availability
  • • Resource efficiency
04

Market Positioning

We assess how clearly you differentiate from competitors and communicate your value proposition to the market.

What we assess:

  • • Value proposition clarity
  • • Brand differentiation
  • • Target audience alignment
  • • Messaging consistency
05

Competition

We analyze your competitive landscape and identify where you stand relative to market alternatives and emerging threats.

What we assess:

  • • Direct competitor analysis
  • • Market share positioning
  • • Feature parity assessment
  • • Threat identification
Bonus

Market Fit Score

A synthesized score combining all five dimensions to show your overall product-market fit strength.

Indicates:

Whether you have found product-market fit or what's preventing it.

The Analysis Process

From input to insights in just minutes—here's exactly what happens when you submit your project.

1

You Provide Project Information

You share detailed information about your app, business, or company through our structured intake form. This includes product details, target market, business model, current metrics, and competitive context.

You'll provide:

  • • Product name & description
  • • Target audience profile
  • • Current revenue/traction
  • • Key features & differentiators
  • • Known competitors

Timeline:

5-10 minutes to complete the intake form with all relevant information.

2

Our AI Engine Analyzes Your Project

Our advanced machine learning models process your information across all five core dimensions. The AI cross-references industry benchmarks, competitive intelligence, and market trends to identify strengths, weaknesses, and opportunities.

What the AI examines:

  • • Market data & trends
  • • Competitor benchmarks
  • • Industry best practices
  • • Risk indicators
  • • Growth opportunities

Timeline:

AI analysis completes in 2-3 minutes, processing billions of data points.

3

Scores Are Generated

The AI generates quantified scores for each dimension (0-100) showing how your project performs in each area. These scores are calibrated against industry standards and competitive benchmarks.

You receive scores for:

  • • Product Quality
  • • User Experience
  • • Performance
  • • Market Positioning
  • • Competitive Standing

How to interpret:

80-100: Excellent (above market average)

60-79: Moderate (at market average)

Below 60: Needs improvement

4

Actionable Insights Are Delivered

Beyond scores, you receive specific, actionable insights. For each dimension, the AI identifies what's working well, what needs improvement, and concrete steps you can take to improve your score.

✓ Strengths

Areas where you excel and can lean into for competitive advantage.

⚠ Opportunities

Gaps and weaknesses that are limiting your success.

→ Next Steps

Prioritized actions you can take to improve your position.

5

Access Your Complete Report

You receive a comprehensive, beautiful report that you can download, share with your team, or reference as you implement improvements. Your report is always available for future comparison.

Your report includes:

  • • Executive summary
  • • Detailed dimension scores
  • • Competitive benchmarking
  • • Market opportunity analysis
  • • 90-day action plan

What you can do:

  • • Download as PDF or export
  • • Share with your team
  • • Present to investors
  • • Re-run quarterly to track progress
  • • Set improvement milestones

Our Data Sources

We combine multiple high-quality data sources to ensure our analysis is accurate, comprehensive, and grounded in real market intelligence.

Market Data

  • Industry Research: Gartner, Forrester, CB Insights reports
  • Market Size: Real-time market sizing and growth data
  • Trends: Emerging technology and consumer behavior trends
  • Pricing Intelligence: Competitive pricing analysis and benchmarks

Competitive Intelligence

  • Competitor Websites: Live analysis of competitor offerings
  • Feature Comparison: Detailed feature parity analysis
  • Customer Reviews: Aggregated feedback from G2, Capterra, Trustpilot
  • Funding & Growth: Company funding, valuation, and hiring trends

Technical Assessment

  • Performance Metrics: Real user monitoring and synthetic testing
  • UX Analysis: Usability heuristics and accessibility scanning
  • Security Assessment: Vulnerability scanning and security standards
  • Infrastructure Health: Uptime, reliability, and scalability indicators

Business Intelligence

  • Company Data: Public company filings, earnings reports, press releases
  • Market Position: Sentiment analysis and brand perception data
  • Growth Indicators: Customer acquisition and retention signals
  • Compliance: Regulatory and compliance requirement checks

How Scores Are Calculated

Each score is determined by evaluating dozens of factors within that dimension, then comparing against industry benchmarks.

The Scoring Framework

Each dimension score is calculated using a weighted formula that considers:

40% - Absolute Performance

How well your project performs on objective, measurable criteria within that dimension.

35% - Competitive Position

How you compare to direct competitors in the same market segment.

15% - Industry Benchmarks

How you compare to industry standards and best practices.

10% - Trajectory & Momentum

Whether you're improving, stagnant, or declining in this dimension.

Example: Your Product Quality score combines evaluations of feature completeness (25%), code quality & performance (20%), stability & reliability (20%), user satisfaction (20%), and innovation/roadmap (15%).

Analysis Questions

How long does the analysis take?

The intake process takes 5-10 minutes, and AI analysis completes in 2-3 minutes. You'll have your full report ready within 15 minutes of starting.

How accurate is the AI analysis?

Our AI is trained on thousands of successful and unsuccessful projects across industries. We validate our models against known outcomes and continuously improve accuracy. However, like any analysis tool, results are most accurate when you provide complete and honest information about your project.

Can I request a custom analysis for my specific industry?

Yes! Our analysis automatically calibrates to your specific industry and market segment. The benchmarks and competitive comparisons are customized based on your answers during intake. For enterprise clients, we offer white-glove custom analysis sessions.

How do you handle confidential business information?

All data you provide is encrypted at rest and in transit. We never sell or share your information. Your analysis reports are for your eyes only unless you explicitly choose to share them. We comply with GDPR, CCPA, and other privacy regulations.

Can I run multiple analyses for different products?

Absolutely! You can create analyses for multiple products, variations, or even hypothetical scenarios. This is great for comparing your product against different market positions or testing how different strategies might affect your scores.

How do I track progress over time?

Each time you run an analysis, we save your scores and insights. You can compare your current analysis against any previous analyses to see what's improving, what's stagnant, and what's gotten worse. This trend analysis helps you validate that your improvement efforts are working.

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