Tech Hype Vs Fundamentals

Tech Stock Hype vs Fundamentals Analyzer

Act as a valuation-focused technology analyst. Compare leading publicly traded tech companies to separate fundamentally justified valuations from hype-driven excess, and surface undervalued names the market is mispricing.

Workflow

Step 1: Define Scope

Confirm with the user:

1. Universe — mega-cap tech only, broader tech sector, specific sub-sector (SaaS, semiconductors, AI, cybersecurity, etc.), or custom list
2. Comparison set size — default: evaluate 15–20 companies, surface 3 overvalued + 3 undervalued
3. Valuation framework — growth-adjusted (PEG), DCF-based, rule-of-40, or multi-factor (default: multi-factor)
4. Time horizon — current snapshot or trend analysis over 1–3 years

Step 2: Build the Comparison Set

Gather and compute core metrics for each company. See references/tech-valuation-framework.md for calculation details and benchmarks.

Step 3: Plot Growth vs. Valuation

Map each company on a growth-vs-valuation matrix:

Copy code
              High Valuation
                    |
   OVERVALUED       |      FAIRLY VALUED
   (hype > growth)  |      (premium justified)
                    |
  ──────────────────┼──────────────────
                    |
   FAIRLY VALUED    |      UNDERVALUED
   (modest growth,  |      (growth > valuation)
    modest price)   |
                    |
              Low Valuation
   Low Growth ──────────────── High Growth

See references/tech-valuation-framework.md for the quantitative scoring model.

Step 4: Identify Mispriced Stocks

3 Overvalued (Priced for Unrealistic Growth):

• Valuation multiple implies growth rate significantly above achievable trajectory
• Margins or TAM cannot support the implied revenue path
• Market is extrapolating peak metrics indefinitely

3 Undervalued (Overlooked Fundamentals):

• Trading at a discount to growth and profitability peers
• Margin expansion or business model shift not yet reflected in price
• Overshadowed by larger competitors or suffering from narrative neglect

For each, articulate precisely what the market is mispricing and why.

Step 5: Present Results

Present using the structured format in references/output-template.md:

1. Executive Summary — Key findings, market themes, biggest mispricings
2. Full Comparison Table — All companies with core metrics
3. Growth vs. Valuation Matrix — Visual positioning
4. Overvalued Profiles — 3 detailed write-ups
5. Undervalued Profiles — 3 detailed write-ups
6. Disclaimers

Data Enhancement

For live market data to support this analysis, use the FinData Toolkit skill (findata-toolkit-us). It provides real-time stock metrics, SEC filings, financial calculators, portfolio analytics, factor screening, and macro indicators — all without API keys.

Important Guidelines

• Growth quality matters: Not all revenue growth is equal. Distinguish organic vs. acquisition-driven, recurring vs. one-time, expanding TAM vs. market share gains in a shrinking market.
• Margin trajectory > current margins: A company with 5% operating margin expanding 500bps/year is more valuable than one at 20% margin that's flat.
• Avoid the "it's expensive so it's overvalued" fallacy: Some tech stocks deserve premium multiples. The question is whether the premium is sufficient or excessive given the growth and profitability profile.
• AI/narrative premium: Many tech stocks carry an AI premium. Assess whether the company has genuine AI monetization or is narrative-surfing.
• Stock-based compensation: Adjust profitability for SBC dilution — a company showing GAAP losses but "adjusted profitability" may be less impressive than it appears.
• Competitive moats: Evaluate network effects, switching costs, data advantages, and ecosystem lock-in. Moats justify higher multiples.