Tycoon Research Lab · April 2026

THE HYPE VS REALITY INDEX

IQAir works because it turns a messy invisible phenomenon into one color language, one ranking system, and one breakdown per location. This page does the same for stocks: how much narrative pollution surrounds each company, how much business reality can absorb it, and whether the flagship product actually earned the excitement.

Tycoon Public Research 2026 Founder's Edition Retail Transparency Report
Index Severity Scale
Ignored Compounder
Underpriced Reality
Underhyped
Aligned
Warm
Hyped
Narrative Bubble
Founder’s Letter
TRANSPARENCY IS NOT A LUXURY FOR RETAIL INVESTORS

The Hype vs Reality Index starts from a serious problem. Retail investors are among the most exposed participants in the public markets, yet they are often the least protected from sensationalism, fragmented information and manipulated narratives. In practice, they are asked to allocate hard-earned capital inside an environment optimized for noise, urgency and emotional reaction.

At one extreme, this can lead to a small but avoidable monetary loss. At the other, it can jeopardize life savings, distort risk perception and push people into reckless behavior they would never accept in any other serious financial decision. That asymmetry matters. Professional capital has teams, terminals and privileged context. Most individuals have headlines, social feeds and delayed understanding.

This index is my attempt to narrow that gap. Not by pretending markets can be reduced to a single number, but by building a public tool that says something plainly: what part of a stock’s story is narrative heat, and what part is operating reality? If the answer is uncomfortable, that is often a sign the tool is doing its job.

Tycoon exists to make businesses legible. The Hype vs Reality Index extends that mission into a more institutional form: a record of where attention is distorting judgment, where products are genuinely delivering, and where retail investors deserve clearer signals than the market usually provides.

Marco Fresi
Founder, Tycoon Stock Mogul
Why this index exists
A PUBLIC-INTEREST RESEARCH TOOL

The purpose of this page is not to entertain volatility. It is to make stock narratives more legible for people who are routinely asked to make decisions inside a market flooded with excitement and incomplete context.

Counter Sensationalism

When information arrives as fragments, headlines and momentum, the loudest story usually wins. This index slows that process down by turning attention into an auditable score rather than a reflex.

Protect Retail Judgment

Retail investors often meet the market at its noisiest point. The index is designed to make that exposure more transparent, especially where excitement can push behavior beyond a reasonable risk threshold.

Separate Story From Substance

The central question is simple: did the hype lead to a product, moat or business outcome that deserved it, or did the story compound faster than the proof?

Retail pressure dashboard
REAL DATA BEHIND THE PROBLEM

These figures do not measure the stocks on this page directly. They measure the environment retail investors are operating in: speed, hype, social-media influence, knowledge gaps and loss-heavy products. That context is why the index exists.

Decision pressure
HYPE COMPRESSES THINKING TIME
The FCA found a measurable pattern of rushed behavior among younger investors exposed to hyped products and social media influence.
66%
Decide in less than 24h
14%
Decide in under 1h
40%
Regretted a hyped product
51%
Put in more money due to FOMO
Source: FCA, December 18, 2024. Survey of 2,000 UK investors aged 18–40.
Behavioral exposure
SOCIAL FEEDS SHAPE ACTION
FINRA’s 2025 investor survey shows that social-media-driven decision making is not marginal. It is part of the mainstream retail workflow, especially for younger investors.
Investors relying on social media as an information source
29%
Investors using finfluencer recommendations
26%
Investors who feel they need to take big risks to reach goals
34%
Investors under 35 who feel they need big risks
62%
Knowledge-confidence gap
CONFIDENCE CAN OUTRUN COMPETENCE
FINRA’s 2026 social-media investor research found a classic setup for reckless action: low objective knowledge paired with high self-rated confidence and elevated fraud losses.
42% vs 63%
Knowledge gap
Average objective quiz score
42%
Rated their knowledge as high
63%
Fraud loss risk
Among those targeted for fraud
Social-media users who lost money
68%
Non-users who lost money
29%
Observed loss zones
WHERE RETAIL DAMAGE SHOWS UP
Not all retail loss comes from hype alone, but regulators and researchers have repeatedly found clusters where marketing, leverage, volatility and excitement create structurally poor outcomes.
74–89%
Retail CFD accounts lose money
ESMA’s intervention rationale cited loss rates across EU jurisdictions, alongside average client losses ranging from €1,600 to €29,000.
5–9%
Average retail options losses
A recent Review of Finance paper found retail investors lose 5–9% on average when trading options around expected announcement volatility.
10–14%
High-volatility options losses
The same study found worse outcomes when the anticipated event volatility was especially high.
97%
Persistent day traders who lost money
A widely cited market study found that among individuals who persisted in day trading for more than 300 days, 97% lost money.
Visual system
THE SIGNAL BOARD

No map, because geography is not the metaphor here. Instead, each company becomes a colored tile in one stock-atlas: cooler blues mean reality outruns the story, warmer reds and purples mean the story is becoming its own asset class.

All Companies, One Severity Language
32 companies · ranked by narrative gap
Rank #1
NVDA
Nvidia
Warm
Rank #2
MIDD
Middleby Corporation
Aligned
Rank #3
AMZN
Amazon
Aligned
Rank #4
GOOGL
Google
Aligned
Rank #5
META
Meta
Underhyped
Rank #6
FAST
Fastenal
Underhyped
Rank #7
IBP
Installed Building Products
Underhyped
Rank #8
PLTR
Palantir
Underhyped
Rank #9
CME
CME Group
Underhyped
Rank #10
ROP
Roper Technologies
Underhyped
Rank #11
CRM
Salesforce
Underhyped
Rank #12
VRSN
Verisign
Underhyped
Rank #13
MCO
Moody's Corporation
Underhyped
Rank #14
POOL
Pool Corporation
Underhyped
Rank #15
BR
Broadridge
Underhyped
Rank #16
CWST
Casella Waste Systems
Underhyped
Rank #17
COST
Costco
Underpriced Reality
Rank #18
ICE
Ice-NYSE Corp
Underpriced Reality
Rank #19
ADBE
Adobe
Underpriced Reality
Rank #20
OTIS
Otis
Underpriced Reality
Rank #21
FDX
FedEx
Underpriced Reality
Rank #22
AXP
American Express
Underpriced Reality
Rank #23
ROL
Rollins
Underpriced Reality
Rank #24
SAP
Sap
Ignored Compounder
Rank #25
CPRT
Copart
Ignored Compounder
Rank #26
AZO
AutoZone
Ignored Compounder
Rank #27
AAPL
Apple
Ignored Compounder
Rank #28
TPL
Texas Pacific Land
Ignored Compounder
Rank #29
V
Visa
Ignored Compounder
Rank #30
KO
Coca Cola
Ignored Compounder
Rank #31
CTAS
Cintas
Ignored Compounder
Rank #32
MCD
McDonalds
Ignored Compounder
Front page stories
THE HEADLINE CASES

The tiles tell you where to look. These cards tell you what to say when you get there.

Overhyped #1
NVDA
Nvidia · Semiconductors
Warm
78
Hype
74
Reality
+4
Gap
Narrative heat and business quality are roughly aligned. Reality largely backed the story.
Open company detail →
Overhyped #2
MIDD
Middleby Corporation · Commercial Kitchen Equipment
Aligned
30
Hype
34
Reality
+-4
Gap
Narrative heat and business quality are roughly aligned. The product and the narrative are still negotiating with each other.
Open company detail →
Overhyped #3
AMZN
Amazon · E-Commerce & Cloud
Aligned
40
Hype
45
Reality
+-5
Gap
Narrative heat and business quality are roughly aligned. The product and the narrative are still negotiating with each other.
Open company detail →
Per-company diagnosis
WHY THE HYPE HAPPENED

This is the IQAir-style drilldown layer. Every company gets its own “why it scored this way” breakdown: the hype accelerants, the reality checks, and the product verdict.

Company breakdown
NVDA
Nvidia · Semiconductors
Warm
Reality-led Balanced Narrative-led
78
Hype score
74
Reality score
+4
Hype won
Hype deserved it
Narrative heat and business quality are roughly aligned. Reality largely backed the story.

Hype Drivers

+34.0
Narrative velocity
Fast revenue growth tends to attract the most aggressive storytelling.
+16.0
Expansion theater
More strategic initiatives create more headlines and more future promises.
+13.8
Margin glamour
High gross margins make markets assume every incremental dollar is magical.

Reality Checks

+28.0
Actual profitability
Net margin is where the storytelling finally has to pay rent.
+18.0
Moat density
The more evidence of structural protection, the more reality supports the stock.
+7.0
Bull-bear balance
A one-sided bull case is weaker than a battle-tested thesis with surviving counterarguments.

Product Outcome

The company does appear to have real structural product pull, not just promotional heat.
Profitability suggests the market is paying for something customers truly value.
Risk severity remains high enough that disappointment risk is still live.
Company breakdown
MIDD
Middleby Corporation · Commercial Kitchen Equipment
Aligned
Reality-led Balanced Narrative-led
30
Hype score
34
Reality score
-4
Reality won
Mixed evidence
Narrative heat and business quality are roughly aligned. The product and the narrative are still negotiating with each other.

Hype Drivers

+12.0
Expansion theater
More strategic initiatives create more headlines and more future promises.
+9.5
Narrative velocity
Fast revenue growth tends to attract the most aggressive storytelling.
+6.8
Theme heat
Some sectors simply receive more speculative attention than others.

Reality Checks

+18.0
Moat density
The more evidence of structural protection, the more reality supports the stock.
+7.0
Bull-bear balance
A one-sided bull case is weaker than a battle-tested thesis with surviving counterarguments.
+6.0
Risk discipline
Severe threats and visible risks subtract from what the market should trust.

Product Outcome

The company does appear to have real structural product pull, not just promotional heat.
Profitability is still too thin to fully validate the hype.
Company breakdown
AMZN
Amazon · E-Commerce & Cloud
Aligned
Reality-led Balanced Narrative-led
40
Hype score
45
Reality score
-5
Reality won
Mixed evidence
Narrative heat and business quality are roughly aligned. The product and the narrative are still negotiating with each other.

Hype Drivers

+12.0
Expansion theater
More strategic initiatives create more headlines and more future promises.
+10.2
Narrative velocity
Fast revenue growth tends to attract the most aggressive storytelling.
+9.5
Margin glamour
High gross margins make markets assume every incremental dollar is magical.

Reality Checks

+18.0
Moat density
The more evidence of structural protection, the more reality supports the stock.
+7.0
Bull-bear balance
A one-sided bull case is weaker than a battle-tested thesis with surviving counterarguments.
+6.0
Risk discipline
Severe threats and visible risks subtract from what the market should trust.

Product Outcome

The company does appear to have real structural product pull, not just promotional heat.
Profitability is still too thin to fully validate the hype.
Company breakdown
GOOGL
Google · Digital Advertising & Cloud
Aligned
Reality-led Balanced Narrative-led
27
Hype score
33
Reality score
-6
Reality won
Mixed evidence
Narrative heat and business quality are roughly aligned. The product and the narrative are still negotiating with each other.

Hype Drivers

+16.0
Expansion theater
More strategic initiatives create more headlines and more future promises.
+9.2
Theme heat
Some sectors simply receive more speculative attention than others.
+2.0
News intensity
Frequent updates keep the stock in circulation and the story alive.

Reality Checks

+18.0
Moat density
The more evidence of structural protection, the more reality supports the stock.
+7.0
Bull-bear balance
A one-sided bull case is weaker than a battle-tested thesis with surviving counterarguments.
+5.3
Risk discipline
Severe threats and visible risks subtract from what the market should trust.

Product Outcome

The company does appear to have real structural product pull, not just promotional heat.
Profitability is still too thin to fully validate the hype.
Risk severity remains high enough that disappointment risk is still live.
Company breakdown
META
Meta · Digital Advertising
Underhyped
Reality-led Balanced Narrative-led
25
Hype score
33
Reality score
-8
Reality won
Mixed evidence
The fundamentals outrun the story by 8 points. The product and the narrative are still negotiating with each other.

Hype Drivers

+14.0
Expansion theater
More strategic initiatives create more headlines and more future promises.
+9.0
Theme heat
Some sectors simply receive more speculative attention than others.
+2.0
News intensity
Frequent updates keep the stock in circulation and the story alive.

Reality Checks

+18.0
Moat density
The more evidence of structural protection, the more reality supports the stock.
+7.0
Bull-bear balance
A one-sided bull case is weaker than a battle-tested thesis with surviving counterarguments.
+5.3
Risk discipline
Severe threats and visible risks subtract from what the market should trust.

Product Outcome

The company does appear to have real structural product pull, not just promotional heat.
Profitability is still too thin to fully validate the hype.
Risk severity remains high enough that disappointment risk is still live.
Company breakdown
FAST
Fastenal · Diversified Technology
Underhyped
Reality-led Balanced Narrative-led
25
Hype score
34
Reality score
-9
Reality won
Mixed evidence
The fundamentals outrun the story by 9 points. The product and the narrative are still negotiating with each other.

Hype Drivers

+12.0
Expansion theater
More strategic initiatives create more headlines and more future promises.
+7.4
Narrative velocity
Fast revenue growth tends to attract the most aggressive storytelling.
+4.0
Theme heat
Some sectors simply receive more speculative attention than others.

Reality Checks

+18.0
Moat density
The more evidence of structural protection, the more reality supports the stock.
+7.0
Bull-bear balance
A one-sided bull case is weaker than a battle-tested thesis with surviving counterarguments.
+6.6
Risk discipline
Severe threats and visible risks subtract from what the market should trust.

Product Outcome

The company does appear to have real structural product pull, not just promotional heat.
Profitability is still too thin to fully validate the hype.
There are more future initiatives than hard present-tense proof points.
Company breakdown
IBP
Installed Building Products · Building Services
Underhyped
Reality-led Balanced Narrative-led
24
Hype score
33
Reality score
-9
Reality won
Mixed evidence
The fundamentals outrun the story by 9 points. The product and the narrative are still negotiating with each other.

Hype Drivers

+14.0
Expansion theater
More strategic initiatives create more headlines and more future promises.
+5.5
Theme heat
Some sectors simply receive more speculative attention than others.
+2.9
Narrative velocity
Fast revenue growth tends to attract the most aggressive storytelling.

Reality Checks

+18.0
Moat density
The more evidence of structural protection, the more reality supports the stock.
+7.0
Bull-bear balance
A one-sided bull case is weaker than a battle-tested thesis with surviving counterarguments.
+5.3
Risk discipline
Severe threats and visible risks subtract from what the market should trust.

Product Outcome

The company does appear to have real structural product pull, not just promotional heat.
Profitability is still too thin to fully validate the hype.
Risk severity remains high enough that disappointment risk is still live.
Company breakdown
PLTR
Palantir · Enterprise Software
Underhyped
Reality-led Balanced Narrative-led
25
Hype score
34
Reality score
-9
Reality won
Mixed evidence
The fundamentals outrun the story by 9 points. The product and the narrative are still negotiating with each other.

Hype Drivers

+16.0
Expansion theater
More strategic initiatives create more headlines and more future promises.
+7.3
Theme heat
Some sectors simply receive more speculative attention than others.
+2.0
News intensity
Frequent updates keep the stock in circulation and the story alive.

Reality Checks

+18.0
Moat density
The more evidence of structural protection, the more reality supports the stock.
+7.0
Bull-bear balance
A one-sided bull case is weaker than a battle-tested thesis with surviving counterarguments.
+5.3
Risk discipline
Severe threats and visible risks subtract from what the market should trust.

Product Outcome

The company does appear to have real structural product pull, not just promotional heat.
Profitability is still too thin to fully validate the hype.
Risk severity remains high enough that disappointment risk is still live.
Company breakdown
CME
CME Group · Financial Exchanges
Underhyped
Reality-led Balanced Narrative-led
22
Hype score
33
Reality score
-11
Reality won
Mixed evidence
The fundamentals outrun the story by 11 points. The product and the narrative are still negotiating with each other.

Hype Drivers

+14.0
Expansion theater
More strategic initiatives create more headlines and more future promises.
+5.5
Theme heat
Some sectors simply receive more speculative attention than others.
+2.0
News intensity
Frequent updates keep the stock in circulation and the story alive.

Reality Checks

+18.0
Moat density
The more evidence of structural protection, the more reality supports the stock.
+7.0
Bull-bear balance
A one-sided bull case is weaker than a battle-tested thesis with surviving counterarguments.
+5.3
Risk discipline
Severe threats and visible risks subtract from what the market should trust.

Product Outcome

The company does appear to have real structural product pull, not just promotional heat.
Profitability is still too thin to fully validate the hype.
Risk severity remains high enough that disappointment risk is still live.
Company breakdown
ROP
Roper Technologies · Diversified Technology
Underhyped
Reality-led Balanced Narrative-led
22
Hype score
34
Reality score
-12
Reality won
Mixed evidence
The fundamentals outrun the story by 12 points. The product and the narrative are still negotiating with each other.

Hype Drivers

+12.0
Expansion theater
More strategic initiatives create more headlines and more future promises.
+7.9
Theme heat
Some sectors simply receive more speculative attention than others.
+2.0
News intensity
Frequent updates keep the stock in circulation and the story alive.

Reality Checks

+18.0
Moat density
The more evidence of structural protection, the more reality supports the stock.
+7.0
Bull-bear balance
A one-sided bull case is weaker than a battle-tested thesis with surviving counterarguments.
+5.3
Risk discipline
Severe threats and visible risks subtract from what the market should trust.

Product Outcome

The company does appear to have real structural product pull, not just promotional heat.
Profitability is still too thin to fully validate the hype.
Risk severity remains high enough that disappointment risk is still live.
Company breakdown
CRM
Salesforce · Enterprise Software
Underhyped
Reality-led Balanced Narrative-led
23
Hype score
35
Reality score
-12
Reality won
Mixed evidence
The fundamentals outrun the story by 12 points. The product and the narrative are still negotiating with each other.

Hype Drivers

+14.0
Expansion theater
More strategic initiatives create more headlines and more future promises.
+7.3
Theme heat
Some sectors simply receive more speculative attention than others.
+2.0
News intensity
Frequent updates keep the stock in circulation and the story alive.

Reality Checks

+18.0
Moat density
The more evidence of structural protection, the more reality supports the stock.
+7.0
Bull-bear balance
A one-sided bull case is weaker than a battle-tested thesis with surviving counterarguments.
+5.3
Risk discipline
Severe threats and visible risks subtract from what the market should trust.

Product Outcome

The company does appear to have real structural product pull, not just promotional heat.
Profitability is still too thin to fully validate the hype.
Risk severity remains high enough that disappointment risk is still live.
Company breakdown
VRSN
Verisign · Internet Infrastructure
Underhyped
Reality-led Balanced Narrative-led
20
Hype score
32
Reality score
-12
Reality won
Mixed evidence
The fundamentals outrun the story by 12 points. The product and the narrative are still negotiating with each other.

Hype Drivers

+12.0
Expansion theater
More strategic initiatives create more headlines and more future promises.
+5.5
Theme heat
Some sectors simply receive more speculative attention than others.
+2.0
News intensity
Frequent updates keep the stock in circulation and the story alive.

Reality Checks

+18.0
Moat density
The more evidence of structural protection, the more reality supports the stock.
+7.0
Bull-bear balance
A one-sided bull case is weaker than a battle-tested thesis with surviving counterarguments.
+5.3
Risk discipline
Severe threats and visible risks subtract from what the market should trust.

Product Outcome

The company does appear to have real structural product pull, not just promotional heat.
Profitability is still too thin to fully validate the hype.
Risk severity remains high enough that disappointment risk is still live.
Company breakdown
MCO
Moody's Corporation · Credit Rating Agency
Underhyped
Reality-led Balanced Narrative-led
20
Hype score
33
Reality score
-13
Reality won
Mixed evidence
The fundamentals outrun the story by 13 points. The product and the narrative are still negotiating with each other.

Hype Drivers

+12.0
Expansion theater
More strategic initiatives create more headlines and more future promises.
+5.5
Theme heat
Some sectors simply receive more speculative attention than others.
+2.0
News intensity
Frequent updates keep the stock in circulation and the story alive.

Reality Checks

+18.0
Moat density
The more evidence of structural protection, the more reality supports the stock.
+7.0
Bull-bear balance
A one-sided bull case is weaker than a battle-tested thesis with surviving counterarguments.
+5.3
Risk discipline
Severe threats and visible risks subtract from what the market should trust.

Product Outcome

The company does appear to have real structural product pull, not just promotional heat.
Profitability is still too thin to fully validate the hype.
Risk severity remains high enough that disappointment risk is still live.
Company breakdown
POOL
Pool Corporation · Distribution
Underhyped
Reality-led Balanced Narrative-led
20
Hype score
34
Reality score
-14
Reality won
Mixed evidence
The fundamentals outrun the story by 14 points. The product and the narrative are still negotiating with each other.

Hype Drivers

+14.0
Expansion theater
More strategic initiatives create more headlines and more future promises.
+4.0
Theme heat
Some sectors simply receive more speculative attention than others.
+2.0
News intensity
Frequent updates keep the stock in circulation and the story alive.

Reality Checks

+18.0
Moat density
The more evidence of structural protection, the more reality supports the stock.
+7.0
Bull-bear balance
A one-sided bull case is weaker than a battle-tested thesis with surviving counterarguments.
+6.0
Risk discipline
Severe threats and visible risks subtract from what the market should trust.

Product Outcome

The company does appear to have real structural product pull, not just promotional heat.
Profitability is still too thin to fully validate the hype.
Company breakdown
BR
Broadridge · Capital Markets Infrastructure
Underhyped
Reality-led Balanced Narrative-led
18
Hype score
33
Reality score
-15
Reality won
Mixed evidence
The fundamentals outrun the story by 15 points. The product and the narrative are still negotiating with each other.

Hype Drivers

+14.0
Expansion theater
More strategic initiatives create more headlines and more future promises.
+2.0
News intensity
Frequent updates keep the stock in circulation and the story alive.
+1.5
Theme heat
Some sectors simply receive more speculative attention than others.

Reality Checks

+18.0
Moat density
The more evidence of structural protection, the more reality supports the stock.
+7.0
Bull-bear balance
A one-sided bull case is weaker than a battle-tested thesis with surviving counterarguments.
+5.3
Risk discipline
Severe threats and visible risks subtract from what the market should trust.

Product Outcome

The company does appear to have real structural product pull, not just promotional heat.
Profitability is still too thin to fully validate the hype.
Risk severity remains high enough that disappointment risk is still live.
Company breakdown
CWST
Casella Waste Systems · Waste Management
Underhyped
Reality-led Balanced Narrative-led
20
Hype score
35
Reality score
-15
Reality won
Mixed evidence
The fundamentals outrun the story by 15 points. The product and the narrative are still negotiating with each other.

Hype Drivers

+14.0
Expansion theater
More strategic initiatives create more headlines and more future promises.
+4.0
Theme heat
Some sectors simply receive more speculative attention than others.
+2.0
News intensity
Frequent updates keep the stock in circulation and the story alive.

Reality Checks

+18.0
Moat density
The more evidence of structural protection, the more reality supports the stock.
+7.0
Bull-bear balance
A one-sided bull case is weaker than a battle-tested thesis with surviving counterarguments.
+5.3
Risk discipline
Severe threats and visible risks subtract from what the market should trust.

Product Outcome

The company does appear to have real structural product pull, not just promotional heat.
Profitability is still too thin to fully validate the hype.
Risk severity remains high enough that disappointment risk is still live.
Company breakdown
COST
Costco · Warehouse Retail
Underpriced Reality
Reality-led Balanced Narrative-led
27
Hype score
43
Reality score
-16
Reality won
Mixed evidence
The fundamentals outrun the story by 16 points. The product and the narrative are still negotiating with each other.

Hype Drivers

+12.0
Expansion theater
More strategic initiatives create more headlines and more future promises.
+6.8
Narrative velocity
Fast revenue growth tends to attract the most aggressive storytelling.
+4.0
Theme heat
Some sectors simply receive more speculative attention than others.

Reality Checks

+18.0
Moat density
The more evidence of structural protection, the more reality supports the stock.
+7.0
Bull-bear balance
A one-sided bull case is weaker than a battle-tested thesis with surviving counterarguments.
+6.6
Risk discipline
Severe threats and visible risks subtract from what the market should trust.

Product Outcome

The company does appear to have real structural product pull, not just promotional heat.
Profitability is still too thin to fully validate the hype.
There is enough operating detail to argue the company is more than a headline machine.
Company breakdown
ICE
Ice-NYSE Corp · Financial Exchanges & Data
Underpriced Reality
Reality-led Balanced Narrative-led
18
Hype score
34
Reality score
-16
Reality won
Mixed evidence
The fundamentals outrun the story by 16 points. The product and the narrative are still negotiating with each other.

Hype Drivers

+14.0
Expansion theater
More strategic initiatives create more headlines and more future promises.
+2.0
News intensity
Frequent updates keep the stock in circulation and the story alive.
+1.5
Theme heat
Some sectors simply receive more speculative attention than others.

Reality Checks

+18.0
Moat density
The more evidence of structural protection, the more reality supports the stock.
+7.0
Bull-bear balance
A one-sided bull case is weaker than a battle-tested thesis with surviving counterarguments.
+6.0
Risk discipline
Severe threats and visible risks subtract from what the market should trust.

Product Outcome

The company does appear to have real structural product pull, not just promotional heat.
Profitability is still too thin to fully validate the hype.
Company breakdown
ADBE
Adobe · Creative Software
Underpriced Reality
Reality-led Balanced Narrative-led
17
Hype score
35
Reality score
-18
Reality won
Mixed evidence
The fundamentals outrun the story by 18 points. The product and the narrative are still negotiating with each other.

Hype Drivers

+12.0
Expansion theater
More strategic initiatives create more headlines and more future promises.
+3.3
Theme heat
Some sectors simply receive more speculative attention than others.
+2.0
News intensity
Frequent updates keep the stock in circulation and the story alive.

Reality Checks

+18.0
Moat density
The more evidence of structural protection, the more reality supports the stock.
+7.0
Bull-bear balance
A one-sided bull case is weaker than a battle-tested thesis with surviving counterarguments.
+6.6
Risk discipline
Severe threats and visible risks subtract from what the market should trust.

Product Outcome

The company does appear to have real structural product pull, not just promotional heat.
Profitability is still too thin to fully validate the hype.
Company breakdown
OTIS
Otis · Industrial Equipment
Underpriced Reality
Reality-led Balanced Narrative-led
0
Hype score
18
Reality score
-18
Reality won
Mixed evidence
The fundamentals outrun the story by 18 points. The product and the narrative are still negotiating with each other.

Hype Drivers

0.0
Narrative velocity
Fast revenue growth tends to attract the most aggressive storytelling.
0.0
Margin glamour
High gross margins make markets assume every incremental dollar is magical.
0.0
Expansion theater
More strategic initiatives create more headlines and more future promises.

Reality Checks

+10.7
Risk discipline
Severe threats and visible risks subtract from what the market should trust.
+7.0
Bull-bear balance
A one-sided bull case is weaker than a battle-tested thesis with surviving counterarguments.
0.0
Actual profitability
Net margin is where the storytelling finally has to pay rent.

Product Outcome

The product story still relies heavily on narrative framing rather than deep moat evidence.
Profitability is still too thin to fully validate the hype.
Execution risk looks relatively contained compared with the story being told.
Company breakdown
FDX
FedEx · Logistics
Underpriced Reality
Reality-led Balanced Narrative-led
16
Hype score
35
Reality score
-19
Reality won
Mixed evidence
The fundamentals outrun the story by 19 points. The product and the narrative are still negotiating with each other.

Hype Drivers

+14.0
Expansion theater
More strategic initiatives create more headlines and more future promises.
+2.0
News intensity
Frequent updates keep the stock in circulation and the story alive.
0.0
Narrative velocity
Fast revenue growth tends to attract the most aggressive storytelling.

Reality Checks

+18.0
Moat density
The more evidence of structural protection, the more reality supports the stock.
+7.0
Bull-bear balance
A one-sided bull case is weaker than a battle-tested thesis with surviving counterarguments.
+6.0
Risk discipline
Severe threats and visible risks subtract from what the market should trust.

Product Outcome

The company does appear to have real structural product pull, not just promotional heat.
Profitability is still too thin to fully validate the hype.
There is enough operating detail to argue the company is more than a headline machine.
Company breakdown
AXP
American Express · Financial Services
Underpriced Reality
Reality-led Balanced Narrative-led
12
Hype score
33
Reality score
-21
Reality won
Mixed evidence
The fundamentals outrun the story by 21 points. The product and the narrative are still negotiating with each other.

Hype Drivers

+10.0
Expansion theater
More strategic initiatives create more headlines and more future promises.
+2.0
News intensity
Frequent updates keep the stock in circulation and the story alive.
0.0
Narrative velocity
Fast revenue growth tends to attract the most aggressive storytelling.

Reality Checks

+18.0
Moat density
The more evidence of structural protection, the more reality supports the stock.
+7.0
Bull-bear balance
A one-sided bull case is weaker than a battle-tested thesis with surviving counterarguments.
+6.0
Risk discipline
Severe threats and visible risks subtract from what the market should trust.

Product Outcome

The company does appear to have real structural product pull, not just promotional heat.
Profitability is still too thin to fully validate the hype.
There are more future initiatives than hard present-tense proof points.
Company breakdown
ROL
Rollins · Pest Control Services
Underpriced Reality
Reality-led Balanced Narrative-led
12
Hype score
33
Reality score
-21
Reality won
Mixed evidence
The fundamentals outrun the story by 21 points. The product and the narrative are still negotiating with each other.

Hype Drivers

+10.0
Expansion theater
More strategic initiatives create more headlines and more future promises.
+2.0
News intensity
Frequent updates keep the stock in circulation and the story alive.
0.0
Narrative velocity
Fast revenue growth tends to attract the most aggressive storytelling.

Reality Checks

+18.0
Moat density
The more evidence of structural protection, the more reality supports the stock.
+7.0
Bull-bear balance
A one-sided bull case is weaker than a battle-tested thesis with surviving counterarguments.
+5.3
Risk discipline
Severe threats and visible risks subtract from what the market should trust.

Product Outcome

The company does appear to have real structural product pull, not just promotional heat.
Profitability is still too thin to fully validate the hype.
Risk severity remains high enough that disappointment risk is still live.
Company breakdown
SAP
Sap · Enterprise Software
Ignored Compounder
Reality-led Balanced Narrative-led
35
Hype score
59
Reality score
-24
Reality won
Quietly delivering
The fundamentals outrun the story by 24 points. The product looks stronger than the market conversation.

Hype Drivers

+10.0
Expansion theater
More strategic initiatives create more headlines and more future promises.
+9.4
Margin glamour
High gross margins make markets assume every incremental dollar is magical.
+7.3
Theme heat
Some sectors simply receive more speculative attention than others.

Reality Checks

+18.0
Moat density
The more evidence of structural protection, the more reality supports the stock.
+14.0
Actual profitability
Net margin is where the storytelling finally has to pay rent.
+7.0
Bull-bear balance
A one-sided bull case is weaker than a battle-tested thesis with surviving counterarguments.

Product Outcome

The company does appear to have real structural product pull, not just promotional heat.
Company breakdown
CPRT
Copart · Auto Remarketing
Ignored Compounder
Reality-led Balanced Narrative-led
34
Hype score
59
Reality score
-25
Reality won
Quietly delivering
The fundamentals outrun the story by 25 points. The product looks stronger than the market conversation.

Hype Drivers

+10.0
Expansion theater
More strategic initiatives create more headlines and more future promises.
+9.4
Margin glamour
High gross margins make markets assume every incremental dollar is magical.
+6.5
Narrative velocity
Fast revenue growth tends to attract the most aggressive storytelling.

Reality Checks

+18.0
Moat density
The more evidence of structural protection, the more reality supports the stock.
+14.0
Actual profitability
Net margin is where the storytelling finally has to pay rent.
+7.0
Bull-bear balance
A one-sided bull case is weaker than a battle-tested thesis with surviving counterarguments.

Product Outcome

The company does appear to have real structural product pull, not just promotional heat.
Company breakdown
AZO
AutoZone · Auto Parts Retail
Ignored Compounder
Reality-led Balanced Narrative-led
30
Hype score
56
Reality score
-26
Reality won
Mixed evidence
The fundamentals outrun the story by 26 points. The product and the narrative are still negotiating with each other.

Hype Drivers

+12.0
Expansion theater
More strategic initiatives create more headlines and more future promises.
+9.9
Margin glamour
High gross margins make markets assume every incremental dollar is magical.
+4.0
Theme heat
Some sectors simply receive more speculative attention than others.

Reality Checks

+18.0
Moat density
The more evidence of structural protection, the more reality supports the stock.
+10.6
Actual profitability
Net margin is where the storytelling finally has to pay rent.
+7.0
Bull-bear balance
A one-sided bull case is weaker than a battle-tested thesis with surviving counterarguments.

Product Outcome

The company does appear to have real structural product pull, not just promotional heat.
There are more future initiatives than hard present-tense proof points.
Company breakdown
AAPL
Apple · Tech
Ignored Compounder
Reality-led Balanced Narrative-led
42
Hype score
73
Reality score
-31
Reality won
Hype deserved it
The fundamentals outrun the story by 31 points. Reality largely backed the story.

Hype Drivers

+13.3
Narrative velocity
Fast revenue growth tends to attract the most aggressive storytelling.
+12.0
Expansion theater
More strategic initiatives create more headlines and more future promises.
+9.1
Margin glamour
High gross margins make markets assume every incremental dollar is magical.

Reality Checks

+23.4
Actual profitability
Net margin is where the storytelling finally has to pay rent.
+18.0
Moat density
The more evidence of structural protection, the more reality supports the stock.
+8.0
Operational proof
Segments, case studies, and concrete operational details make the story tangible.

Product Outcome

The company does appear to have real structural product pull, not just promotional heat.
Profitability suggests the market is paying for something customers truly value.
There is enough operating detail to argue the company is more than a headline machine.
Company breakdown
TPL
Texas Pacific Land · Land & Natural Resources
Ignored Compounder
Reality-led Balanced Narrative-led
39
Hype score
71
Reality score
-32
Reality won
Hype deserved it
The fundamentals outrun the story by 32 points. Reality largely backed the story.

Hype Drivers

+12.1
Narrative velocity
Fast revenue growth tends to attract the most aggressive storytelling.
+10.8
Margin glamour
High gross margins make markets assume every incremental dollar is magical.
+10.0
Expansion theater
More strategic initiatives create more headlines and more future promises.

Reality Checks

+23.0
Actual profitability
Net margin is where the storytelling finally has to pay rent.
+18.0
Moat density
The more evidence of structural protection, the more reality supports the stock.
+7.3
Risk discipline
Severe threats and visible risks subtract from what the market should trust.

Product Outcome

The company does appear to have real structural product pull, not just promotional heat.
Profitability suggests the market is paying for something customers truly value.
Company breakdown
V
Visa · Financial
Ignored Compounder
Reality-led Balanced Narrative-led
32
Hype score
65
Reality score
-33
Reality won
Quietly delivering
The fundamentals outrun the story by 33 points. The product looks stronger than the market conversation.

Hype Drivers

+12.4
Narrative velocity
Fast revenue growth tends to attract the most aggressive storytelling.
+10.0
Expansion theater
More strategic initiatives create more headlines and more future promises.
+5.5
Theme heat
Some sectors simply receive more speculative attention than others.

Reality Checks

+28.0
Actual profitability
Net margin is where the storytelling finally has to pay rent.
+18.0
Moat density
The more evidence of structural protection, the more reality supports the stock.
+7.3
Risk discipline
Severe threats and visible risks subtract from what the market should trust.

Product Outcome

The company does appear to have real structural product pull, not just promotional heat.
Profitability suggests the market is paying for something customers truly value.
There is enough operating detail to argue the company is more than a headline machine.
Company breakdown
KO
Coca Cola · Consumer Staples
Ignored Compounder
Reality-led Balanced Narrative-led
37
Hype score
71
Reality score
-34
Reality won
Hype deserved it
The fundamentals outrun the story by 34 points. Reality largely backed the story.

Hype Drivers

+11.6
Margin glamour
High gross margins make markets assume every incremental dollar is magical.
+10.0
Expansion theater
More strategic initiatives create more headlines and more future promises.
+6.8
Theme heat
Some sectors simply receive more speculative attention than others.

Reality Checks

+23.8
Actual profitability
Net margin is where the storytelling finally has to pay rent.
+18.0
Moat density
The more evidence of structural protection, the more reality supports the stock.
+7.3
Risk discipline
Severe threats and visible risks subtract from what the market should trust.

Product Outcome

The company does appear to have real structural product pull, not just promotional heat.
Profitability suggests the market is paying for something customers truly value.
There are more future initiatives than hard present-tense proof points.
Company breakdown
CTAS
Cintas · Business Services
Ignored Compounder
Reality-led Balanced Narrative-led
29
Hype score
64
Reality score
-35
Reality won
Quietly delivering
The fundamentals outrun the story by 35 points. The product looks stronger than the market conversation.

Hype Drivers

+10.0
Expansion theater
More strategic initiatives create more headlines and more future promises.
+9.4
Margin glamour
High gross margins make markets assume every incremental dollar is magical.
+6.5
Narrative velocity
Fast revenue growth tends to attract the most aggressive storytelling.

Reality Checks

+18.0
Moat density
The more evidence of structural protection, the more reality supports the stock.
+14.0
Actual profitability
Net margin is where the storytelling finally has to pay rent.
+14.0
Bull-bear balance
A one-sided bull case is weaker than a battle-tested thesis with surviving counterarguments.

Product Outcome

The company does appear to have real structural product pull, not just promotional heat.
Risk severity remains high enough that disappointment risk is still live.
Company breakdown
MCD
McDonalds · Reit
Ignored Compounder
Reality-led Balanced Narrative-led
23
Hype score
59
Reality score
-36
Reality won
Quietly delivering
The fundamentals outrun the story by 36 points. The product looks stronger than the market conversation.

Hype Drivers

+14.0
Expansion theater
More strategic initiatives create more headlines and more future promises.
+4.0
Theme heat
Some sectors simply receive more speculative attention than others.
+3.4
Narrative velocity
Fast revenue growth tends to attract the most aggressive storytelling.

Reality Checks

+25.4
Actual profitability
Net margin is where the storytelling finally has to pay rent.
+18.0
Moat density
The more evidence of structural protection, the more reality supports the stock.
+7.0
Bull-bear balance
A one-sided bull case is weaker than a battle-tested thesis with surviving counterarguments.

Product Outcome

The company does appear to have real structural product pull, not just promotional heat.
Profitability suggests the market is paying for something customers truly value.
There are more future initiatives than hard present-tense proof points.
Full ranking
THE LEADERBOARD

A compact audit trail for the whole index. Screenshot-friendly, but now with enough context to be credible.

Rank Company Band Hype Reality Gap Outcome
#1
NVDA · Nvidia
Semiconductors
Warm 78 74 +4
Hype deserved it. Reality largely backed the story.
#2
MIDD · Middleby Corporation
Commercial Kitchen Equipment
Aligned 30 34 -4
Mixed evidence. The product and the narrative are still negotiating with each other.
#3
AMZN · Amazon
E-Commerce & Cloud
Aligned 40 45 -5
Mixed evidence. The product and the narrative are still negotiating with each other.
#4
GOOGL · Google
Digital Advertising & Cloud
Aligned 27 33 -6
Mixed evidence. The product and the narrative are still negotiating with each other.
#5
META · Meta
Digital Advertising
Underhyped 25 33 -8
Mixed evidence. The product and the narrative are still negotiating with each other.
#6
FAST · Fastenal
Diversified Technology
Underhyped 25 34 -9
Mixed evidence. The product and the narrative are still negotiating with each other.
#7 Underhyped 24 33 -9
Mixed evidence. The product and the narrative are still negotiating with each other.
#8
PLTR · Palantir
Enterprise Software
Underhyped 25 34 -9
Mixed evidence. The product and the narrative are still negotiating with each other.
#9
CME · CME Group
Financial Exchanges
Underhyped 22 33 -11
Mixed evidence. The product and the narrative are still negotiating with each other.
#10
ROP · Roper Technologies
Diversified Technology
Underhyped 22 34 -12
Mixed evidence. The product and the narrative are still negotiating with each other.
#11
CRM · Salesforce
Enterprise Software
Underhyped 23 35 -12
Mixed evidence. The product and the narrative are still negotiating with each other.
#12
VRSN · Verisign
Internet Infrastructure
Underhyped 20 32 -12
Mixed evidence. The product and the narrative are still negotiating with each other.
#13
MCO · Moody's Corporation
Credit Rating Agency
Underhyped 20 33 -13
Mixed evidence. The product and the narrative are still negotiating with each other.
#14 Underhyped 20 34 -14
Mixed evidence. The product and the narrative are still negotiating with each other.
#15
BR · Broadridge
Capital Markets Infrastructure
Underhyped 18 33 -15
Mixed evidence. The product and the narrative are still negotiating with each other.
#16 Underhyped 20 35 -15
Mixed evidence. The product and the narrative are still negotiating with each other.
#17
COST · Costco
Warehouse Retail
Underpriced Reality 27 43 -16
Mixed evidence. The product and the narrative are still negotiating with each other.
#18
ICE · Ice-NYSE Corp
Financial Exchanges & Data
Underpriced Reality 18 34 -16
Mixed evidence. The product and the narrative are still negotiating with each other.
#19
ADBE · Adobe
Creative Software
Underpriced Reality 17 35 -18
Mixed evidence. The product and the narrative are still negotiating with each other.
#20
OTIS · Otis
Industrial Equipment
Underpriced Reality 0 18 -18
Mixed evidence. The product and the narrative are still negotiating with each other.
#21
FDX · FedEx
Logistics
Underpriced Reality 16 35 -19
Mixed evidence. The product and the narrative are still negotiating with each other.
#22
AXP · American Express
Financial Services
Underpriced Reality 12 33 -21
Mixed evidence. The product and the narrative are still negotiating with each other.
#23
ROL · Rollins
Pest Control Services
Underpriced Reality 12 33 -21
Mixed evidence. The product and the narrative are still negotiating with each other.
#24
SAP · Sap
Enterprise Software
Ignored Compounder 35 59 -24
Quietly delivering. The product looks stronger than the market conversation.
#25
CPRT · Copart
Auto Remarketing
Ignored Compounder 34 59 -25
Quietly delivering. The product looks stronger than the market conversation.
#26
AZO · AutoZone
Auto Parts Retail
Ignored Compounder 30 56 -26
Mixed evidence. The product and the narrative are still negotiating with each other.
#27 Ignored Compounder 42 73 -31
Hype deserved it. Reality largely backed the story.
#28
TPL · Texas Pacific Land
Land & Natural Resources
Ignored Compounder 39 71 -32
Hype deserved it. Reality largely backed the story.
#29
V · Visa
Financial
Ignored Compounder 32 65 -33
Quietly delivering. The product looks stronger than the market conversation.
#30
KO · Coca Cola
Consumer Staples
Ignored Compounder 37 71 -34
Hype deserved it. Reality largely backed the story.
#31
CTAS · Cintas
Business Services
Ignored Compounder 29 64 -35
Quietly delivering. The product looks stronger than the market conversation.
#32 Ignored Compounder 23 59 -36
Quietly delivering. The product looks stronger than the market conversation.
Use the index
CLICK FOR THE TAKE, STAY FOR THE COMPANY

The index should now do two jobs at once: generate curiosity at the surface layer, and reward that curiosity with a real breakdown once someone clicks into a name. That’s the part worth keeping.