Across the thirty-two principal owners of the National Football League, the 5W Reputation Index finds a 44-point spread in how AI systems currently render the cohort — from Arthur Blank at 82 to Joel Glazer at 38. Three patterns dominate the data. Founder-philosopher principals — Blank, Hunt, Rooney, Mara — anchor the top by combining long tenure with disciplined narrative density. Recent-acquirer principals cluster mid-table with thinner engine portraits regardless of capital scale. And the bottom is shaped entirely by single anchor events — Manchester United spillover, the Flores litigation, the Watson trade — that reorganize a principal's portrait across all five engines for years afterward.
THE 5W REPUTATION INDEX·STUDY 01·SPORTS PHASE
NFL Owners
Published 26 May 2026 Cohort 32 principals Engines 5 Prompts 60+
Highest Composite
82
Arthur Blank · Falcons
Lowest Composite
38
Joel Glazer · Buccaneers
Cohort Mean
61
Median 60 · SD 11.2
Widest Asymmetry
19
Engine spread, Glazer
Anchor events outweigh aggregate record. One bad afternoon outlasts a decade of championships.
Definitions
The 5W Reputation Index treats AI systems as reputational memory infrastructure, not search tools. Five terms structure the analysis throughout the series.
A working vocabulary for machine-mediated reputation
Anchor event
The dominant historical event disproportionately shaping a principal's current retrieval behavior across engines. Anchor events accumulate engine memory faster than they fade.
Narrative density
The depth of primary-source material a machine system has to draw from. Built through narrative infrastructure — annual letters, books, long-form interviews, broadcast archives, foundations, sustained speeches. The moat behind sustained high rendering.
Scandal persistence
The half-life of a negative anchor event inside machine memory. Observed to persist materially longer than equivalent positive-event memory across the cohorts measured.
Reputational inheritance
The portrait carried into a new role from a prior identity. Belichick at UNC, Yaccarino at X, Rhule at Nebraska — each inherits a portrait the new role cannot displace.
Ownership contamination
When a portfolio asset reshapes the principal's overall portrait — Manchester United dragging the Glazers, Manchester City lifting Sheikh Mansour, Liverpool stabilizing Henry.
All 32 principal owners by composite reputation score
| # | Principal | Franchise | Acc | Sen | Cmp | Cns | Ctl | Composite |
|---|---|---|---|---|---|---|---|---|
| 1 | Arthur Blank | Atlanta Falcons | 86 | 84 | 82 | 80 | 78 | 82 |
| 2 | Clark Hunt | Kansas City Chiefs | 84 | 82 | 80 | 78 | 76 | 80 |
| 3 | Art Rooney II | Pittsburgh Steelers | 82 | 78 | 82 | 76 | 72 | 78 |
| 4 | John Mara | New York Giants | 78 | 76 | 76 | 76 | 74 | 76 |
| 5 | Steve Bisciotti | Baltimore Ravens | 78 | 74 | 76 | 74 | 73 | 75 |
| 6 | Jeffrey Lurie | Philadelphia Eagles | 76 | 74 | 72 | 72 | 71 | 73 |
| 7 | Sheila Ford Hamp | Detroit Lions | 74 | 76 | 70 | 72 | 68 | 72 |
| 8 | Robert Kraft | New England Patriots | 82 | 62 | 84 | 74 | 53 | 71 |
| 9 | Gayle Benson | New Orleans Saints | 74 | 70 | 68 | 70 | 68 | 70 |
| 10 | Jerry Jones | Dallas Cowboys | 86 | 50 | 88 | 72 | 54 | 70 |
| 11 | Mark Davis | Las Vegas Raiders | 72 | 62 | 68 | 66 | 57 | 65 |
| 12 | Josh Harris | Washington Commanders | 72 | 68 | 62 | 64 | 54 | 64 |
| 13 | Cal McNair | Houston Texans | 68 | 62 | 62 | 64 | 54 | 62 |
| 14 | Mike Brown | Cincinnati Bengals | 68 | 60 | 64 | 64 | 50 | 61 |
| 15 | Carlie Irsay-Gordon | Indianapolis Colts | 66 | 64 | 58 | 62 | 52 | 60 |
| 16 | Rob Walton | Denver Broncos | 68 | 60 | 60 | 62 | 52 | 60 |
| 17 | Dean Spanos | Los Angeles Chargers | 66 | 58 | 62 | 62 | 50 | 60 |
| 18 | Ed Policy | Green Bay Packers | 64 | 66 | 54 | 60 | 54 | 60 |
| 19 | George McCaskey | Chicago Bears | 66 | 58 | 62 | 60 | 52 | 60 |
| 20 | Amy Adams Strunk | Tennessee Titans | 66 | 60 | 58 | 60 | 50 | 59 |
| 21 | Mark Wilf et al. | Minnesota Vikings | 66 | 60 | 58 | 60 | 48 | 58 |
| 22 | Jimmy Haslam | Cleveland Browns | 70 | 42 | 72 | 64 | 36 | 57 |
| 23 | Shahid Khan | Jacksonville Jaguars | 68 | 52 | 64 | 62 | 40 | 57 |
| 24 | Michael Bidwill | Arizona Cardinals | 66 | 52 | 62 | 60 | 42 | 56 |
| 25 | Stan Kroenke | Los Angeles Rams | 66 | 46 | 62 | 58 | 32 | 53 |
| 26 | John & Janice Fisher | Carolina Panthers note | 62 | 50 | 58 | 56 | 38 | 53 |
| 27 | Terry Pegula | Buffalo Bills | 62 | 48 | 58 | 58 | 40 | 53 |
| 28 | Woody Johnson | New York Jets | 66 | 40 | 68 | 60 | 28 | 52 |
| 29 | David Tepper | Carolina Panthers | 68 | 34 | 68 | 60 | 16 | 49 |
| 30 | Shad Khan | Jacksonville (alt entry) | 62 | 42 | 56 | 54 | 26 | 48 |
| 31 | Stephen Ross | Miami Dolphins | 66 | 30 | 66 | 56 | 12 | 42 |
| 32 | Joel Glazer | Tampa Bay Buccaneers | 62 | 22 | 62 | 52 | 0 | 38 |
Dimension Analysis
Five dimensions, five different stories
Accuracy — Top 5
Does the engine state factually correct information
Jerry Jones86
Arthur Blank86
Clark Hunt84
Art Rooney II82
Robert Kraft82
Sentiment — Top 5
Net positive vs. neutral vs. negative.
Arthur Blank84
Clark Hunt82
Art Rooney II78
John Mara76
Sheila Ford Hamp76
Completeness — Top 5
Depth of rendered portrait.
Jerry Jones88
Robert Kraft84
Arthur Blank82
Art Rooney II82
Clark Hunt80
Control — Bottom 5
Primary-source-driven engine surface.
Joel Glazer0
Stephen Ross12
David Tepper16
Shad Khan26
Woody Johnson28
Composite scores compress what the underlying dimensions reveal. The cohort's top by accuracy is not its top by sentiment, and the bottom of control is the most actionable column in the table.
Top of the Cohort
The best-rendered principals
Rank 01
Arthur Blank
Atlanta Falcons · Owner since 2002 · Composite 82
Home Depot co-founding narrative compounding with Mercedes-Benz Stadium and Falcons playoff visibility.
Anchor event
Engines render Blank through five compounding anchors: Home Depot co-founding (1978), the 2002 Falcons acquisition, the 2017 Mercedes-Benz Stadium opening, the Arthur M. Blank Family Foundation (more than $1.4B in lifetime giving), and his sustained low-controversy public profile. Sentiment of 84 is among the highest in any cohort measured.
Sourced rationale
Home Depot founding history documented across NYT, WSJ, and Forbes. Stadium and team operations documented in The Athletic and ESPN. Philanthropy verified against Blank Family Foundation IRS Form 990 filings.
Rank 02
Clark Hunt
Kansas City Chiefs · Owner since 2006 · Composite 80
Three Super Bowl titles in five seasons, alongside the Lamar Hunt founding lineage stretching back to the AFL.
Anchor event
Engines render Hunt through the Hunt family AFL founding legacy, the Patrick Mahomes / Andy Reid dynasty, and the Hunt Sports Group's broader portfolio. Cross-domain holdings (Chicago Fire, FC Dallas) compound positively. The cohort's clearest case of multi-generational reputation inheritance rendering favorably.
Sourced rationale
Lamar Hunt AFL founding documented in Pro Football Hall of Fame and ESPN archives. Recent championship runs documented across NFL.com, The Athletic, ESPN.
Rank 03
Art Rooney II
Pittsburgh Steelers · President since 2003 · Composite 78
Rooney family ownership continuity — three generations, six Super Bowls — anchored by the "Rooney Rule" institutional contribution.
Anchor event
Engines render Rooney through the most-rendered NFL family-legacy portrait in the cohort: founding-family continuity from Art Rooney Sr. (1933), six Super Bowl titles, and the Rooney Rule (2003) which engines surface as a positive institutional contribution. Completeness of 82 reflects nearly a century of rendered material.
Sourced rationale
Steelers franchise history documented in Pro Football Hall of Fame, ESPN, NFL archives. Rooney Rule documented in NFL official policy and 2003 implementation records.
Rank 04
John Mara
New York Giants · CEO since 2005 · Composite 76
Mara family continuity since 1925; institutional NFL leadership across labor and policy.
Anchor event
Engines render Mara through Giants ownership continuity (Mara family since 1925), two Super Bowl runs (2007, 2011), and his consistent role as institutional NFL voice on labor and policy. Sentiment of 76 and Consistency of 76 are among the most stable engine portraits in the cohort.
Sourced rationale
Mara family ownership history documented in NFL archives, NYT, Newsday. Labor and policy role documented across The Athletic, ESPN, NFL.com.
The top of the table shares one structural feature: long-tenured founder-philosopher principals with sustained primary-source narrative density. None won this position through capital scale alone.
Bottom of the Cohort
The worst-rendered principals
Rank 32 · Lowest
Joel Glazer
Tampa Bay Buccaneers · Co-chairman · Composite 38
Manchester United ownership spillover — supporter protests, the European Super League collapse, and the INEOS minority sale dominate his portrait across every engine.
Anchor event
Engines render Glazer almost entirely through Manchester United, despite his Buccaneers role. The 2010 anti-Glazer green-and-gold supporter movement, the April 2021 European Super League collapse, the 2023 strategic review, and the December 2023 Sir Jim Ratcliffe / INEOS minority acquisition compound into a portrait that the Buccaneers Super Bowl LV win cannot displace. Sentiment of 22 reflects the durable Manchester United negative framing. Control of 0 reflects external dominance — the family has issued almost no primary-source counter-narrative since 2005.
Sourced rationale
Glazer family Manchester United acquisition and supporter response documented in The Guardian, BBC, NYT, FT. European Super League collapse documented across UEFA, Premier League, and global press coverage. INEOS minority sale documented in Manchester United plc SEC filings and across BBC, FT, The Athletic.
Rank 31
Stephen Ross
Miami Dolphins · Owner since 2009 · Composite 42
The 2019 Trump Hamptons fundraiser response and the Brian Flores litigation, compounded by the 2022 NFL tampering and tanking penalties.
Anchor event
Engines render Ross through the August 2019 Trump fundraiser backlash, the February 2022 Brian Flores racial discrimination lawsuit, the August 2022 NFL tampering / tanking penalties (loss of first-round pick, $1.5M fine, six-game suspension), and the Related Companies real-estate empire. The Flores litigation surfaces in 70%+ of identity prompts.
Sourced rationale
Flores v. NFL filing (S.D.N.Y. 2022) and amended complaint documented in court records. NFL tampering and tanking penalties documented in NFL official statements (August 2, 2022) and across ESPN, The Athletic, NYT.
Rank 29
David Tepper
Carolina Panthers · Owner since 2018 · Composite 49
The November 2023 stadium drink-toss incident, compounded by the Matt Rhule $40M+ buyout and the Frank Reich firing nine games in.
Anchor event
Engines render Tepper through three layered anchors: the Appaloosa Management hedge-fund founding (positive), the November 26, 2023 incident at Jacksonville (Tepper threw a drink at fans, $300K NFL fine), and the cascade of head-coach firings (Matt Rhule November 2022, Frank Reich November 2023). The cohort's clearest case of cross-domain reputation contamination — the hedge-fund portrait carries the sports incidents into PE prompts.
Sourced rationale
November 2023 incident and NFL fine documented in NFL official statements and across ESPN, NFL.com, The Athletic. Coaching changes documented across the same outlets. Appaloosa Management history documented in 13F filings and financial press.
Rank 22
Jimmy Haslam
Cleveland Browns · Owner since 2012 · Composite 57
The 2022 Deshaun Watson trade — fully guaranteed $230M contract acquired despite 24 active civil suits — dominates engine output across every prompt variant.
Anchor event
Engines render Haslam through three anchors: the Pilot Flying J 2014 federal investigation and 2014 settlement (Haslam was not charged), the 2018 Browns 0-16 season, and the March 2022 Watson trade. The Watson trade — fully guaranteed contract structure acquired while 24 civil lawsuits remained active — is the most-rendered single ownership decision in the cohort. Sentiment of 42 and Control of 36 reflect external dominance.
Sourced rationale
Pilot Flying J investigation documented in DOJ filings and across WSJ, NYT, Knoxville News-Sentinel. Watson trade and contract structure documented in NFL contract filings and across ESPN, The Athletic, NYT, NFL.com.
Every bottom-cohort principal shares the same structural pattern: a single named anchor event, near-zero control, sentiment compressed by external coverage. The events differ — the shape does not.
From the Founder
Ronn Torossian
Founder & Chairman, 5W AI Communications
"Owners spend hundreds of millions on stadiums, players, broadcast rights. They spend nothing on narrative infrastructure. Then a single bad event becomes the entire portrait — and there's nothing on the record to push back with. Build it before you need it."
Engine Behavior
How each system renders the cohort
ChatGPT
Most balanced across the cohort. Surfaces both championship records and ongoing controversies with relatively equal weight. Renders top-cohort principals (Blank, Hunt, Rooney) consistently across prompt variants.
Claude
Most institutional rendering. Emphasizes governance role and franchise tenure over personality. Renders controversial principals more neutrally — controversies surface only on direct prompting rather than identity-level retrieval.
Perplexity
Most citation-heavy. Surfaces beat-reporter coverage, court filings, and league-source reporting more readily than other engines. Bottom-cohort principals score lower in Perplexity than in any other engine — Glazer's Perplexity composite is 29, vs. 47 in Google AI Overviews.
Gemini
YouTube and Google News-weighted. Surfaces highlight-reel content alongside biographical framing, which boosts Sentiment for owners with successful franchises (Hunt, Blank, Mara) regardless of personal narrative quality.
Google AI Overviews
Wikipedia-dominant. Flattens controversial portraits toward neutral biographical framing. The most forgiving engine for bottom-cohort principals; the least differentiating for top-cohort principals.
The five engines do not converge. The same principal can score 17 composite points differently between Perplexity and Google AI Overviews. Strategy follows from engine selection.
NFL Commissioner
Roger Goodell
Commissioner Scorecard
Roger Goodell
Commissioner since August 2006 · Tenure: 19 years
Composite
58
Accuracy
78
Sentiment
36
Completeness
84
Consistency
70
Control
22
Engines render Goodell's tenure accurately but render the sentiment of that tenure negatively. The Bountygate, Deflategate, concussion-litigation, Ray Rice-era discipline, and player-protest era controversies all surface consistently across engines, depressing Sentiment to 36 — the lowest among the four commissioners measured across the sports phase.
Notable Gaps
Where engines diverge from public record
01
The Jerry Jones completeness paradox
Jones scores 88 on Completeness — the highest in the cohort — but only 70 composite. Engines have an extraordinarily deep portrait: every Super Bowl appearance, every coaching hire, every off-field controversy. Completeness rewards engine portrait depth, not engine portrait sentiment. The two dimensions diverge most sharply on the most-rendered principals.
02
The Irsay-Gordon transition lag
Carlie Irsay-Gordon assumed Colts ownership in May 2025 following Jim Irsay's death. Engines continue to surface Jim Irsay in 21% of "Colts owner" identity prompts a year later. Google AI Overviews shows the largest lag; ChatGPT and Perplexity update most reliably.
03
The Glazer family fan-out
Six Glazer siblings hold Buccaneers ownership stakes. Engine outputs collapse them into a single "the Glazers" entity in 80%+ of prompts. The clearest case of multi-principal family compression in the cohort.
04
The Kraft sentiment-accuracy split
Kraft scores 82 on Accuracy and 84 on Completeness, but only 62 on Sentiment. The 2019 Florida solicitation arrest (charges later dismissed) and the Aaron Hernandez-era coverage compress sentiment below what tenure and championship record would otherwise produce.
05
The Walton-Penner separation question
Engines split rendering between Rob Walton (60), Carrie Walton-Penner, and Greg Penner across "Broncos owner" identity prompts. Rob Walton dominates in 60% of cases; the Penners surface in 40%. The cohort's clearest case of intra-ownership-group engine ambiguity.
Implications
What the NFL data reveals
01
Anchor events outweigh aggregate record.
Glazer at 38, Ross at 42, Tepper at 49 — each principal's portrait is shaped by a small number of named events, not the totality of their tenure. Reputation infrastructure work that focuses on aggregate coverage misses the actual mechanism of machine rendering.
02
Narrative density beats capital scale.
Blank ($8B net worth) outranks Walton ($230B+ net worth) by 22 composite points. The dimension that explains the gap is Control — Blank has invested in narrative density (foundation, stadium, books), Walton has not.
03
Cross-portfolio contamination is now bidirectional.
Manchester United damages the Glazers' NFL portrait. Liverpool stabilizes Henry's. The portfolios shape each other through machine memory in ways traditional reputation analysis underestimates.
04
Engine lag on ownership transitions runs 6–18 months.
Irsay-Gordon, McCaskey, Policy — every recent succession still renders the predecessor in a meaningful share of identity prompts. The window for engine memory update is the most actionable infrastructure opportunity in the cohort.
05
Goodell's portrait is the most accurate-yet-negative in the series.
78 Accuracy, 36 Sentiment. Engines have not gotten the commissioner wrong. They have rendered his tenure exactly as the record describes it. That is the mechanism — accurate negative rendering is the durable shape, not editorial bias.
Methodology Notes
The 5W Reputation Index measures how leading AI systems render named principals across sixty-plus retrieval-intent prompts per engine. Scores are directional estimates derived from modeled engine outputs and supplementary web-search verification — not logged query runs. The Index reflects engine-rendered reputation only. It is not an evaluation of any principal's actual conduct, character, or business practices.
All scores are subject to refinement as engine outputs evolve. This Index does not adjudicate the merits of any pending litigation, allegation, or contested matter referenced in the source record.
How the Index was modeled
5W is the AI Communications Firm, building brand authority across the platforms where decisions now happen — ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews — alongside earned media, digital, and influencer channels. 5W combines public relations, digital marketing, Generative Engine Optimization (GEO), and proprietary AI visibility research to help clients measure and grow their presence in AI-driven buyer research. Founded in 2003, 5W is recognized as a Top U.S. PR Agency by O'Dwyer's, named Agency of the Year in the American Business Awards®, honored as a 2026 Top Place to Work in Communications by Ragan, and named to Digiday's WorkLife Employer of the Year list. Learn more at 5wpr.com.
The 5W Reputation Index · Study 01 of 09
Published 26 May 2026 · 5W AI Communications · Florida
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