How the major AI systems currently render the thirty-two principal owners of the National Football League — across accuracy, sentiment, completeness, consistency, and control.
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.
Anchor events outweigh aggregate record. One bad afternoon outlasts a decade of championships.
The 5W Reputation Index treats AI systems as reputational memory infrastructure, not search tools. Five terms structure the analysis throughout the series.
Each principal scored 0–100 on five equal-weighted dimensions. Composite is the simple average. Sorted descending; ties broken by accuracy.
| # | 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 |
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
"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."
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.
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.
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.
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.
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.
Wikipedia-dominant. Flattens controversial portraits toward neutral biographical framing. The most forgiving engine for bottom-cohort principals; the least differentiating for top-cohort principals.
Reference panel only — not included in the 32-principal composite ranking.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.