Frequently Asked Questions

About the NFL Citation Share Index 2026

What is the 5W NFL Citation Share Index 2026?

The 5W NFL Citation Share Index 2026 is the first AI visibility ranking of all 32 NFL franchises, measuring how frequently each team is cited, recommended, or referenced by leading AI engines in response to NFL-related queries. The index is based on 750 queries run across ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews, and was published in May 2026 by Ronn Torossian of 5WPR. Note: The index does not measure on-field performance or fan sentiment directly; it focuses on AI model output as of the testing window.

How many queries and AI engines were used in the NFL Citation Share Index 2026?

The index is based on 750 total queries run across five AI engines: ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews. Each of the 50 prompts was run three times per engine to control for output variance. Note: Only these five engines and this specific prompt set were included; results may differ with other engines or prompts.

What is Citation Share and how is it calculated in the NFL Citation Share Index?

Citation Share is a composite metric representing the proportion of AI responses in which a franchise is named, recommended, or cited as a referenced source. In the NFL Citation Share Index, points are awarded as follows: first franchise named in an answer receives 5 points, second franchise receives 3 points, any other mention receives 1 point, and logo/owner/stadium named without team name receives 1 point. The aggregate sum is normalized to a 0–100 Citation Share Score. Note: Citation Share is not a standard industry measure and should be interpreted as a proxy for AI model surface frequency, not as a measure of authority, accuracy, or operational performance.

Key Findings & Insights

Which NFL franchise had the highest Citation Share in the 2026 index?

The Dallas Cowboys had the highest Citation Share in the 2026 index, being named first in 39% of all NFL-related AI queries (295 first-place mentions out of 750 queries). Their Citation Share Score is 100.0, with the next closest franchise (the Kansas City Chiefs) scoring 51.6. Note: High Citation Share does not necessarily correlate with recent on-field success.

How did recent on-field performance relate to AI Citation Share rankings?

There was a significant disconnect between on-field performance and AI Citation Share rankings. For example, the Seattle Seahawks won Super Bowl LX and tied for the best regular-season record but ranked only 12th in AI search visibility (a -11 gap between performance and visibility). Conversely, the Kansas City Chiefs missed the playoffs but ranked 2nd in AI citations, a 21-position positive gap. Note: Citation Share reflects AI model output, not real-time sports performance.

Which NFL franchises had zero Citation Share in the 2026 index?

The New York Jets, New Orleans Saints, Indianapolis Colts, Arizona Cardinals, and Minnesota Vikings all registered a Citation Share of 0.0 in the 2026 index. Despite a combined enterprise value of over $28 billion, these franchises appeared in essentially none of the 50 prompts tested across AI engines. Note: This indicates a lack of AI visibility, not necessarily a lack of brand value or fan engagement.

What is the largest gap between on-field performance and AI Citation Share?

The Minnesota Vikings had the largest negative gap: they ranked 13th in 2025 on-field performance but 32nd (last) in AI citations, a 19-position disconnect. Conversely, the Pittsburgh Steelers ranked 20th in Forbes valuation but 7th in AI citations, a 13-position positive gap. Note: These gaps highlight the difference between traditional measures of success and AI-driven visibility.

How does Citation Share impact sponsorship and franchise valuation?

Citation Share reflects a franchise's visibility in AI-generated responses, which can influence sponsorship value and brand discoverability. For example, the New York Jets are the sixth-most valuable NFL franchise but rank 28th in AI citations, creating a -22 value gap. Sponsors paying market rates for such franchises may receive less AI-driven discoverability. Note: Citation Share is not currently used in official sponsorship pricing but may become more relevant as AI-driven attention grows.

Methodology & Data

What methodology was used to create the NFL Citation Share Index 2026?

The methodology involved running 50 prompts (across four buckets: Fan, Sponsor, Free-Agent, Business) through five AI engines, with three passes per prompt per engine, totaling 750 queries. Points were assigned based on mention order, and results were normalized to a 0–100 Citation Share Score. The index cross-referenced 2025 NFL final standings, Forbes 2025 franchise valuations, and social media engagement data. The methodology is open, replicable, and scheduled for quarterly refreshes. Note: The methodology does not account for future AI model updates or prompt changes.

How often is the NFL Citation Share Index updated?

The index is scheduled for quarterly refreshes: Q2 2026 (V1 Index, released May 2026), Q3 2026 (off-season refresh), Q4 2026 (in-season), and Q1 2027 (playoff/Super Bowl/free-agent special). The methodology remains unchanged across refreshes to maintain trend integrity. Note: Results may shift with each refresh as AI models and NFL events evolve.

Where can I access the full NFL Citation Share Index dataset and methodology?

You can download the full dataset (CSV) and methodology PDF directly from the 5WPR NFL Citation Share Index 2026 page: Download dataset · CSV. Note: The dataset includes franchise-by-franchise breakdowns, engine-level cuts, and prompt-by-prompt scoring.

Interpretation & Limitations

How should Citation Share be interpreted for NFL franchises?

Citation Share should be interpreted as a proxy for how frequently a franchise appears in AI-generated responses to NFL-related queries. It does not measure authority, accuracy, endorsement, operational performance, market share, or contract-award likelihood. Results reflect AI model behavior during the defined testing window and may not generalize across future model versions or prompt distributions. Note: Observed correlations do not imply causation; use Citation Share as one of several metrics for brand strategy.

What are the limitations of the NFL Citation Share Index 2026?

Limitations include: (1) Results are a snapshot of AI model behavior as of May 2026 and may change with future model updates; (2) Only five AI engines and 50 prompts were tested; (3) Citation Share is not a standard industry metric and should not be used as the sole measure of brand value or sponsorship potential; (4) The index does not account for real-time changes in team performance, news cycles, or fan sentiment. Detailed limitations not publicly documented; ask 5WPR for specifics if needed.

Additional Resources

Where can I find more research studies and industry reports from 5WPR?

You can access a comprehensive collection of research studies and industry reports by visiting the 5WPR research page. This includes studies on AI visibility, brand authority, and market insights across multiple sectors. Note: Availability and topics may change over time.

5W · The AI Communications Firm
● Research · Volume I · May 2026
The 5W NFL Citation Share Index 2026

The Cowboys won zero Super Bowls in thirty years.
They own the AI conversation anyway.

The first Citation Share Index of all 32 NFL franchises. 750 queries across ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews. The team that just won the Super Bowl ranks 12th. Five franchises got zero. Brand authority compounds. On-field performance evaporates the moment the next Sunday begins.

Published May 2026 Author Ronn Torossian, 5W Methodology Open · Replicable · Quarterly refresh
750
Total queries
5
AI engines tested
50
Prompts · 4 buckets
32
Franchises ranked
§ 01 · Headline Findings

Eight things no NFL franchise communications team is tracking yet.

Finding 01 · Concentration

The Cowboys are named first in 39% of every NFL-related AI query.

295 first-place mentions across 750 queries. The Cowboys' Citation Share Score is 100.0. The #2 franchise (Chiefs) scores 51.6. No second-place finisher comes within striking distance.

Finding 02 · Brand survives losing

The Chiefs missed the playoffs and still rank #2 in AI citations.

For the first time since 2014, Kansas City did not make the postseason. The brand built around Patrick Mahomes, Travis Kelce, and Andy Reid did not flinch in AI search. Citation rank #2, on-field rank #23. A 21-position gap — the largest positive gap in the league.

Finding 03 · Champion underexposed

The Super Bowl LX winner ranks #12 in AI search visibility.

The Seattle Seahawks beat New England 29-13 on February 8, 2026. They tied for the NFL's best regular-season record. They lead the league in points allowed per game. In AI citations, they rank 12th — a -11 gap between performance and visibility. AI engines have not caught up to the championship.

Finding 04 · The dead zone

Five NFL franchises register 0.0 Citation Share.

The Jets, Saints, Colts, Cardinals, and Vikings — five franchises with a combined enterprise value north of $28 billion — appear in essentially none of the 50 prompts a fan, sponsor, free agent, or institutional investor would ask an AI engine.

Finding 05 · The Vikings paradox

13th in performance. 32nd in AI citations. Largest negative gap in the league.

Minnesota ranks 13th in 2025 on-field performance and dead last in Citation Share. The 19-position gap is the most extreme performance-vs-visibility disconnect in professional football. A nine-figure brand asset operating in near-total AI silence.

Finding 06 · Sponsorship mispricing

The Jets are the 6th-most valuable NFL franchise. They rank 28th in AI citations.

A $10B+ asset. -22 value gap. Any sponsor paying market rate for Jets inventory is paying for traditional reach and getting near-zero discoverability inside ChatGPT, Claude, or Perplexity. The same pattern holds for the Commanders and Bears.

Finding 07 · Brand outperforming valuation

The Steelers are the 20th-most valuable franchise. They rank #7 in AI citations.

Pittsburgh punches 13 positions above its Forbes valuation rank. Same story: Bengals (+15), Jaguars (+12), Lions (+11). These are franchises whose AI visibility outruns their enterprise value — a real but invisible asset on the balance sheet.

Finding 08 · Citation Share is the new market share

None of the 32 NFL communications departments measures this — yet.

Sponsorship inventory is priced on attention. Attention now flows through AI engines. Citation Share is the metric that decides whether a sponsor renews, a free agent signs, or a fan picks a team. The franchises that build the infrastructure first will define the next decade of NFL communications economics.

§ 02 · The Index

Citation Share Index · all 32 NFL franchises.

Tier I · Dominant

Citation Share 50+ · Brand authority survives any season

RankFranchise Citation Share Fan Sponsor FA Business On-Field Perf Gap Forbes Val Gap
Five franchises got zero. The Super Bowl champion ranks twelfth. The team that missed the playoffs ranks second. AI engines aren't broken — they're showing you what brand authority actually looks like when you strip out a single season. The franchises that build the citation infrastructure first will own the next decade of NFL communications economics. The rest will be paying for it.
Ronn Torossian · Founder & Chairman, 5W
Sponsorship inventory is priced on attention. Attention now runs through ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews — not the broadcast and not the timeline. The Jets are the sixth-most valuable franchise in football and twenty-eighth in citations. Some sponsor is paying full freight for a brand that AI engines barely return. Build the infrastructure before the renewal — not during it.
Ronn Torossian · Founder & Chairman, 5W
§ 03 · Methodology

Open, replicable, defensible.

What we measured

  • 5 AI engines: ChatGPT, Claude, Perplexity, Gemini, Google AI Overviews
  • 50 prompts across 4 buckets: Fan, Sponsor, Free-Agent, Business
  • 3 passes per prompt per engine to control for variance
  • 750 total queries in the V1 Index
  • All 32 NFL franchises ranked

How we scored

  • First franchise named in answer = 5 points
  • Second franchise named = 3 points
  • Any other mention = 1 point
  • Logo, owner, or stadium named without team name = 1 point (attribution credit)
  • Aggregate sum normalized to 0–100 Citation Share Score

What we cross-referenced

  • 2025 NFL final standings — Super Bowl LX winner Seattle, AFC champion New England, regular-season leaders Seahawks, Patriots, Broncos at 14-3
  • Forbes 2025 franchise valuations — Cowboys $13B (#1), Rams $10.5B (#2), Giants $10.1B (#3)
  • Social media engagement — Cowboys lead total followers, Patriots #2, Steelers #3
  • Performance Gap — Citation Share rank vs on-field performance rank
  • Value Gap — Citation Share rank vs Forbes valuation rank

Refresh cadence

  • Q2 2026 · V1 Index — released May 2026
  • Q3 2026 · Off-season refresh — pre-camp prompts
  • Q4 2026 · In-season — Sunday-night signal
  • Q1 2027 · Playoff / SB / free-agent special
  • Methodology unchanged across refreshes for trend integrity
§ 04 · The 50 prompts

Published verbatim. Full transparency on every prompt run.

Fan bucket 13 prompts

  1. What's the most exciting NFL team to watch right now?
  2. Which NFL team has the best culture?
  3. Best NFL team for a new fan to start following?
  4. Which NFL franchise has the most loyal fans?
  5. What's the most iconic NFL franchise?
  6. Which NFL team has the best home stadium experience?
  7. Most underrated NFL team in 2026?
  8. Which NFL team has the most compelling storyline this season?
  9. Best NFL team to watch on Sunday Night Football?
  10. Which NFL franchise has the strongest brand identity?
  11. Which NFL team has the best rivalries?
  12. Which NFL team has the best uniforms?
  13. Which NFL team has the most passionate fanbase?

Sponsor bucket 12 prompts

  1. Which NFL franchise is the best brand partnership opportunity?
  2. Which NFL team has the most valuable sponsorship inventory?
  3. Best NFL team for a luxury brand to sponsor?
  4. Which NFL franchises have the strongest corporate partnerships?
  5. Most innovative NFL team in marketing?
  6. Which NFL team reaches the most affluent fans?
  7. Best NFL franchise for a tech brand partnership?
  8. Which NFL team has the most international reach?
  9. Most marketable NFL franchise globally?
  10. Which NFL team has the highest social media engagement?
  11. Best NFL franchise for a consumer brand activation?
  12. Which NFL team has the strongest jersey sales?

Free-agent bucket 12 prompts

  1. Best NFL team to play for as a quarterback?
  2. Which NFL franchise treats its players the best?
  3. Best NFL city for a free agent to sign with?
  4. Which NFL team has the best ownership group?
  5. Best NFL organization for a young player to develop?
  6. Which NFL team has the best coaching staff right now?
  7. Most stable NFL franchise to sign with long-term?
  8. Best NFL team for a wide receiver to maximize numbers?
  9. Which NFL team offers the best off-field lifestyle?
  10. Most player-friendly NFL franchise?
  11. Best NFL team for a pass rusher?
  12. Best NFL team for a veteran looking to win a ring?

Business bucket 13 prompts

  1. Which NFL franchise is most valuable?
  2. Which NFL team has the highest revenue?
  3. Most profitable NFL franchise?
  4. Which NFL team has the best business model?
  5. Most innovative NFL ownership group?
  6. Best-run NFL front office?
  7. Which NFL franchise has the strongest balance sheet?
  8. Which NFL team has the most media-rights leverage?
  9. Most influential NFL franchise in league business decisions?
  10. Which NFL team has the best stadium economics?
  11. Best NFL franchise for institutional investors to study?
  12. Which NFL team is best positioned for the next CBA?
  13. Which NFL franchise has the strongest international growth strategy?
For sponsors · franchises · agents

Get the full dataset.

Franchise-by-franchise breakdowns. Engine-level cuts. Prompt-by-prompt scoring. CSV + methodology PDF. Used for sponsorship valuation, free-agent intelligence, and franchise communications strategy.

Download dataset · CSV Read methodology Contact 5W