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Poly Rating · from the trend of the day

Women's T20 Best Players 2026: ICC Rating vs Match Impact

Danni Wyatt-Hodge scored a record 302 runs at the 2026 Women's T20 World Cup, yet she is only 11th on the ICC batting list.

  • No. 1: Beth Mooney
  • 10 places

01Final list

The leading AIs each built their own list of ten independently. Here is one result that is easy to check: every place has a reason, a source, and the list of AIs that included it.

A bright badge means this AI put the entry on its list. A dim badge means it did not.

  1. 1

    Beth Mooney

    No.1 ICC batter on 785 and World Cup Player of the Tournament: 61* in the semi-final, 64 off 49 in the final. One Cricbuzz table instead puts Mandhana top on 790.

    Included it: Claude, ChatGPT, Gemini, StepFun, Kimi, DeepSeek, Qwen. Did not include: Meta, Wenxin.

    In their lists: Claude: 1 · ChatGPT: 1 · Gemini: 4 · StepFun: 2 · Kimi: 1 · DeepSeek: 1 · Qwen: 4

    What each AI noted 7
    • Claudeplace 1

      64 off 49 in a World Cup final chase, her third half-century in a T20 World Cup final, and she won Player of the Tournament for the second time.

    • ChatGPTplace 1

      Her 64 in the World Cup final completed a remarkable double: Player of the Match and Player of the Tournament.

      Source ↗
    • Geminiplace 4

      Official world number one batter whose match-winning win-shares sit above 85% whenever Australia chases under lights

      Source ↗
    • StepFunplace 2

      785 rating points plus a World Cup Player of the Tournament award: 238 runs at 47.60, striking at 142.51, and 64 off 49 in the final.

      Source ↗
    • Kimiplace 1

      Player of the Tournament at the 2026 T20 World Cup, then unbeaten in both knockouts — 61* in the semi, 64 in the final at Lord's.

      Source ↗
    • DeepSeekplace 1

      Player of the Tournament at the 2026 T20 World Cup, with 238 runs at an average of 47.60 and a strike rate of 142.51, including half-centuries in both the semi-final and final.

      Source ↗
    • Qwenplace 4

      Official top-3 batter, but her clutch factor is legendary: anchoring chases from impossible positions with a 126+ career T20I strike rate.

      Source ↗
    7 AIs put it here
  2. 2

    Deepti Sharma

    No.2 bowler (754) and No.4 all-rounder (383), but the one who wins tight games: 49 off 37 from 19 for 4 against Zimbabwe. Sources give her stand as 82, 81 or 55.

    Included it: Claude, ChatGPT, Gemini, StepFun, Kimi, DeepSeek, Qwen. Did not include: Meta, Wenxin.

    In their lists: Claude: 3 · ChatGPT: 9 · Gemini: 1 · StepFun: 1 · Kimi: 2 · DeepSeek: 2 · Qwen: 1

    What each AI noted 7
    • Claudeplace 3

      On 16 October 2026 she made 49 off 37 and added 82 off 63 balls with a debutant after India were 19/4, and was Player of the Match.

      Source ↗
    • ChatGPTplace 9

      India fell to 19 for 4 against Zimbabwe; Deepti's 49 turned a collapse into a four-wicket victory.

      Source ↗
    • Geminiplace 1

      Clawed India back from 19 for 4 against Zimbabwe with 49 off 37 to prove rating points overlook defensive rescue mastery

      Source ↗
    • StepFunplace 1

      The only player inside the top five of two ICC lists - No. 2 bowler at 754 and No. 4 all-rounder at 383 - and the one whose name answers 'who wins it when it's tight'.

      Source ↗
    • Kimiplace 2

      Only No. 4 among all-rounders and outside the bowling top five on paper — yet she owns the most wickets in women's T20I history (166) and just rescued India from 19/4 with a Player-of-the-Match 49 off 37.

      Source ↗
    • DeepSeekplace 2

      Match-winning five-wicket haul (5/10) against Pakistan in the 2026 T20 World Cup, then a composed 49 off 37 to rescue India from 19/4 against Zimbabwe.

      Source ↗
    • Qwenplace 1

      Officially No. 1 in bowling, but her true value is the unmatched win probability added in collapsing chases, like steadying India from 19/4.

      Source ↗
    7 AIs put it here
  3. 3

    Sree Charani

    No.1 bowler on a record 817, past the old best of 806, and the World Cup's top wicket-taker with 14 at 8.35. One Cricbuzz table leaves her out of its top 10.

    Included it: Claude, ChatGPT, StepFun, Kimi, DeepSeek. Did not include: Meta, Gemini, Wenxin, Qwen.

    In their lists: Claude: 4 · ChatGPT: 5 · StepFun: 6 · Kimi: 5 · DeepSeek: 8

    What each AI noted 5
    • Claudeplace 4

      The No.1 T20I bowler took 14 wickets at the World Cup at an average of 8.35.

      Source ↗
    • ChatGPTplace 5

      Fourteen wickets in five World Cup matches: no other bowler took more at the tournament.

      Source ↗
    • StepFunplace 6

      817 rating points - the highest any bowler, male or female, has reached on an ICC T20I list.

      Source ↗
    • Kimiplace 5

      The first Indian — batter or bowler — ever to cross 800 ICC T20I rating points, ending two points short of the all-time bowling record.

      Source ↗
    • DeepSeekplace 8

      World No.1 T20I bowler with 817 rating points, the highest-ever rating by an Indian woman in T20I bowling.

    5 AIs put it here
  4. 4

    Nat Sciver-Brunt

    Outside the ICC batting top ten in the snapshot quoted, yet averaged 113.50 over four World Cup games: 75 after England were 23 for 3 in the semi, 58* in the final.

    Included it: Claude, ChatGPT, StepFun, Qwen. Did not include: Meta, Gemini, Kimi, DeepSeek, Wenxin.

    In their lists: Claude: 2 · ChatGPT: 4 · StepFun: 10 · Qwen: 2

    What each AI noted 4
    • Claudeplace 2

      A World Cup average of 113.50 in four matches, so she was rarely dismissed.

      Source ↗
    • ChatGPTplace 4

      An extraordinary 113.50 World Cup batting average, achieved while returning from injury and carrying England through the knockouts.

      Source ↗
    • StepFunplace 10

      227 runs in four World Cup innings, including 75 off 47 in the semi-final - while also doing the captain's job for a team that reached the final.

      Source ↗
    • Qwenplace 2

      The ultimate finisher; her official batting rank undersells her 120+ strike rate in successful, high-pressure T20I chases.

      Source ↗
    4 AIs put it here
  5. 5

    Marizanne Kapp

    Only 14th among ICC bowlers in July, yet No.1 on ESPNcricinfo's World Cup impact table (412.69, one source) and 81 not out from 25 for 2 against India.

    Included it: Claude, ChatGPT, StepFun, Qwen. Did not include: Meta, Gemini, Kimi, DeepSeek, Wenxin.

    In their lists: Claude: 6 · ChatGPT: 2 · StepFun: 3 · Qwen: 9

    What each AI noted 4
    • Claudeplace 6

      8 wickets and a strike rate of 142.52 at the World Cup, but only 14th among bowlers and 8th among all-rounders.

      Source ↗
    • ChatGPTplace 2

      South Africa were 25 for 2 against India; Kapp's unbeaten 81 helped turn a threatened defeat into a knockout-deciding victory.

      Source ↗
    • StepFunplace 3

      The biggest gap between rating and impact in the game: the World Cup's No. 1 impact score (412.7) from a player who is not in the ICC T20I all-rounder top ten.

      Source ↗
    • Qwenplace 9

      Official top 5 bowler, but her real value is the highest wicket-taking rate in the final 4 overs of close T20I defenses.

      Source ↗
    4 AIs put it here
  6. 6

    Hayley Matthews

    No.1 all-rounder, with points quoted as 472, 482 or 502. Top World Cup bowling impact (273.68, one source), but she struck at only about 99 with the bat there.

    Included it: Claude, ChatGPT, Gemini, StepFun, Kimi, DeepSeek, Qwen. Did not include: Meta, Wenxin.

    In their lists: Claude: 10 · ChatGPT: see list · Gemini: 3 · StepFun: 4 · Kimi: 4 · DeepSeek: 3 · Qwen: 3

    What each AI noted 7
    • Claudeplace 10

      She topped the all-rounder list in July, only five points ahead of Melie Kerr in June.

      Source ↗
    • ChatGPT

      Named differently in its own list: open the full list.

      see list
    • Geminiplace 3

      Carried 44% of her team's total boundary output over 12 months while sitting atop the official all-rounder table

      Source ↗
    • StepFunplace 4

      No. 1 all-rounder at 472 and the World Cup's best bowling impact (273.7) - she bowls the overs that decide games.

      Source ↗
    • Kimiplace 4

      No. 1 all-rounder on the planet (502 points) who followed a 132 off 64 against Australia with a 182 against Zimbabwe this September.

      Source ↗
    • DeepSeekplace 3

      No.1 ranked T20I all-rounder with 482 rating points, combining top-order batting with off-spin bowling.

    • Qwenplace 3

      Official No. 1 all-rounder, but her real impact is the rare dual-threat match-winning capability in tight defenses.

      Source ↗
    7 AIs put it here
  7. 7

    Ash Gardner

    Only 6th among all-rounders (352), yet her World Cup strike rate of 170.45 was the highest in the ICC team of the tournament. She made 53* chasing against India.

    Included it: Claude, ChatGPT, Gemini, Qwen. Did not include: Meta, StepFun, Kimi, DeepSeek, Wenxin.

    In their lists: Claude: 7 · ChatGPT: 3 · Gemini: 9 · Qwen: 8

    What each AI noted 4
    • Claudeplace 7

      A World Cup strike rate of 170.45, the highest in the ICC's team of the tournament.

      Source ↗
    • ChatGPTplace 3

      A World Cup strike rate above 170, plus 53 not out in a pressured chase against India, is a compelling combination.

      Source ↗
    • Geminiplace 9

      Maintains an ICC rating of 350+ in both batting and bowling tables, delivering a clutch 141.2 strike rate in tournament knockouts

      Source ↗
    • Qwenplace 8

      Officially top 10 all-rounder, but her impact spikes in death overs, where her strike rate exceeds 140 and disrupts late chases.

      Source ↗
    4 AIs put it here
  8. 8

    Danni Wyatt-Hodge

    A record 302 World Cup runs at a 149.50 strike rate, yet only 11th on the ICC batting list in July: the clearest case of output running ahead of rating.

    Included it: Claude, ChatGPT, StepFun. Did not include: Meta, Gemini, Kimi, DeepSeek, Wenxin, Qwen.

    In their lists: Claude: 5 · ChatGPT: see list · StepFun: see list

    What each AI noted 3
    • Claudeplace 5

      302 runs is the most by anyone at a Women's T20 World Cup, yet she sits only 11th on the official batting list.

      Source ↗
    • ChatGPT

      Named differently in its own list: open the full list.

      see list
    • StepFun

      Named differently in its own list: open the full list.

      see list
    3 AIs put it here
  9. 9

    Amelia Kerr

    No.2 all-rounder on 465, with a career best of 508 this year, and 101* off 51 on her captaincy debut. Little knockout evidence in the sources.

    Included it: ChatGPT, Gemini, StepFun, Kimi, DeepSeek, Qwen. Did not include: Claude, Meta, Wenxin.

    In their lists: ChatGPT: see list · Gemini: 2 · StepFun: 5 · Kimi: 8 · DeepSeek: 7 · Qwen: 7

    What each AI noted 6
    • ChatGPT

      Named differently in its own list: open the full list.

      see list
    • Geminiplace 2

      World Cup final MVP whose 43 with the bat and 3 for 24 with the ball created a +38% single-match win probability swing

      Source ↗
    • StepFunplace 5

      First woman to score a T20I hundred on captaincy debut - and all three New Zealand women's T20I tons have come with the armband on.

      Source ↗
    • Kimiplace 8

      New Zealand's new all-format captain at 25, and the world's No. 2 T20I all-rounder — 465 points with a career best of 508 reached this year.

      Source ↗
    • DeepSeekplace 7

      No.2 ranked T20I all-rounder with 465 points; briefly held No.1 spot in March 2026 after amassing 276 runs and 5 wickets in a home series against South Africa.

    • Qwenplace 7

      Official top 5 all-rounder, but her middle-over bowling in defenses combined with late-order hitting makes her the ultimate tie-breaker.

      Source ↗
    6 AIs put it here
  10. 10

    Georgia Voll

    Peaked at 841 in June and was No.1 in July, but made 9 in the World Cup final: the clearest case of rating running ahead of big-match impact.

    Included it: Claude, StepFun, Kimi, DeepSeek. Did not include: ChatGPT, Meta, Gemini, Wenxin, Qwen.

    In their lists: Claude: 9 · StepFun: 8 · Kimi: 10 · DeepSeek: 4

    What each AI noted 4
    • Claudeplace 9

      She is No.1 on the official batting list, but I rank her lower because her match-deciding innings are less visible in the sources I found.

      Source ↗
    • StepFunplace 8

      779 points at No. 2 after barely a dozen T20Is - the fastest rise to the top of the batting list the format has seen.

      Source ↗
    • Kimiplace 10

      Her June 2026 peak of 841 rating points is one of the highest batting marks ever recorded in women's T20Is — yet she managed only 9 in the World Cup final.

      Source ↗
    • DeepSeekplace 4

      Scored a maiden T20I century (101 off 53) against West Indies in March 2026, briefly topping the batting rankings with 815 points.

      Source ↗
    4 AIs put it here

02Worth knowing

What the AIs noticed while building the list.

The World Cup's top run-scorer, Danni Wyatt-Hodge (302), is only 11th on the ICC batting list, and Marizanne Kapp is 14th among bowlers despite 8 wickets at 14.37. Ratings react slowly to one hot tournament.

Noticed by:
Included it: Claude, ChatGPT. Did not include: Meta, Gemini, StepFun, Kimi, DeepSeek, Wenxin, Qwen.
Source ↗

The ICC batting list is led by Beth Mooney (785), but ESPNcricinfo's World Cup impact table is led by Marizanne Kapp (412.69). One is a rolling rating, the other covers six matches.

Noticed by:
Included it: StepFun. Did not include: Claude, ChatGPT, Meta, Gemini, Kimi, DeepSeek, Wenxin, Qwen.
Source ↗

India's Raipur stand from 19 for 4 is reported as the second-highest in a women's T20I after losing four wickets for under 20. Its size is given as 82, 81 or 55 depending on the source.

Noticed by:
Included it: Claude, ChatGPT, StepFun, Kimi. Did not include: Meta, Gemini, DeepSeek, Wenxin, Qwen.
Source ↗

Who is 'No. 1' depends on the date of the snapshot. Mooney (785) or Mandhana (790) for batting, Charani (817 or 804) or Alana King (753) for bowling, and Matthews on 472, 482 or 502 as all-rounder.

Noticed by:
Included it: ChatGPT, StepFun, Kimi, DeepSeek. Did not include: Claude, Meta, Gemini, Wenxin, Qwen.
Source ↗

Fatima Sana made 55* from 50 for 8 and took 3/16 against South Africa, yet Pakistan lost by two wickets. Counting only winning performances misses this kind of impact.

Noticed by:
Included it: ChatGPT. Did not include: Claude, Meta, Gemini, StepFun, Kimi, DeepSeek, Wenxin, Qwen.
Source ↗

03How we counted

In plain words, no formulas.

1The question

Top 10 Women's T20 Cricketers Right Now: Official Rating vs Match-Winning Impact

2Why this topic

It sets the official ICC rating against each player's effect in close games, so readers see who is overrated on paper and who wins matches without being high on the table.

3Where it applies

Women's T20 international cricket worldwide, last 12 months

4What we looked at

  • ICC rating points from the batting, bowling and all-rounder lists
  • How much each player changed her team's chance of winning in close chases and defences, over the last 12 months
  • The gap between where a player sits on the official list and where she sits on impact
  • ICC Women's T20I Batting Rankings (ICC) — Official batting rating points, weighted by how recent each innings is and how strong the opposition was
  • ICC Women's T20I Bowling Rankings (ICC) — Official bowling rating points
  • ICC Women's T20I All-Rounder Rankings (ICC) — Combined batting and bowling rating points
  • ICC Women's T20 World Cup 2026 Team of the Tournament (ICC) — Runs, averages, strike rates, wickets and economy for the tournament's best players, including knockout innings
  • ESPNcricinfo Most Valuable Players / impact table, World Cup 2026 (ESPNcricinfo) — An impact score built from runs, wickets, economy and match situation. It covers this tournament only.

5Who ranked

The leading AIs, each building its own list of ten independently and naming a source for every place: Claude, ChatGPT, Meta, Gemini, StepFun, Kimi, DeepSeek, Wenxin, Qwen.

6How the places were set

The same entry written differently by different AIs was counted as one. The more AIs put an entry on their list, and the higher they put it, the higher its place. "AI agreement" shows how many of the AIs had it on their own list. Sources are only those the AIs found themselves; nothing was added by hand.

04Each AI's own list

🇺🇸 Claude10 places · 2 notes

The same question, answered by Claude alone. The final list above combines all the AIs.

  1. 1
    Beth Mooney (Australia)

    64 off 49 in a World Cup final chase, her third half-century in a T20 World Cup final, and she won Player of the Tournament for the second time.

  2. 2
    Nat Sciver-Brunt (England)

    A World Cup average of 113.50 in four matches, so she was rarely dismissed.

    Source ↗
  3. 3
    Deepti Sharma (India)

    On 16 October 2026 she made 49 off 37 and added 82 off 63 balls with a debutant after India were 19/4, and was Player of the Match.

    Source ↗
  4. 4
    Sree Charani (India)

    The No.1 T20I bowler took 14 wickets at the World Cup at an average of 8.35.

    Source ↗
  5. 5
    Danni Wyatt-Hodge (England)

    302 runs is the most by anyone at a Women's T20 World Cup, yet she sits only 11th on the official batting list.

    Source ↗
  6. 6
    Marizanne Kapp (South Africa)

    8 wickets and a strike rate of 142.52 at the World Cup, but only 14th among bowlers and 8th among all-rounders.

    Source ↗
  7. 7
    Ash Gardner (Australia)

    A World Cup strike rate of 170.45, the highest in the ICC's team of the tournament.

    Source ↗
  8. 8
    Orla Prendergast (Ireland)

    Joint 3rd all-rounder in the world, with 181 runs and 6 wickets at the World Cup.

    Source ↗
  9. 9
    Georgia Voll (Australia)

    She is No.1 on the official batting list, but I rank her lower because her match-deciding innings are less visible in the sources I found.

    Source ↗
  10. 10
    Hayley Matthews (West Indies)

    She topped the all-rounder list in July, only five points ahead of Melie Kerr in June.

    Source ↗

What Claude noticed

Danni Wyatt-Hodge scored the most runs ever at a Women's T20 World Cup (302 in 7 matches) but is 11th on the ICC batting list. Marizanne Kapp is 14th among bowlers despite 8 wickets at 14.37.

On 16 Oct 2026 Deepti Sharma and debutant Niki Prasad added 82 off 63 balls from 19/4, enough to win by four wickets with more than four overs left.

🇺🇸 ChatGPT10 places · 3 notes

The same question, answered by ChatGPT alone. The final list above combines all the AIs.

  1. 1
    Beth Mooney — Australia, 2026

    Her 64 in the World Cup final completed a remarkable double: Player of the Match and Player of the Tournament.

    Source ↗
  2. 2
    Marizanne Kapp — South Africa, 2026

    South Africa were 25 for 2 against India; Kapp's unbeaten 81 helped turn a threatened defeat into a knockout-deciding victory.

    Source ↗
  3. 3
    Ashleigh Gardner — Australia, 2026

    A World Cup strike rate above 170, plus 53 not out in a pressured chase against India, is a compelling combination.

    Source ↗
  4. 4
    Nat Sciver-Brunt — England, 2026

    An extraordinary 113.50 World Cup batting average, achieved while returning from injury and carrying England through the knockouts.

    Source ↗
  5. 5
    Sree Charani — India, 2026

    Fourteen wickets in five World Cup matches: no other bowler took more at the tournament.

    Source ↗
  6. 6
    Orla Prendergast — Ireland, 2026

    Ireland's landmark win over former champions West Indies came with her 63 runs and an opening-bowling contribution.

    Source ↗
  7. 7
    Fatima Sana — Pakistan, 2026

    At 50 for 8 against South Africa, Pakistan looked finished; Sana made 55 not out and nearly stole the match with the ball.

    Source ↗
  8. 8
    Ellyse Perry — Australia, 2026

    At 68 for 3 chasing India's 170 for 4, Perry made 56 not out from 38 balls to complete another Australian turnaround.

    Source ↗
  9. 9
    Deepti Sharma — India, 2026

    India fell to 19 for 4 against Zimbabwe; Deepti's 49 turned a collapse into a four-wicket victory.

    Source ↗
  10. 10
    Nilakshika Silva — Sri Lanka, 2026

    From 55 for 4 against defending champions New Zealand, her unbeaten 54 delivered one of the World Cup's most consequential upsets.

    Source ↗

What ChatGPT noticed

The World Cup's highest run-scorer was not its Player of the Tournament: Danni Wyatt-Hodge made a record 302 runs, while Beth Mooney received the award after decisive semi-final and final performances.

Sree Charani's 14 wickets at 8.35 each were extraordinary, but five matches did not offer as much knockout evidence as Australia's title run. That distinction explains why she is fifth rather than automatically first.

A rescue can be exceptional even in defeat: Fatima Sana's 55 not out and 3/16 against South Africa exemplify why counting only winning performances misses crucial individual impact.

🇺🇸 Gemini10 places · 2 notes

The same question, answered by Gemini alone. The final list above combines all the AIs.

  1. 1
    Deepti Sharma (India)

    Clawed India back from 19 for 4 against Zimbabwe with 49 off 37 to prove rating points overlook defensive rescue mastery

    Source ↗
  2. 2
    Amelia Kerr (New Zealand)

    World Cup final MVP whose 43 with the bat and 3 for 24 with the ball created a +38% single-match win probability swing

    Source ↗
  3. 3
    Hayley Matthews (West Indies)

    Carried 44% of her team's total boundary output over 12 months while sitting atop the official all-rounder table

    Source ↗
  4. 4
    Beth Mooney (Australia)

    Official world number one batter whose match-winning win-shares sit above 85% whenever Australia chases under lights

    Source ↗
  5. 5
    Sophie Ecclestone (England)

    Delivers an astounding 61.2% dot-ball ratio in high-leverage powerplay and death spells despite losing her world No. 1 spot

    Source ↗
  6. 6
    Laura Wolvaardt (South Africa)

    Anchored South Africa into consecutive ICC finals with a 48.2 average in tournament knockout matches

    Source ↗
  7. 7
    Chamari Athapaththu (Sri Lanka)

    Boasts the widest gap between solo impact and team baseline, scoring 38.6% of Sri Lanka's total top-order runs

    Source ↗
  8. 8
    Smriti Mandhana (India)

    Highest all-time T20I boundary hitter whose fast powerplay starts produce an 81% team victory rate when she crosses 30

    Source ↗
  9. 9
    Ashleigh Gardner (Australia)

    Maintains an ICC rating of 350+ in both batting and bowling tables, delivering a clutch 141.2 strike rate in tournament knockouts

    Source ↗
  10. 10
    Sophie Devine (New Zealand)

    Stepped down from captaincy after clinching the T20 World Cup, holding 128 career sixes and unmatched closing nerve

    Source ↗

What Gemini noticed

All-rounders occupying the top 4 in the ICC list (Matthews, Kerr, Athapaththu, Sharma) account for more than 52% of Player of the Match awards in matches decided by under 15 runs or in the final over.

Bowlers who operate in both overs 1-6 and overs 16-20 (such as Ecclestone and Deepti) suppress match-ending boundary spikes by 31% compared to specialized middle-overs spinners.

🇨🇳 StepFun10 places · 4 notes

The same question, answered by StepFun alone. The final list above combines all the AIs.

  1. 1
    Deepti Sharma (India)

    The only player inside the top five of two ICC lists - No. 2 bowler at 754 and No. 4 all-rounder at 383 - and the one whose name answers 'who wins it when it's tight'.

    Source ↗
  2. 2
    Beth Mooney (Australia)

    785 rating points plus a World Cup Player of the Tournament award: 238 runs at 47.60, striking at 142.51, and 64 off 49 in the final.

    Source ↗
  3. 3
    Marizanne Kapp (South Africa)

    The biggest gap between rating and impact in the game: the World Cup's No. 1 impact score (412.7) from a player who is not in the ICC T20I all-rounder top ten.

    Source ↗
  4. 4
    Hayley Matthews (West Indies)

    No. 1 all-rounder at 472 and the World Cup's best bowling impact (273.7) - she bowls the overs that decide games.

    Source ↗
  5. 5
    Amelia Kerr (New Zealand)

    First woman to score a T20I hundred on captaincy debut - and all three New Zealand women's T20I tons have come with the armband on.

    Source ↗
  6. 6
    Sree Charani (India)

    817 rating points - the highest any bowler, male or female, has reached on an ICC T20I list.

    Source ↗
  7. 7
    Sophie Ecclestone (England)

    723 points at No. 3, England's all-format wicket record, and the spinner who bowled India out at Lord's in the World Cup.

  8. 8
    Georgia Voll (Australia)

    779 points at No. 2 after barely a dozen T20Is - the fastest rise to the top of the batting list the format has seen.

    Source ↗
  9. 9
    Ellyse Perry (Australia)

    56 off 38 against India - the Player of the Match innings that ended the hosts' World Cup, and a reminder that impact is not a rating table.

    Source ↗
  10. 10
    Nat Sciver-Brunt (England)

    227 runs in four World Cup innings, including 75 off 47 in the semi-final - while also doing the captain's job for a team that reached the final.

    Source ↗

What StepFun noticed

The two best-known 'best player' answers point at different people: the ICC's batting list is led by Beth Mooney (785 points), while ESPNcricinfo's World Cup impact table is led by Marizanne Kapp (412.7, 68.7 a match). One measures a rolling average of performances, the other measures how much a player moved a specific tournament's results.

Deepti Sharma is the only woman inside the top five of two official lists at once - No. 2 in bowling (754) and No. 4 among all-rounders (383) - yet neither list has a column for the thing she is praised for: the 19-for-4 rescue in Raipur, when she and debutant Niki Prasad added 55 to turn a chase that was nearly lost.

Rating points are at an all-time high: Sree Charani's 817 broke the previous record of 806 for the women's T20I bowling list, a reminder that today's numbers are not comparable with last decade's.

Every ESPNcricinfo match page now carries a win-probability chart - the closest public tool to the 'chance of winning' question this ranking asks. The Raipur scorecard is the place to start: India were 19 for 4 in 3.1 overs and still won with 26 balls to spare.

🇨🇳 Kimi10 places · 3 notes

The same question, answered by Kimi alone. The final list above combines all the AIs.

  1. 1
    Beth Mooney (Australia)

    Player of the Tournament at the 2026 T20 World Cup, then unbeaten in both knockouts — 61* in the semi, 64 in the final at Lord's.

    Source ↗
  2. 2
    Deepti Sharma (India)

    Only No. 4 among all-rounders and outside the bowling top five on paper — yet she owns the most wickets in women's T20I history (166) and just rescued India from 19/4 with a Player-of-the-Match 49 off 37.

    Source ↗
  3. 3
    Smriti Mandhana (India)

    Now the world's No. 1 T20I batter at 790 points — and doing it at a career-best strike rate of 148.25 in 2026, the year she became India's captain.

    Source ↗
  4. 4
    Hayley Matthews (West Indies)

    No. 1 all-rounder on the planet (502 points) who followed a 132 off 64 against Australia with a 182 against Zimbabwe this September.

    Source ↗
  5. 5
    Shree Charani (India)

    The first Indian — batter or bowler — ever to cross 800 ICC T20I rating points, ending two points short of the all-time bowling record.

    Source ↗
  6. 6
    Laura Wolvaardt (South Africa)

    Smashed a South African-record 126* off 62 balls (strike rate 203.22) in September — her 18th international hundred, level with Mandhana for the most in the women's game.

    Source ↗
  7. 7
    Chamari Athapaththu (Sri Lanka)

    At 36 she did two things nobody had ever done: a century in a Women's T20 World Cup chase (106* off 61) and a seven-wicket haul (7/5) by a Full-Member bowler.

    Source ↗
  8. 8
    Amelia Kerr (New Zealand)

    New Zealand's new all-format captain at 25, and the world's No. 2 T20I all-rounder — 465 points with a career best of 508 reached this year.

    Source ↗
  9. 9
    Sophie Ecclestone (England)

    Second in the world bowling list at 723, and in the World Cup final she conceded just 24 in four overs and still ended up arguing with the umpire over the catch that got away.

    Source ↗
  10. 10
    Georgia Voll (Australia)

    Her June 2026 peak of 841 rating points is one of the highest batting marks ever recorded in women's T20Is — yet she managed only 9 in the World Cup final.

    Source ↗

What Kimi noticed

The rating-to-impact gap is biggest for Deepti Sharma: she sits only 4th among all-rounders (383 points) and outside the bowling top five, yet she holds the record for most wickets in women's T20Is (166) and produced Player-of-the-Match efforts in India's World Cup opener (5/10 v Pakistan) and in yesterday's 19/4 rescue against Zimbabwe (49 off 37).

India's 82-run fifth-wicket stand in Raipur was the second-highest ever in a women's T20I after losing four wickets for under 20 — the record (159, Devine and Green) was set only months earlier, in 2026.

Debutant Niki Prasad's 39* in the Raipur chase is already the third-highest score on T20I debut by an Indian woman — and it came in a near-collapse her captain called 'remarkable composure'.

🇨🇳 DeepSeek10 places · 1 notes

The same question, answered by DeepSeek alone. The final list above combines all the AIs.

  1. 1
    Beth Mooney (Australia)

    Player of the Tournament at the 2026 T20 World Cup, with 238 runs at an average of 47.60 and a strike rate of 142.51, including half-centuries in both the semi-final and final.

    Source ↗
  2. 2
    Deepti Sharma (India)

    Match-winning five-wicket haul (5/10) against Pakistan in the 2026 T20 World Cup, then a composed 49 off 37 to rescue India from 19/4 against Zimbabwe.

    Source ↗
  3. 3
    Hayley Matthews (West Indies)

    No.1 ranked T20I all-rounder with 482 rating points, combining top-order batting with off-spin bowling.

  4. 4
    Georgia Voll (Australia)

    Scored a maiden T20I century (101 off 53) against West Indies in March 2026, briefly topping the batting rankings with 815 points.

    Source ↗
  5. 5
    Shafali Verma (India)

    India's highest-ranked T20I batter at 4th with 759 points, forming a record-opening partnership with Smriti Mandhana.

  6. 6
    Smriti Mandhana (India)

    5th in ICC T20I batting rankings with 754 points; career-best strike rate of 148.25 in 2026.

  7. 7
    Amelia Kerr (New Zealand)

    No.2 ranked T20I all-rounder with 465 points; briefly held No.1 spot in March 2026 after amassing 276 runs and 5 wickets in a home series against South Africa.

  8. 8
    Sree Charani (India)

    World No.1 T20I bowler with 817 rating points, the highest-ever rating by an Indian woman in T20I bowling.

  9. 9
    Laura Wolvaardt (South Africa)

    3rd in ICC T20I batting rankings with 766 points; a consistent top-order anchor for South Africa.

  10. 10
    Harmanpreet Kaur (India)

    10th in ICC T20I batting rankings with 656 points; most prolific T20I captain with 3,017 runs at an average of 32.79 as captain.

What DeepSeek noticed

Beth Mooney's 238 runs at the 2026 T20 World Cup came at an average of 47.60 and a strike rate of 142.51, including half-centuries in both the semi-final and final.

🇨🇳 Qwen10 places · 2 notes

The same question, answered by Qwen alone. The final list above combines all the AIs.

  1. 1
    Deepti Sharma

    Officially No. 1 in bowling, but her true value is the unmatched win probability added in collapsing chases, like steadying India from 19/4.

    Source ↗
  2. 2
    Nat Sciver-Brunt

    The ultimate finisher; her official batting rank undersells her 120+ strike rate in successful, high-pressure T20I chases.

    Source ↗
  3. 3
    Hayley Matthews

    Official No. 1 all-rounder, but her real impact is the rare dual-threat match-winning capability in tight defenses.

    Source ↗
  4. 4
    Beth Mooney

    Official top-3 batter, but her clutch factor is legendary: anchoring chases from impossible positions with a 126+ career T20I strike rate.

    Source ↗
  5. 5
    Sophie Devine

    Officially top 10 all-rounder, yet her captain's knocks in sub-130 totals consistently flip win probability by 40% or more.

    Source ↗
  6. 6
    Laura Wolvaardt

    Official No. 2 batter, but her true metric is a 71+ average in global tournament knockouts, anchoring fragile middle orders.

    Source ↗
  7. 7
    Amelia Kerr

    Official top 5 all-rounder, but her middle-over bowling in defenses combined with late-order hitting makes her the ultimate tie-breaker.

    Source ↗
  8. 8
    Ashleigh Gardner

    Officially top 10 all-rounder, but her impact spikes in death overs, where her strike rate exceeds 140 and disrupts late chases.

    Source ↗
  9. 9
    Marizanne Kapp

    Official top 5 bowler, but her real value is the highest wicket-taking rate in the final 4 overs of close T20I defenses.

    Source ↗
  10. 10
    Niki Prasad

    Unranked officially, but her debut match-winning knock closing out a 19/4 chase gives her the highest immediate 'clutch' impact per inning.

    Source ↗

What Qwen noticed

Deepti Sharma's ability to stabilize an innings from 19/4 demonstrates that win probability models often undervalue defensive anchor roles in T20 cricket.

Unranked debutants like Niki Prasad can immediately top 'clutch' impact metrics by finishing high-leverage chases that established stars could not.