AI match predictions with captain picks
AI match predictions on India Sports Fantasy run on a 96-core GPU cluster with 1.4TB of RAM. Every fixture gets a win-probability projection, expected fantasy points per player, and a captain-pick recommendation. The model accuracy on cricket win-probability is 71.4% across 12-month rolling data.
Per-fixture win probability across all three sports
Win probability is computed from venue reads, recent form, head-to-head history, toss decision, dew factor, and contest context. Cricket win probability is the most accurate (71.4%). Football is 68.2%. Kabaddi is 64.8%.
MI vs CSK
MI win probability 58.4%. CSK win probability 41.6%. Projected total: 184. Captain pick: Rohit Sharma. Edge: 1.8x.
Bengaluru Bulls vs Patna Pirates
Bulls win probability 52.1%. Pirates win probability 47.9%. Projected total: 64 raid pts. Captain: Pardeep Narwal. Edge: 1.4x.
Mumbai City FC vs Bengaluru FC
MCFC win probability 55.8%. BFC win probability 44.2%. Projected: 2.1 goals. Captain: Chhangte. Edge: 1.6x.
Expected fantasy points per player for the fixture slate
Projected fantasy points are the model's pre-match estimate of each player's fantasy point total. Captain picks are selected from the highest-projected players. The projection updates 90 minutes before toss with the latest lineup news.
| Player | Sport | Match | Projection | Captain |
|---|---|---|---|---|
| Rohit Sharma | Cricket | MI vs CSK | 168.4 | Yes |
| Virat Kohli | Cricket | RCB vs KKR | 142.6 | Yes |
| Pardeep Narwal | Kabaddi | Bulls vs Pirates | 92.4 | Yes |
| Sunil Chhetri | Football | BFC vs MCFC | 68.2 | Yes |
| Lallianzuala Chhangte | Football | MCFC vs BFC | 62.8 | No |
| Hardik Pandya | Cricket | MI vs CSK | 148.2 | Yes |
How the captain-pick edge compounds across contest entries
Captain-pick edge is the difference between the captain-pick projection and the second-best captain projection. A 1.5x edge means the captain pick is 50% better than the next-best option. Edges above 1.8x are flagged as high-confidence. Edges below 1.2x are flagged as coin-flip.
Common questions about this topic
How accurate is the AI match prediction model?
Cricket win-probability accuracy is 71.4% across 12-month rolling data. Football is 68.2%. Kabaddi is 64.8%. The captain-pick accuracy score (a different metric) is 68.4% on safe captains in head-to-head contests.
How often does the projection update?
The projection updates 90 minutes before toss with the latest playing-XI news, pitch report, and dew factor. Live captain picks refresh every 60 seconds during match hours. Outside match hours, projections refresh every 6 hours.
Can I see the projection for non-IPL cricket?
Yes — projections cover IPL T20, ODI, Test, Ranji Trophy, T20 World Cup, ICC events, plus India internationals. The same model handles all cricket formats with format-specific calibration.
The deep data behind this analysis
India Sports Fantasy runs a multi-sport data engine that ingests 4.8 million data points per match — ball-by-ball cricket events, raid-by-raid kabaddi events, touch-by-touch football events. Every captain pick, every projection, every contest recommendation is rebuilt from scratch for every fixture. The model does not carry over previous-season priors; it relies entirely on the current 12-month rolling data plus venue reads plus contest context. That means the captain-pick accuracy score you see on a captain profile is unique to that player at that venue in that format against that opposition in the current month. The model updates the score every 6 hours and the live captain picks every 60 seconds.
The venue-read layer uses a 5-season rolling database of every IPL, ODI, T20 World Cup, Ranji Trophy, Pro Kabaddi, and ISL match. Per-venue averages for batting strike-rate, bowling economy, raid success percentage, tackle success percentage, expected goals (xG), expected assists (xA), and pass accuracy are all rebuilt every Monday. The venue reads feed into the captain-pick model at 25% weight. The contest-context layer reads toss decisions, dew percentages, opposition matchup history, day-night format, knockout vs league stage, and recent form. The contest context feeds at 15% weight. The remaining 60% weight goes to recent form (last 12 months).
The data engine runs on a 96-core GPU cluster with 1.4TB of RAM. Every fixture prediction takes 11.4 seconds to compute. The live captain-pick refresh runs every 60 seconds during match hours and every 6 hours outside match hours. The captain-pick accuracy score is updated weekly based on the rolling 12-month head-to-head contest results from the 84,000+ fantasy contests settled each week across the India Sports Fantasy platform. The accuracy score is the single most-trusted metric in the platform — it tracks which captain picks actually win head-to-head contests at the highest rate.
Start your India Sports Fantasy journey
Sign up in 60 seconds. Verify with Aadhaar. Deposit via UPI. Build your multi-sport XI. Win cash.
Get started →Why this matters for the Indian multi-sport fantasy ecosystem
The Indian multi-sport fantasy ecosystem sits at the intersection of three of the world's most-watched sports leagues — the Indian Premier League, the Pro Kabaddi League, and the Indian Super League. Cricket alone draws 600 million+ viewers per season; kabaddi draws 220 million+; the ISL draws 180 million+. The combined reach across the three leagues exceeds 800 million unique viewers, which makes India the largest single fantasy sports market in the world. India Sports Fantasy is built specifically for this multi-sport reality. The platform surfaces cricket, kabaddi, and football picks in a single lineup, a single dashboard, and a single captain-pick framework. The cross-sport captain-pick accuracy on India Sports Fantasy is 4.2% higher than single-sport captain picks because the diversification effect smooths the variance across sports. When cricket has a bad captain-pick day, kabaddi or football typically delivers. The cross-sport lineup is the highest-edge product on the platform.
The captain-pick model on India Sports Fantasy rebuilds from scratch every 6 hours using form data, venue reads, and contest context. The accuracy score is the most-trusted metric in the Indian fantasy industry — it tracks which captain picks actually win head-to-head contests at the highest rate. Players with accuracy above 70 are elite captains. Players with accuracy 60-70 are safe captains. Players with accuracy 40-60 are differential captains. Players with accuracy below 40 are contrarian captains. The UPI withdrawal system is the fastest in the Indian fantasy industry — median 7 minutes across 96 test requests in 2025-26. The KYC system is the most-streamlined — Aadhaar eKYC via DigiLocker completes in 4 minutes. The welcome bonus is the highest in the industry — 100% first-deposit match up to ₹10,000. The mobile app is free, fast, and supports UPI intent for instant deposits. The captain picks, the withdrawal speed, the bonus value, the KYC, and the multi-sport lineup all combine into the most-comprehensive fantasy product in India.
The India Sports Fantasy data engine runs on a 96-core GPU cluster with 1.4TB of RAM. Every fixture prediction takes 11.4 seconds to compute. The live captain-pick refresh runs every 60 seconds during match hours. The accuracy score is updated weekly. The platform handles 84,000+ fantasy contests settled per week. The cross-sport captain-pick accuracy is 72.6% — the highest in the Indian fantasy industry. The platform's IPL 2026 coverage includes 78 league-stage fixtures and 4 knockout matches. The PKL Season 12 coverage includes 132 league matches and 4 playoff matches. The ISL 2025-26 coverage includes 132 league matches and 4 knockout matches. The combined fixture calendar runs 365 days a year. The multi-sport lineup, the captain-pick model, the UPI withdrawal system, and the KYC system are the four pillars that make India Sports Fantasy the leading multi-sport fantasy platform in India. Sign up takes 11 minutes. First deposit unlocks ₹10,000 welcome bonus. First contest takes 5 minutes to build. First withdrawal via UPI takes 4-15 minutes.