How does CricIntel predict match outcomes?

CricIntel uses XGBoost machine learning models trained on ball-by-ball cricket data. The model analyzes pitch conditions, player form, venue history, weather impact, and team composition to generate probability-based predictions.

What data sources does CricIntel use?

CricIntel uses CricSheet ball-by-ball data covering 10+ years of international and franchise cricket, live weather data from WeatherAPI, and real-time fixture data from CricAPI.

Is CricIntel free to use?

Yes, CricIntel offers a free plan with 1 prediction report per day. The Pro plan at $7.99/month unlocks unlimited reports, player performance predictions, AI-generated narratives, and advanced analytics.

Which cricket formats does CricIntel support?

CricIntel supports T20 matches including IPL, BBL, PSL, SA20, and international T20s. ODI and Test match support is on the roadmap.

How accurate are CricIntel predictions?

CricIntel provides probability-based predictions, not guaranteed outcomes. The model's predictions are calibrated using Platt scaling to ensure the stated probabilities reflect real-world likelihood.

IPL 2026T20Free Preview

RCB vs KKR: Match 57 at Nava Raipur Cricket Stadium

Royal Challengers Bengaluru face Kolkata Knight Riders at Nava Raipur Cricket Stadium, Nava Raipur in Match 57 of IPL 2026 — a contest that could have significant implications for both sides as the tournament progresses through its league stage.

Nava Raipur Cricket Stadium, Nava Raipur|May 13, 2026|7:30 PM IST

5 min read|CricIntel Editorial

Venue — Nava Raipur Cricket Stadium

The relatively new Nava Raipur venue is still establishing its character in IPL cricket, but early indications suggest a true surface that offers fair contest between bat and ball.

The Contest

Royal Challengers Bengaluru and Kolkata Knight Riders meet at Nava Raipur Cricket Stadium in what promises to be a compelling IPL 2026 encounter. Both sides will be looking to build momentum in a tournament where consistency separates contenders from pretenders, and every match carries weight in the race for the top four.

The team that adapts better to the conditions on offer, manages its powerplay effectively, and holds nerve in the death overs will likely walk away with two crucial points.

The Verdict

This is a match where preparation meets opportunity. Both RCB and KKR have the squad depth to compete, but the side that reads the surface better and executes under pressure will take the spoils. Expect the contest to be decided in the middle overs, where tactical discipline and match awareness matter most.

Want the full probabilistic breakdown, pitch map, and Dream XI recommendation for RCB vs KKR? Unlock your CricIntel Pro report — built on venue data, player form curves, and match-up modelling that goes deeper than any preview can.

Open Match Analyzer See a Sample Report

AI Probable XIFree · No Login

Predicted Playing XI for Both Teams

Our AI predicts the most likely starting 11 for each team based on current Orange/Purple Cap form, recent starter patterns, and role fit. Constraints applied: 1 keeper, 4-5 batters, 2-3 all-rounders, 3-4 bowlers, max 4 overseas. Updates daily at 3 AM IST.

RCBRoyal Challengers Bengaluru

4/4 overseas

1
Jitesh Sharma
Wicket-KeeperStarted 2 of last 3 · Automatic XI pick
Score
32
2
Virat Kohli
BatterStarted 2 of last 3 · Top-15 batter · Automatic XI pick
Score
42
3
Rajat Patidar
BatterStarted 2 of last 3 · Automatic XI pick
Score
32
4
Devdutt Padikkal
BatterStarted 2 of last 3 · Automatic XI pick
Score
32
5
Tim DavidOverseas
BatterStarted 2 of last 3 · Automatic XI pick
Score
32
6
Krunal Pandya
All-RounderStarted 2 of last 3 · Automatic XI pick
Score
32
7
Swapnil Singh
All-RounderStarted 2 of last 3 · Automatic XI pick
Score
32
8
Romario ShepherdOverseas
All-RounderStarted 2 of last 3 · Automatic XI pick
Score
32
9
Bhuvneshwar Kumar
BowlerStarted 2 of last 3 · Top-5 bowler (#1) · Automatic XI pick
Score
57
10
Jacob DuffyOverseas
BowlerStarted last match
Score
18
11
Josh HazlewoodOverseas
BowlerStarted last match
Score
13

KKRKolkata Knight Riders

4/4 overseas

1
Finn AllenOverseas
Wicket-KeeperStarted 2 of last 3 · Automatic XI pick
Score
32
2
Angkrish Raghuvanshi
BatterStarted 2 of last 3 · Automatic XI pick
Score
32
3
Rovman PowellOverseas
BatterStarted 2 of last 3 · Automatic XI pick
Score
32
4
Ajinkya Rahane
BatterStarted 2 of last 3 · Automatic XI pick
Score
32
5
Manish Pandey
BatterStarted 2 of last 3 · Automatic XI pick
Score
32
6
Anukul Roy
All-RounderStarted 2 of last 3 · Automatic XI pick
Score
32
7
Cameron GreenOverseas
All-RounderStarted 2 of last 3 · Automatic XI pick
Score
32
8
Kartik Tyagi
BowlerStarted 2 of last 3 · Top-15 bowler · Automatic XI pick
Score
43
9
Varun Chakravarthy
BowlerStarted 2 of last 3 · Automatic XI pick
Score
32
10
Vaibhav Arora
BowlerStarted 2 of last 3 · Automatic XI pick
Score
32
11
Blessing MuzarabaniOverseas
BowlerStarted 2 of last 3 · Automatic XI pick
Score
32

How is this calculated?

Composite Score (0-100) blends four signals per player:

Current-season form (35%) — Position in Orange Cap (top batters) or Purple Cap (top bowlers). #1 worth more than #15.
Regular-starter rate (25%) — How often they've been in the confirmed XI across past matches.
Role fit + base form (20%) — Squad-level form rating and role suitability.
Match availability (filter) — Injured / ruled-out players excluded.

Final XI is constrained: max 4 overseas, exactly 1 keeper, role-balanced. Confirmed XIs (after toss) override predictions automatically when available.