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 PBKS: Match 61 at M Chinnaswamy Stadium

Royal Challengers Bengaluru face Punjab Kings at M Chinnaswamy Stadium, Bengaluru in Match 61 of IPL 2026 — a contest that could have significant implications for both sides as the tournament progresses through its league stage.

M Chinnaswamy Stadium, Bengaluru|May 17, 2026|7:30 PM IST

5 min read|CricIntel Editorial

Venue — M Chinnaswamy Stadium

The Chinnaswamy is one of cricket's great batting cathedrals — short boundaries, a true pitch, and Bengaluru's altitude combining to produce some of the most exhilarating run-fests in IPL history. Bowlers need variation and nerve here.

The Contest

Royal Challengers Bengaluru and Punjab Kings meet at M Chinnaswamy 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 PBKS 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 PBKS? 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

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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 · Played here before · Automatic XI pick
Score
47
2
Virat Kohli
BatterStarted 2 of last 3 · Top-5 batter (#3) · Played here before
Score
69
3
Devdutt Padikkal
BatterStarted 2 of last 3 · Top-15 batter · Played here before
Score
55
4
Rajat Patidar
BatterStarted 2 of last 3 · Played here before · Automatic XI pick
Score
47
5
Tim DavidOverseas
BatterStarted 2 of last 3 · Played here before · Automatic XI pick
Score
47
6
Krunal Pandya
All-RounderStarted 2 of last 3 · Played here before · Automatic XI pick
Score
47
7
Swapnil Singh
All-RounderStarted 2 of last 3 · Played here before · Automatic XI pick
Score
47
8
Romario ShepherdOverseas
All-RounderStarted 2 of last 3 · Played here before · Automatic XI pick
Score
47
9
Bhuvneshwar Kumar
BowlerStarted 2 of last 3 · Top-5 bowler (#1) · Played here before
Score
72
10
Jacob DuffyOverseas
BowlerStarted last match · Played here before
Score
33
11
Josh HazlewoodOverseas
BowlerStarted last match
Score
13

PBKSPunjab Kings

2/4 overseas

1
Prabhsimran Singh
Wicket-KeeperTop-15 batter
Score
19
2
Shreyas Iyer
BatterStarted 2 of last 3 · Top-15 batter · Automatic XI pick
Score
41
3
Nehal Wadhera
BatterStarted 2 of last 3 · Automatic XI pick
Score
32
4
Priyansh Arya
BatterStarted 2 of last 3 · Automatic XI pick
Score
32
5
Cooper ConnollyOverseas
All-RounderStarted 2 of last 3 · Top-15 batter · Automatic XI pick
Score
45
6
Shashank Singh
All-RounderStarted 2 of last 3 · Automatic XI pick
Score
32
7
Harpreet Brar
All-RounderStarted 2 of last 3 · Automatic XI pick
Score
32
8
Yuzvendra Chahal
BowlerStarted 2 of last 3 · Automatic XI pick
Score
32
9
Xavier BartlettOverseas
BowlerStarted 2 of last 3 · Automatic XI pick
Score
32
10
Pravin Dubey
BowlerStarted last match
Score
18
11
Arshdeep Singh
BowlerTop-15 bowler
Score
16

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.