OpticOdds — source stability & pricing report

Cricket · all books vs OpticOdds AI vs koth-prod · auto-generated from the capture log

132.0hcaptured11fixtures 72sources382304control pings 0.0 mininternet down

🚩 Key findings

✓ Internet control stayed up the whole capture (0 windows excluded).
🚩 OpticOdds AI overall — uptime 88.6%, dropped its markets 154×.
🚩 koth-prod (v89) overall — uptime 88.8%, dropped its markets 146×.
🚩 Least stable book: Kalshi dropped markets 12497× (uptime 33.4%). 70 book(s) flapped.
📖 How to read this report · definitions for every metric below · terms throughout the report are clickable and jump here
Heartbeat / Polls / hb
One snapshot per fixture every ~1–2s while live, ~5s pre-match. Records the market count per source (the n dict). This is the atomic unit of every stability metric below.
Control ping / Internet down
One per second, measures internet reachability of OpticOdds. Drives the "Internet down" flag.
Uptime
% of heartbeats where the source had ≥1 market visible. 89.7% means "had markets in 89.7% of polls" — a whole-source blackout metric, NOT per-market flapping. Losing 1 of 50 markets = still 100% uptime.
Drops
Count of transitions from "had markets" → "zero markets" in adjacent heartbeats. Each drop is one blackout event; doesn't measure duration. 287 drops over 132h ≈ one blackout every ~28 min on average.
Market flappiness
Total live market count over time, summed across all fixtures. X-axis spans the heartbeat data window (first to last fixture poll), divided into 5 equal intervals — labels show date+time when the span exceeds 24h, time-only otherwise. Dips = markets vanished in bulk; flat sections = stable. The dashed OO AI line lets you see whether it tracks the books line.
Median price level / Odds pricing
For each snapshot, the median decimal-odds price across the common basket (markets where koth-prod, OO AI, and ≥2 books all price the same line). Gap between lines = systematic pricing divergence.
Coverage gap / Coverage gaps
A market type that other sources priced but the target source never offered once in the entire fixture. Genuine missing coverage, not flapping. (If OO AI offered a market once and then it blinked out, that's flapping — counted in Drops, not here.)
Spread / Pricing divergence
For a single market: max(dec) − min(dec) across all sources pricing it. Large spread = sources disagree on the price.
Peak combined OO+koth / Peak-coverage snapshot
The point in the match where OO AI + koth-prod combined had the most markets live. Per-card stats (divergence, market-type coverage) are computed at this moment to avoid the "last snapshot" lying when sources have already wound down.
In-play peak
Peak market count restricted to heartbeats where status = live. Differs from overall peak — pre-match catalogues are usually larger than in-play.
Avg peak markets / Max peak markets
In the all-sportsbook table: across the fixtures that source covered, the average and the highest of each fixture's peak market count.
Fixtures covered
Number of fixtures in which the source had any markets at all, out of the total fixtures captured.
Market-type coverage
Per-source count of distinct markets of each type at the peak-coverage snapshot. A "·" means the source did not price any market of that type at peak.
Source stability
Per-card table showing each source's uptime, drops, and total polls for that fixture. OO AI and koth-prod are pinned on top; remaining books sorted by uptime descending. Only top 8 displayed.

Market flappiness — OpticOdds AI vs koth-prod · number of markets live over time · dips = markets vanished

━ OpticOdds AI   ━ koth-prod (v89)
081162243324Jun 20 14:43Jun 20 23:18Jun 21 07:53Jun 21 16:28Jun 22 01:03Jun 22 09:38

Market flappiness — all sportsbooks · top 12 books by total markets · same comparison shape, every line dips when that book vanished

━ koth-prod (v89)   ━ OpticOdds AI   ━ Dafabet   ━ Betway   ━ Sports Interaction   ━ Sportingbet   ━ bwin   ━ Stake   ━ Bodog   ━ Bovada   ━ Ozoon   ━ Sportzino
087174261348Jun 20 14:43Jun 20 23:18Jun 21 07:53Jun 21 16:28Jun 22 01:03Jun 22 09:38

Odds pricing — median price level · decimal odds · same basket (markets koth-prod, OO AI & ≥2 books all price) · gap between lines = divergence · OO AI dashed so it stays visible where it overlaps books

━ koth-prod (v89)   ╌ OpticOdds AI   ━ books median
1.322.112.893.674.46Jun 20 14:43Jun 20 23:18Jun 21 07:53Jun 21 16:28Jun 22 01:03Jun 22 09:38

Coverage gaps · market types each source DOES NOT price · peak-coverage snapshot per fixture

In OO AI, NOT in koth-prod · 2 types · koth-prod coverage deficit

Market typefixtures
Team Total1
Player Runs1

In ≥2 books, NOT in OO AI · 29 types

Market typefixtures
Will There Be A Tie11
Man Of The Match10
1st Inning Team Total Runs Before Dismissal9
Total Extras8
Total Runs7
Total Fours Odd/Even7
Player Performance7
Team Total Odd/Even6
Total Sixes Odd/Even6
Top Bowler5
Team Total Wickets Lost5
1st Inning Team Total Run Outs5
Total Wickets5
Total Runs Odd/Even5
1st 15 Overs Team Total5
1st Inning Team Top Batsman3
Team Top Bowler2
1st Inning Team Total2
Team Total Sixes2
1st Inning Team Top Bowler2
Most Sixes 3-Way1
18th Over Team Total1
1st Inning Total Runs1
Player Sixes1
Team Will Score A Century1
Team Will Score A Fifty1
Most Run Outs 3-Way1
Player Fours1
Top Batsman1

In koth-prod, NOT in OO AI · 7 types

Market typefixtures
Total Runs1
1st Inning Player Runs1
Player Wickets Taken1
18th Over Team Total1
Player Fours1
Player Sixes1
Team Total Sixes1

All sportsbook availability · aggregate across every fixture · sorted by polls-with-markets

SourceUptimeDropsFixtures coveredAvg peak marketsMax peak markets
koth-prod (v89) config88.8%14611/11123.8168
OpticOdds AI OO AI88.6%15411/11125.8177
Kalshi33.4%1249711/114.78
Betway31.1%1142311/11118.4209
DraftKings30.3%1103211/1162.3124
Dafabet29.6%1103811/11134.1169
Bodog29.0%1041411/1195.8153
Bovada29.0%1041311/1195.8153
Ozoon29.0%1041311/1195.8153
bwin28.8%1034411/11122.6154
Sportingbet28.8%1034311/11122.6154
Sports Interaction28.8%1034311/11122.6154
Unibet27.6%992211/1159.5117
Unibet (Denmark)27.5%990411/1159.5117
Stake27.1%951911/1195.1126
Betsafe29.3%990710/1169.2104
iBet29.3%990610/1169.2104
Betsson29.3%990610/1169.2104
Rizk29.3%990510/1169.2104
Sportzino30.4%936510/1165.992
SBOBET26.0%898311/1131.245
theScore27.1%69189/115.38
Betfair Exchange (Australia)34.7%73976/116.39
Betfair Exchange34.7%73926/116.29
Betway (Alaska)31.5%65816/1155.868
Blue Book31.5%65786/1155.868
FanDuel31.5%65776/1155.868
Parimatch (Brazil)31.4%65406/1162.769
Parimatch (India)31.4%65206/1161.769
Jugabet (Argentina)31.3%65126/1160.869
Jugabet (Chile)31.3%65116/1160.869
Betfair Exchange (Australia) (Lay)30.9%63776/116.39
Betfair Exchange (Lay)30.9%63776/116.29
BC.GAME24.5%41176/1113.016
Rivalry24.5%41166/1113.016
Betplay24.5%41166/1113.016
OpticOdds AI DFS23.8%32955/1112.014
Caesars11.1%24526/114.816
William Hill11.1%24516/114.816
Betano7.0%489/112.02
Betano (Chile)6.9%249/112.02
Betano (Argentina)6.0%2110/112.02
Casumo22.5%17292/1159.5117
Svenskaspel22.5%17292/1126.050
LeoVegas22.5%17282/1159.5117
ATG22.5%17282/1126.551
Unibet (Sweden)22.5%17272/1126.551
NorthStar Bets22.5%17272/1159.5117
BetNation22.5%17262/1142.583
BetMGM (UK)22.5%17252/1159.5117
Proline22.5%17252/1159.5117
BetAmapola7.9%466/112.02
SugarHouse7.7%286/1149.5111
Desert Diamond7.7%286/1149.5111
RushBet7.7%286/1149.5111
Four Winds7.7%286/1149.5111
BetRivers7.7%286/1149.5111
TwinSpires7.7%286/1149.5111
LowVig7.7%65/112.02
Sportsbetting.ag7.6%65/112.02
BetOnline7.6%65/112.02
Dabble (3 or 5 Pick)9.0%54/1113.222
Dabble (3 or 5 Pick Multipliers)9.0%54/1113.222
Batery21.4%4001/114.04
Fonbet11.0%241/114.04
TABtouch11.0%231/11115.0115
betPARX11.0%231/1149.049
Play Eagle11.0%231/11115.0115
Unibet (Australia)11.0%231/11115.0115
Bally Bet11.0%231/1149.049
Bet Right10.4%21/1114.014
bet36510.4%11/1196.096

Per-match detail · every captured fixture · click a match to expand

India v Afghanistan · 202606203B1E161A · 5721 polls · peak combined OO+koth = 83 markets · in-play peak: OO AI 23, koth-prod 62

Source stability

SourceUptimeDropsPolls
OpticOdds AI OO AI90.9%85721
koth-prod (v89) config93.3%35721
Kalshi31.9%18275721
Betfair Exchange31.7%18145721
Betfair Exchange (Australia)31.7%18155721
Betway30.8%17625721
Dafabet30.1%17215721
Sportingbet30.0%17185721

Pricing divergence · peak-coverage snapshot · same market, decimal, top by spread

MarketOpticOdds AIkoth-prod (v89)booksspread
Will There Be A Tie Yes None··14.5–768.37753.87
Team Top Batsman Afghanistan :: Fareed Ahmad None·151.061.0–201.0140.0
Highest Opening Partnership 3-Way Draw None21.029.2921.0–50.029.0
Moneyline Afghanistan None8.797.865.8–11.05.2
Team Top Batsman Afghanistan :: Rashid Khan None11.012.8312.5–13.52.5
Highest Opening Partnership 3-Way Afghanistan None6.76.75.5–8.02.5
1st Inning Team Total Afghanistan 252.5··1.4–2.571.17
19th Over Team Total Afghanistan 3.5·2.31.481–2.541.059
Team Top Batsman Afghanistan :: Mohammad Nabi None7.67.37.4–8.250.95
Team Total Afghanistan 221.52.2·1.571–2.250.679
19th Over Team Total Afghanistan 5.5·1.5491.549–2.150.601
1st 30 Overs Team Total Afghanistan 144.52.181.6022.15–2.20.598
1st Inning Team Total Afghanistan 222.5··1.599–2.190.591
19th Over Team Total Afghanistan 4.51.681.6171.588–2.150.562

Market-type coverage · peak-coverage snapshot · counts = # markets

TypeOpticOdds AIkoth-prod (v89)KalshiBetfair ExchangeBetfair Exchange (Australia)BetwayDafabetSportingbet
Player — runs19···3596
Top batsman45····1515
Player — sixes·15···15··
Over total — phase58····55
Match result22233232
Over total — by over26···221
Player — wickets·6···6··
Team/innings total31····33
Player — fours·5···5··
Top bowler······55
Partnership33······
Fours/boundaries11····1·
Sixes — team/total·1······
Washington Freedom v MI New York · 202606215AAA7FB0 · 4674 polls · peak combined OO+koth = 317 markets · in-play peak: OO AI 33, koth-prod 33

Source stability

SourceUptimeDropsPolls
OpticOdds AI OO AI90.6%144674
koth-prod (v89) config90.7%114674
Kalshi36.5%13194674
Betfair Exchange (Australia)36.5%13194674
Betfair Exchange36.5%13194674
Sportingbet34.4%12234674
bwin34.4%12234674
Sports Interaction34.4%12234674

Pricing divergence · peak-coverage snapshot · same market, decimal, top by spread

MarketOpticOdds AIkoth-prod (v89)booksspread
Team Top Batsman MI New York :: Rushil Ugarkar None90.0·67.0–201.0134.0
Team Top Batsman Washington Freedom :: Amila Aponso None78.33·61.0–151.090.0
Team Top Batsman Washington Freedom :: Saurabh Netravalkar None90.0·67.0–151.084.0
Team Top Batsman MI New York :: Nosthush Kenjige None77.0·48.0–121.073.0
Team Top Batsman MI New York :: Faisal Khan Ahmadzai None55.0·34.0–101.067.0
Team Top Batsman Washington Freedom :: Yasir Mohammad None78.33·61.0–126.065.0
Team Top Batsman Washington Freedom :: Ian Holland None55.5·46.0–101.055.0
Team Top Batsman Washington Freedom :: Abhishek Paradkar None55.5·46.0–101.055.0
Team Top Batsman MI New York :: Tristan Luus None63.081.8829.0–51.052.88
Will There Be A Tie Yes None··12.0–63.1151.11
Team Top Batsman MI New York :: Trent Boult None90.0·51.0–101.050.0
Team Top Batsman Washington Freedom :: Lockie Ferguson None90.0·61.0–111.050.0
Team Top Batsman MI New York :: Sunny Patel None35.3354.016.0–51.038.0
Highest Opening Partnership 3-Way Draw None20.525.0620.0–55.035.0

Market-type coverage · peak-coverage snapshot · counts = # markets

TypeOpticOdds AIkoth-prod (v89)KalshiBetfair Exchange (Australia)Betfair ExchangeSportingbetbwinSports Interaction
Top batsman3827···333333
Over total — by over2424···242424
Match result66244323232
Top bowler2727···212121
Over total — phase1818···181818
Player — runs2323···141414
Fours/boundaries66···444
Sixes — team/total66···444
Wickets/dismissals66···222
Team/innings total22···222
Toss22·22···
Partnership33······
Extras33······
Texas Super Kings v MI New York · 202606226971DE6A · 4481 polls · peak combined OO+koth = 308 markets · in-play peak: OO AI 39, koth-prod 39

Source stability

SourceUptimeDropsPolls
OpticOdds AI OO AI90.5%144481
koth-prod (v89) config90.5%144481
Kalshi32.5%10724481
Betfair Exchange32.3%10624481
Betfair Exchange (Australia)32.3%10644481
Betfair Exchange (Lay)31.7%10364481
Betfair Exchange (Australia) (Lay)31.5%10284481
Betway30.3%9714481

Pricing divergence · peak-coverage snapshot · same market, decimal, top by spread

MarketOpticOdds AIkoth-prod (v89)booksspread
Team Top Batsman Texas Super Kings :: Amshi de Silva None150.9·42.0–251.0209.0
Team Top Batsman Texas Super Kings :: Abhimanyu Lamba None143.91·51.0–251.0200.0
Team Top Batsman Texas Super Kings :: Nandre Burger None146.73·51.0–251.0200.0
Will There Be A Tie Yes None··6.13–115.74109.61
Team Top Batsman MI New York :: Rushil Ugarkar None96.67·67.0–151.084.0
Team Top Batsman MI New York :: Faisal Khan Ahmadzai None85.0·26.0–101.075.0
Team Top Batsman Texas Super Kings :: Hardus Viljoen None77.091.6831.0–101.070.0
Team Top Batsman MI New York :: Nosthush Kenjige None86.67·56.0–121.065.0
Team Top Batsman Texas Super Kings :: Adam Milne None96.67·61.0–121.060.0
Team Top Batsman MI New York :: Trent Boult None93.33·46.0–90.047.33
Team Top Batsman MI New York :: Sunny Patel None32.060.0616.0–36.044.06
Team Top Batsman Texas Super Kings :: Mohammad Mohsin None45.3372.8729.0–51.043.87
Team Top Batsman Texas Super Kings :: Keshav Maharaj None44.070.6829.0–66.041.68
Team Top Batsman Texas Super Kings :: Akeal Hosein None42.067.3829.0–51.038.38

Market-type coverage · peak-coverage snapshot · counts = # markets

TypeOpticOdds AIkoth-prod (v89)KalshiBetfair ExchangeBetfair Exchange (Australia)Betfair Exchange (Lay)Betfair Exchange (Australia) (Lay)Betway
Top batsman3729·····34
Top bowler2727·····19
Over total — by over2424·····24
Over total — phase1818·····18
Player — runs1717·····11
Match result66244443
Fours/boundaries66·····3
Sixes — team/total66·····3
Wickets/dismissals66·····2
Toss22·22222
Team/innings total33·····2
Extras33······
Partnership33······
South Africa v India · 2026062155896B26 · 4343 polls · peak combined OO+koth = 273 markets · in-play peak: OO AI 38, koth-prod 38

Source stability

SourceUptimeDropsPolls
OpticOdds AI OO AI91.8%154343
koth-prod (v89) config91.9%144343
Kalshi34.2%11004343
Bovada32.7%10404343
Ozoon32.7%10404343
Bodog32.7%10404343
BC.GAME32.6%10354343
Rivalry32.6%10354343

Pricing divergence · peak-coverage snapshot · same market, decimal, top by spread

MarketOpticOdds AIkoth-prod (v89)booksspread
Top Batsman Radha Yadav None··100.0–501.0401.0
Top Batsman Nonkululeko Mlaba None··100.0–501.0401.0
Top Batsman Tumi Sekhukhune None··100.0–351.0251.0
Top Batsman Ayabonga Khaka None··100.0–351.0251.0
Top Batsman Shabnim Ismail None··100.0–201.0101.0
Team Top Batsman India :: Nandni Sharma None··51.0–151.0100.0
Team Top Batsman South Africa :: Nonkululeko Mlaba None73.0·56.0–151.095.0
Team Top Batsman South Africa :: Shabnim Ismail None70.592.1741.0–76.051.17
Team Top Batsman South Africa :: Ayabonga Khaka None70.5·51.0–101.050.0
Team Top Batsman India :: Arundhati Reddy None37.059.036.0–81.045.0
Team Top Batsman South Africa :: Tumi Sekhukhune None··51.0–91.040.0
Man Of The Match Karabo Meso None··26.0–60.034.0
Top Batsman Sinalo Jafta None··51.0–85.034.0
Team Top Batsman India :: Radha Yadav None37.037.031.0–61.030.0

Market-type coverage · peak-coverage snapshot · counts = # markets

TypeOpticOdds AIkoth-prod (v89)KalshiBovadaOzoonBodogBC.GAMERivalry
Top batsman3129·505050··
Top bowler1414·313131··
Match result65232323222
Over total — by over2424······
Player — runs2222······
Over total — phase1818······
Fours/boundaries66·444··
Sixes — team/total66·444··
Team/innings total336···55
Toss22·222··
Wickets/dismissals33·111··
Partnership33······
Pakistan v Bangladesh · 20260620C40C69CC · 4333 polls · peak combined OO+koth = 249 markets · in-play peak: OO AI 36, koth-prod 34

Source stability

SourceUptimeDropsPolls
OpticOdds AI OO AI85.4%164333
koth-prod (v89) config85.4%164333
Kalshi32.6%10814333
BC.GAME29.6%9534333
Rivalry29.6%9534333
Betplay29.6%9534333
Unibet29.5%9464333
Betway29.5%9464333

Pricing divergence · peak-coverage snapshot · same market, decimal, top by spread

MarketOpticOdds AIkoth-prod (v89)booksspread
Top Batsman Sultana Khatun None··100.0–501.0401.0
Top Batsman Marufa Akter None··100.0–501.0401.0
Top Batsman Tasmia Rubab None··100.0–301.0201.0
Top Batsman Diana Baig None··100.0–301.0201.0
Top Batsman Sadia Iqbal None··100.0–301.0201.0
Team Top Batsman Bangladesh :: Fariha Trisna None··48.0–201.0153.0
Team Top Batsman Bangladesh :: Marufa Akter None70.599.7551.0–201.0150.0
Top Batsman Nashra Sundhu None··100.0–201.0101.0
Top Batsman Eyman Fatima None47.07.523.0–70.062.5
Team Top Batsman Pakistan :: Diana Baig None55.555.541.0–101.060.0
Top Batsman Fahima Khatun None··70.0–126.056.0
Team Top Batsman Pakistan :: Nashra Sundhu None65.565.546.0–101.055.0
Team Top Batsman Bangladesh :: Sultana Khatun None70.598.451.0–101.050.0
Team Top Batsman Pakistan :: Sadia Iqbal None70.570.551.0–101.050.0

Market-type coverage · peak-coverage snapshot · counts = # markets

TypeOpticOdds AIkoth-prod (v89)KalshiBC.GAMERivalryBetplayUnibetBetway
Top batsman3028·····26
Over total — by over2424·····24
Match result652222333
Over total — phase1818·····18
Top bowler1818·····14
Player — runs1111····37
Team/innings total226555·2
Fours/boundaries66·····3
Partnership33····22
Wickets/dismissals33····12
Sixes — team/total33····3·
Toss22····22
Extras···111··
Seattle Orcas v Los Angeles Knight Riders · 20260621136E14B6 · 4248 polls · peak combined OO+koth = 345 markets · in-play peak: OO AI 54, koth-prod 54

Source stability

SourceUptimeDropsPolls
OpticOdds AI OO AI91.2%174248
koth-prod (v89) config91.2%174248
Kalshi36.7%11744248
Betfair Exchange (Australia)36.7%11744248
Betfair Exchange36.7%11744248
Betway35.1%11064248
Sportingbet35.0%11024248
bwin35.0%11024248

Pricing divergence · peak-coverage snapshot · same market, decimal, top by spread

MarketOpticOdds AIkoth-prod (v89)booksspread
Team Top Batsman Seattle Orcas :: Ottneil Baartman None··61.0–251.0190.0
Team Top Batsman Los Angeles Knight Riders :: Carmi le Roux None··67.0–251.0184.0
Team Top Batsman Seattle Orcas :: Lutho Sipamla None··90.0–251.0161.0
Team Top Batsman Los Angeles Knight Riders :: Lloyd Pope None89.0·51.0–201.0150.0
Team Top Batsman Seattle Orcas :: Tanveer Sangha None85.33·56.0–201.0145.0
Will There Be A Tie Yes None··12.0–115.74103.74
Team Top Batsman Seattle Orcas :: Ayan Desai None87.0·61.0–151.090.0
Team Top Batsman Los Angeles Knight Riders :: Matthew Tromp None31.6748.221.0–81.060.0
Team Top Batsman Los Angeles Knight Riders :: Kristopher Ramsaran None89.0·50.0–101.051.0
Team Top Batsman Los Angeles Knight Riders :: Shadley van Schalkwyk None87.0·51.0–101.050.0
Team Top Batsman Seattle Orcas :: Lungi Ngidi None85.33·56.0–101.045.0
Team Top Batsman Seattle Orcas :: Cameron Gannon None85.33·46.0–90.044.0
Man Of The Match Matthew Tromp None··23.0–60.037.0
Team Top Batsman Los Angeles Knight Riders :: Karthik Gattepalli None40.061.0926.0–41.035.09

Market-type coverage · peak-coverage snapshot · counts = # markets

TypeOpticOdds AIkoth-prod (v89)KalshiBetfair Exchange (Australia)Betfair ExchangeBetwaySportingbetbwin
Top batsman3829···363535
Player — runs2929···411313
Over total — by over2424···242424
Top bowler2626···181717
Over total — phase1818···181818
Match result6624433232
Player — wickets77···21··
Fours/boundaries66···644
Sixes — team/total66···644
Wickets/dismissals66···322
Team/innings total33···222
Toss22·222··
Player — sixes·····10··
Partnership33···2··
Extras33······
West Indies v Sri Lanka · 2026062102483410 · 4163 polls · peak combined OO+koth = 257 markets · in-play peak: OO AI 31, koth-prod 31

Source stability

SourceUptimeDropsPolls
OpticOdds AI OO AI87.2%144163
koth-prod (v89) config87.1%154163
Kalshi32.6%9684163
Betway30.5%8844163
Sportingbet30.4%8774163
Sports Interaction30.4%8774163
bwin30.4%8784163
Stake29.8%8544163

Pricing divergence · peak-coverage snapshot · same market, decimal, top by spread

MarketOpticOdds AIkoth-prod (v89)booksspread
Top Batsman Sugandika Kumari None··100.0–501.0401.0
Top Batsman Mithali Ayodhya None··100.0–501.0401.0
Top Batsman Karishma Ramharack None··100.0–501.0401.0
Top Batsman Afy Fletcher None··100.0–251.0151.0
Top Batsman Malki Madara None··100.0–251.0151.0
Team Top Batsman Sri Lanka :: Chethana Vimukthi None70.5·51.0–126.075.0
Team Top Batsman Sri Lanka :: Sugandika Kumari None70.570.529.0–90.061.0
Top Batsman Kawya Kavindi None··100.0–151.051.0
Team Top Batsman Sri Lanka :: Malki Madara None70.599.2151.0–101.050.0
Team Top Batsman Sri Lanka :: Mithali Ayodhya None70.5·51.0–101.050.0
Team Top Batsman Sri Lanka :: Kawya Kavindi None97.33·51.0–101.050.0
Team Top Batsman West Indies :: Ashmini Munisar None70.5·51.0–101.050.0
Team Top Batsman West Indies :: Afy Fletcher None87.33·56.0–101.045.0
Team Top Batsman West Indies :: Aaliyah Alleyne None66.6766.6738.0–81.043.0

Market-type coverage · peak-coverage snapshot · counts = # markets

TypeOpticOdds AIkoth-prod (v89)KalshiBetwaySportingbetSports InteractionbwinStake
Top batsman3226·3030303031
Over total — by over2424·24242424·
Match result652331313129
Top bowler2121·1818181820
Over total — phase1818·1818181818
Player — runs1212·7777·
Fours/boundaries66·34443
Team/innings total22622224
Wickets/dismissals33·22223
Partnership33·2····
Toss22·2···2
Sixes — team/total33······
Texas Super Kings v San Francisco Unicorns · 202606208CC16B61 · 4121 polls · peak combined OO+koth = 312 markets · in-play peak: OO AI 48, koth-prod 48

Source stability

SourceUptimeDropsPolls
OpticOdds AI OO AI86.5%134121
koth-prod (v89) config86.5%134121
Kalshi36.4%11124121
Betfair Exchange (Australia)36.4%11124121
Betfair Exchange36.4%11124121
Betfair Exchange (Lay)33.4%9884121
Betfair Exchange (Australia) (Lay)33.4%9904121
Sportingbet33.0%9734121

Pricing divergence · peak-coverage snapshot · same market, decimal, top by spread

MarketOpticOdds AIkoth-prod (v89)booksspread
Team Top Batsman Texas Super Kings :: Nandre Burger None70.5·51.0–201.0150.0
Team Top Batsman San Francisco Unicorns :: Juanoy Drysdale None96.67·67.0–201.0134.0
Team Top Batsman Texas Super Kings :: Amshi de Silva None33.053.3129.0–151.0122.0
Team Top Batsman San Francisco Unicorns :: Brody Couch None62.089.9831.0–151.0120.0
Will There Be A Tie Yes None··12.0–115.74103.74
Team Top Batsman Texas Super Kings :: Abhimanyu Lamba None58.0·51.0–151.0100.0
Team Top Batsman San Francisco Unicorns :: Zia-ul-Haq None96.67·67.0–151.084.0
Team Top Batsman San Francisco Unicorns :: Ghulam Mudassar None89.0·67.0–151.084.0
Team Top Batsman Texas Super Kings :: Adam Milne None96.67·61.0–126.065.0
Team Top Batsman San Francisco Unicorns :: Peter Siddle None96.67·61.0–121.060.0
Team Top Batsman Texas Super Kings :: Mohammad Mohsin None82.67·46.0–101.055.0
Team Top Batsman San Francisco Unicorns :: Anirudh Immanuel None42.3367.5517.0–41.050.55
Team Top Batsman San Francisco Unicorns :: Haris Rauf None70.5·51.0–101.050.0
Team Top Batsman Texas Super Kings :: Keshav Maharaj None44.071.1429.0–51.042.14

Market-type coverage · peak-coverage snapshot · counts = # markets

TypeOpticOdds AIkoth-prod (v89)KalshiBetfair Exchange (Australia)Betfair ExchangeBetfair Exchange (Lay)Betfair Exchange (Australia) (Lay)Sportingbet
Top batsman4030·····35
Top bowler2828·····19
Over total — by over2424·····24
Match result662444433
Over total — phase1818·····18
Player — runs1717·····10
Sixes — team/total66·····4
Fours/boundaries66·····4
Wickets/dismissals66·····2
Toss22·2222·
Extras33······
Partnership33······
Team/innings total22·····2
England v Scotland · 20260620DD0B8107 · 4029 polls · peak combined OO+koth = 235 markets · in-play peak: OO AI 33, koth-prod 33

Source stability

SourceUptimeDropsPolls
OpticOdds AI OO AI89.0%124029
koth-prod (v89) config89.0%114029
Kalshi32.8%9374029
Unibet31.8%8994029
Unibet (Denmark)31.6%8894029
Sportzino31.4%8854029
Betway31.0%8654029
bwin30.9%8604029

Pricing divergence · peak-coverage snapshot · same market, decimal, top by spread

MarketOpticOdds AIkoth-prod (v89)booksspread
Team Top Batsman England :: Lauren Filer None75.599.0751.0–101.050.0
Team Top Batsman England :: Lauren Bell None73.097.9351.0–101.050.0
Team Top Batsman Scotland :: Chloe Abel None58.0·51.0–101.050.0
Team Top Batsman Scotland :: Gabriella Fontenla None54.5·61.0–101.046.5
Man Of The Match Ailsa Lister None··15.0–60.045.0
Team Top Batsman Scotland :: Kirstie Gordon None39.581.1641.0–81.041.66
Team Top Batsman Scotland :: Olivia Bell None75.5·61.0–101.040.0
Team Top Batsman England :: Linsey Smith None63.0·61.0–101.040.0
Team Top Batsman Scotland :: Abtaha Maqsood None75.5·61.0–101.040.0
Team Top Batsman Scotland :: Maisie Maceira None70.5·61.0–101.040.0
Man Of The Match Chloe Abel None··21.0–60.039.0
Man Of The Match Abtaha Maqsood None··23.0–61.038.0
Man Of The Match Gabriella Fontenla None··23.0–60.037.0
Man Of The Match Priyanaz Chatterji None··23.0–60.037.0

Market-type coverage · peak-coverage snapshot · counts = # markets

TypeOpticOdds AIkoth-prod (v89)KalshiUnibetUnibet (Denmark)SportzinoBetwaybwin
Top batsman2822···122727
Match result65234342329
Over total — by over2424···22424
Top bowler1717···51717
Over total — phase1818····1818
Player — runs1111·441077
Fours/boundaries66···634
Wickets/dismissals33·11622
Partnership33·2232·
Sixes — team/total33·333··
Toss22·2222·
Team/innings total··6··3··
Player — fours·····5··
Extras·····3··
Australia v Netherlands · 20260620595907AB · 3982 polls · peak combined OO+koth = 75 markets · in-play peak: OO AI 23, koth-prod 23

Source stability

SourceUptimeDropsPolls
OpticOdds AI OO AI87.0%163982
koth-prod (v89) config86.9%173982
Kalshi25.1%9743982
Sportzino23.3%9083982
SBOBET22.7%8823982
DraftKings22.6%8753982
Unibet (Denmark)22.6%8763982
Unibet22.5%8723982

Pricing divergence · peak-coverage snapshot · same market, decimal, top by spread

MarketOpticOdds AIkoth-prod (v89)booksspread
Team Top Batsman Australia :: Lucy Hamilton None89.67·67.0–201.0134.0
Team Top Batsman Australia :: Megan Schutt None··101.0–201.0100.0
Team Top Batsman Australia :: Alana King None82.67·46.0–101.055.0
Moneyline Netherlands None24.55.8212.5–46.040.18
Team Top Batsman Australia :: Kim Garth None87.67·61.0–101.040.0
Team Top Batsman Australia :: Sophie Molineux None22.026.8320.0–34.014.0
Team Top Batsman Australia :: Nicola Carey None15.8319.1815.5–21.05.5
Team Top Batsman Australia :: Georgia Wareham None8.6710.446.5–9.03.94
Team Top Batsman Australia :: Annabel Sutherland None9.1711.059.0–11.02.05
Team Top Batsman Australia :: Tahlia McGrath None··7.5–9.01.5
Team Top Batsman Australia :: Ash Gardner None6.257.496.0–6.751.49
Team Total Australia 181.52.822.731.364–2.81.456
Team Total Australia 211.51.41.3471.4–2.721.373
Team Top Batsman Australia :: Ellyse Perry None4.034.833.8–4.51.03

Market-type coverage · peak-coverage snapshot · counts = # markets

TypeOpticOdds AIkoth-prod (v89)KalshiSportzinoSBOBETDraftKingsUnibet (Denmark)Unibet
Team/innings total33663···
Over total — phase1010······
Player — runs66····44
Top batsman118······
Over total — by over66·1····
Match result112··122
Fours/boundaries11·31···
Wickets/dismissals11·2····
Partnership····3···
Extras···2····
Sixes — team/total···2····
Bangladesh v Australia · 202606218734FA1F · 3617 polls · peak combined OO+koth = 290 markets · in-play peak: OO AI 50, koth-prod 50

Source stability

SourceUptimeDropsPolls
OpticOdds AI OO AI81.7%153617
koth-prod (v89) config81.6%153617
Kalshi36.2%9333617
Betfair Exchange35.6%9113617
Betfair Exchange (Australia)35.6%9133617
Betway33.4%8333617
Sportingbet32.5%8023617
bwin32.5%8023617

Pricing divergence · peak-coverage snapshot · same market, decimal, top by spread

Marketbooksspread
Top Batsman Mustafizur Rahman None100.0–501.0401.0
Top Batsman Adam Zampa None100.0–501.0401.0
Top Batsman Spencer Johnson None100.0–501.0401.0
Top Batsman Riley Meredith None100.0–501.0401.0
Top Batsman Nahid Rana None100.0–501.0401.0
Top Batsman Matthew Kuhnemann None100.0–501.0401.0
Top Batsman Nasum Ahmed None100.0–301.0201.0
Team Top Batsman Australia :: Matthew Kuhnemann None51.0–251.0200.0
Team Top Batsman Bangladesh :: Mustafizur Rahman None51.0–251.0200.0
Team Top Batsman Australia :: Spencer Johnson None51.0–251.0200.0
Team Top Batsman Australia :: Adam Zampa None51.0–251.0200.0
Team Top Batsman Bangladesh :: Shoriful Islam None56.0–251.0195.0
Team Top Batsman Australia :: Riley Meredith None67.0–251.0184.0
Team Top Batsman Bangladesh :: Nahid Rana None67.0–251.0184.0

Market-type coverage · peak-coverage snapshot · counts = # markets

TypeOpticOdds AIkoth-prod (v89)KalshiBetfair ExchangeBetfair Exchange (Australia)BetwaySportingbetbwin
Top batsman3131···313030
Over total — by over2424···242424
Player — runs1616···441212
Top bowler2222···191717
Match result6624473232
Over total — phase1818···181818
Fours/boundaries66···644
Sixes — team/total66···644
Player — wickets·····24··
Wickets/dismissals66···622
Player — sixes·····16··
Team/innings total22···422
Toss22·222··
Partnership33···2··
Extras33······