Our full scoring dataset, downloadable.
Every operator on this site is scored on six weighted criteria. We publish the full underlying dataset, licence numbers, payout time bands, bonus term breakdowns, provider counts, support hours, as a downloadable CSV. Researchers, journalists and other reviewers are welcome to use it under a permissive attribution licence.
What is in the dataset.
One row per operator per market presence. Twenty-three columns:
operator_slug, canonical brand slugbrand_name,parent_company,market,list_sluglicence_authority,licence_number,licence_status,licence_issued,licence_expiry,licence_verified_onscore_licence,score_payouts,score_bonus,score_games,score_support,score_rg,score_totalpayout_ewallet_hours_median,payout_card_hours_median,payout_bank_hours_medianbonus_multiplier,bonus_basis(bonus-only or deposit-plus-bonus),bonus_max_bet,bonus_expiry_days,bonus_max_cashoutproviders_named_count,games_declared_countsupport_247,support_languagesrg_deposit_limits,rg_loss_limits,rg_session_limits,rg_cool_off,rg_self_exclusion_scheme
Licence.
Creative Commons Attribution 4.0 (CC-BY-4.0). Attribution to ‘ChatCasinoAI’ with a link back to this page is sufficient. No warranty is given, the data is provided as-is, verified to the best of our ability on the verification date noted per row.
Verification cadence.
Every row is re-verified on a rolling 90-day cycle. Licence status is spot-checked more often, whenever a regulator publishes an enforcement action, we re-check the affected operators within 48 hours. The licence_verified_on column reflects the last verification date for each row.
Download.
The current dataset is available in two formats:
/lab/dataset/chatcasinoai-operators-latest.csv, the latest snapshot (updated on each site rebuild)/lab/dataset/chatcasinoai-operators-2026-q3.csv, the Q3 2026 quarterly snapshot (frozen)
The download endpoints are being finalised, please email data@chatcasinoai.com in the meantime to request the current snapshot.
Correction requests.
If you spot a data error, email corrections@chatcasinoai.com with the operator slug, the field, the current value and the corrected value with a source. We publish a corrections log on this page each time we push a data update.
Methodology.
The scoring weights and criteria are documented on the methodology page. The scoring changes we make each quarter are logged on the blog.