Data, odds & casino / Capability vocabulary
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Check the evidence.
Use the same definitions when searching, comparing products or preparing questions for a supplier. Every match refers to a specific product and a dated source.
What a match means
Documented means supported by the cited supplier material, not independently tested. Unknown is not a negative finding. Conditional capabilities do not count as strict matches. Evidence applies to the named product only; it does not establish live integrations, contractual availability or measured outcomes.
Selected requirements use AND: a strict match has documented evidence for every selected capability. “Requires confirmation” is a separate set with at least one unknown or conditional capability and no documented limitation. A product with a documented limitation is excluded from both sets for that requirement.
156 of 435 currently published products in the supported scopes have a current capability review. This is a researched selection, not a complete market inventory. Coverage spans Data & AI, odds feeds and casino products. A review is not necessarily a positive finding: unsupported claims remain unknown. Products outside the requested capability scope are excluded from matches; this is not a claim that they lack a feature.
Reviews expire after 180 days; expired or mismatched product evidence becomes unknown until reviewed again. Source dates describe our checks, not supplier publication dates. Confirm current availability and contract terms with the supplier.
Coverage by product scope
- Data & AI: 33 of 33 published products reviewed · JSON vocabulary
- Odds & betting feeds: 47 of 47 published products reviewed · JSON vocabulary
- Casino products: 76 of 355 published products reviewed · JSON vocabulary
Data foundation
Managed data warehouse
The supplier operates a persistent analytical data warehouse for the customer. A dashboard, data feed or customer-managed database alone does not qualify.
Requirement: A supplier-operated analytical data warehouse, with hosting and operational responsibilities documented.
Scope: Data & AI
managed-data-warehouse · 2 documented products · 31 requiring confirmation
Data foundation
Historical event-level data
Retained individual historical events or transactions can be analysed. Aggregated historical charts alone do not qualify; retention duration must be confirmed separately.
Requirement: Analysis of retained event-level or transaction-level history, with retention and available fields confirmed.
Scope: Data & AI
event-level-history · 8 documented products · 25 requiring confirmation
Business metrics
Custom business metrics
The product supports defining business-specific calculated metrics or formulas. Customising a dashboard layout alone does not qualify.
Requirement: The ability to define business-specific calculated metrics or formulas.
Scope: Data & AI
custom-metrics · 1 documented product · 32 requiring confirmation
AI analysis
Natural-language analytics
Users ask analytical questions in natural language and receive answers grounded in data available to this product. A general support chatbot does not qualify.
Requirement: Natural-language analytical questions answered using the data available to the product.
Scope: Data & AI
natural-language-analytics · 5 documented products · 28 requiring confirmation
AI analysis
Multi-step investigations
The product carries out a sequence of analytical steps to investigate a question, for example forming hypotheses and drilling into contributing factors. Single-query answers alone do not qualify.
Requirement: Multi-step analytical investigations with intermediate findings and contributing factors.
Scope: Data & AI
multi-step-investigations · 0 documented products · 33 requiring confirmation
Autonomy
Autonomous investigations
The product selects analytical topics or investigative paths and initiates investigations without a separate user question or predefined recurring check. Monitoring, events or a standing goal may provide context, but chat-driven analysis, a user-defined scheduled investigation, a threshold alert or a scheduled report alone does not qualify. This does not imply execution of external business actions.
Requirement: System-initiated analytical investigations with topic or path selection, beyond user-defined recurring checks, with initiation and scope documented.
Scope: Data & AI
autonomous-investigations · 1 documented product · 32 requiring confirmation
Autonomy
Proactive monitoring
The product monitors data and surfaces detected changes, risks or anomalies without an ad hoc analytical query. A static dashboard or scheduled report alone does not qualify.
Requirement: Monitoring that surfaces detected changes, risks or anomalies without an ad hoc query.
Scope: Data & AI
proactive-monitoring · 14 documented products · 19 requiring confirmation
AI analysis
Scheduled AI investigations
Users define an analytical question or investigation and schedule AI to repeat the analysis and return findings with context. A threshold alert, continuous risk score, dashboard subscription or recurring report alone does not qualify. This is distinct from an agent choosing its own investigative topics.
Requirement: User-defined analytical investigations repeated by AI on an agreed schedule, with findings and context returned for review.
Scope: Data & AI
scheduled-ai-investigations · 1 documented product · 32 requiring confirmation
Data access
Analytics access through MCP
Customer-enabled external AI tools can use a documented Model Context Protocol connection to read analytical data, metrics, dashboards, reports or insights from the named product. An ordinary API, developer SDK or internal use of MCP alone does not qualify. Supported objects, permissions and setup require confirmation; this does not establish write access or business-action execution.
Requirement: A documented MCP connection for external AI tools to read the product’s analytical data or outputs, with scope and permissions confirmed.
Scope: Data & AI
mcp-analytics-access · 2 documented products · 31 requiring confirmation
AI analysis
AI-generated analytical reports
The product generates an analytical report from a user brief or request, combining data-grounded written analysis with charts or other data visualisations in a report document. Static exports, templates, scheduled dashboard snapshots or isolated chat answers alone do not qualify. Scheduling, export formats and delivery channels require separate confirmation.
Requirement: Analytical reports generated from a brief, combining supporting data visualisations and written analysis for human review.
Scope: Data & AI
ai-generated-reports · 2 documented products · 31 requiring confirmation
Data access
Data export API
A documented API lets the customer retrieve analytical data, reports or results from this product. An ingestion-only API, partner logo or unrelated supplier API does not qualify.
Requirement: API retrieval of analytical data, reports or results, with available fields and access conditions confirmed.
Scope: Data & AI
data-export-api · 1 documented product · 32 requiring confirmation
Data access
Direct SQL access
Customer users or tools can query product data using SQL through a documented query surface or database connection. SQL used only internally by the supplier does not qualify.
Requirement: Customer-accessible SQL querying of analytical data, with permissions and access method documented.
Scope: Data & AI
direct-sql-access · 1 documented product · 32 requiring confirmation
Live casino delivery
Dedicated live dealer tables
The named product explicitly offers real-dealer tables or a live studio environment dedicated to one operator. A logo, interface skin or branded shared table alone does not qualify. Exact exclusivity, hours and contract terms still require confirmation.
Requirement: Real-dealer tables or a live environment dedicated to one operator, with exclusivity, hours and operating responsibilities confirmed.
Scope: Casino products
dedicated-live-tables · 3 documented products · 27 requiring confirmation
Odds coverage
Pre-match odds
The product supplies betting prices before an event starts. A fixtures or results feed without prices does not qualify.
Requirement: Pre-event betting prices supplied for the required sports and markets.
Scope: Odds & betting feeds
prematch-odds-feed · 36 documented products · 11 requiring confirmation
Odds coverage
Live odds
The product supplies in-play betting prices updated during an event. Live scores or streaming without betting prices do not qualify.
Requirement: In-play betting prices with update method and sports coverage confirmed.
Scope: Odds & betting feeds
live-odds-feed · 41 documented products · 6 requiring confirmation
Odds coverage
Player prop odds
The product supplies prices for markets based on individual player performance or statistics. Team markets alone do not qualify.
Requirement: Priced individual-player performance markets for the required sports.
Scope: Odds & betting feeds
player-prop-odds · 17 documented products · 30 requiring confirmation
Odds coverage
Bet Builder pricing
The product jointly prices multiple selections from the same event. An ordinary accumulator or selection interface without joint pricing does not qualify.
Requirement: Joint pricing for same-event selections, with supported combinations and markets confirmed.
Scope: Odds & betting feeds
bet-builder-pricing · 11 documented products · 36 requiring confirmation
Odds delivery
Odds feed API
Customers can receive odds through a machine-readable API or feed. An odds screen, betting frontend or unrelated supplier API alone does not qualify.
Requirement: Machine-readable odds delivery with protocol, credentials and data rights confirmed.
Scope: Odds & betting feeds
odds-feed-api · 31 documented products · 16 requiring confirmation
Odds delivery
Market settlement feed
The product supplies results or settlement statuses for betting markets in its feed. Match scores alone do not establish market settlement support.
Requirement: Market-level settlement outcomes or statuses, including correction rules where available.
Scope: Odds & betting feeds
settlement-feed · 17 documented products · 30 requiring confirmation
Trading controls
Odds customisation
Customer operators can configure odds, margins or pricing rules within this product. Display customisation or a separately sold trading service alone does not qualify.
Requirement: Operator control of margins, odds or pricing rules, with supported controls documented.
Scope: Odds & betting feeds
odds-customisation · 13 documented products · 34 requiring confirmation
Odds coverage
Multi-bookmaker odds
The product collects and supplies prices from multiple external bookmakers. Internally generated prices or multi-sport coverage alone do not qualify.
Requirement: Prices from multiple external bookmakers, with origin and permitted use identified.
Scope: Odds & betting feeds
multi-bookmaker-odds · 5 documented products · 42 requiring confirmation
Casino distribution
Single-API game aggregation
Games from multiple third-party studios are available through one customer integration. A single studio's own game portfolio alone does not qualify.
Requirement: Games from multiple third-party studios through one integration, subject to content rights and market availability.
Scope: Casino products
single-api-game-aggregation · 15 documented products · 340 requiring confirmation
Casino content
Slot content
The product explicitly supplies slot games. For a portfolio or aggregator, this means slots are included, not that every game is a slot or available in every market.
Requirement: Slot content supplied by the named product, with titles and market availability confirmed.
Scope: Casino products
slot-content · 20 documented products · 335 requiring confirmation
Casino content
Live dealer content
The product supplies games with real dealers streamed from live tables. RNG table games, animated dealers or prerecorded presentations alone do not qualify.
Requirement: Live-streamed real-dealer games with table, language and market availability confirmed.
Scope: Casino products
live-dealer-content · 25 documented products · 330 requiring confirmation
Casino content
RNG table content
The product explicitly supplies table games whose outcomes use a random number generator. Live dealer games alone do not qualify.
Requirement: RNG table games, with supported games and market availability confirmed.
Scope: Casino products
rng-table-content · 9 documented products · 346 requiring confirmation
Casino content
Crash game content
The product explicitly supplies crash-format games with a rising multiplier and a round-ending crash. Generic instant or arcade games alone do not qualify.
Requirement: Crash-format game content, with the specific titles and market availability confirmed.
Scope: Casino products
crash-game-content · 12 documented products · 343 requiring confirmation
Casino promotions
Promotional free spins
The product supports operator-managed free-spin promotions. A free-spin bonus mechanic inside an individual game alone does not qualify.
Requirement: Operator-managed promotional free spins, with supported games, eligibility and commercial conditions confirmed.
Scope: Casino products
casino-free-spins · 19 documented products · 336 requiring confirmation
Casino promotions
Casino tournaments
The product supports promotional tournaments or leaderboards based on casino gameplay. A claim about gamification without a tournament or leaderboard facility does not qualify.
Requirement: Promotional tournaments or leaderboards with rules, eligible games and reporting confirmed.
Scope: Casino products
casino-tournaments · 28 documented products · 327 requiring confirmation
Casino promotions
Promotional jackpots
The product provides an operator or network promotional jackpot facility. A jackpot mechanic confined to an individual game alone does not qualify.
Requirement: An operator or network promotional jackpot facility, with funding, eligible games and market conditions confirmed.
Scope: Casino products
casino-jackpots · 13 documented products · 342 requiring confirmation
Live casino delivery
Branded live tables
The product explicitly provides operator-branded or dedicated live dealer tables. Generic game branding or shared tables without a branded-table offering does not qualify.
Requirement: Operator-branded or dedicated live dealer tables, with staffing, studio and commercial terms confirmed.
Scope: Casino products
branded-live-tables · 4 documented products · 351 requiring confirmation
Scope and version
Vocabulary version: 2026-10-10.4. Identifiers remain stable; aliases are discovery aids, not separate filters. “Shared metric definitions” and “custom metrics”, or “multi-step investigations” and “autonomous investigations”, are separate requirements.
Product type IDs: business-intelligence, data-warehouses, conversational-analytics, player-analytics, predictive-analytics, prematch-odds, live-odds, bet-builder, game-aggregation, live-casino, slot-games, instant-games, rng-table-games, casino-promotion-tools.
Evidence never transfers automatically to a supplier's other products. Product popularity describes supplier commercial reach and does not measure capability fit, product quality or independent verification.