Platform · AI Market Operations
AI market operations for event-contract platforms.
The single largest cost in running a serious event-contract market is the human operations team. Our AI market creation, monitoring, and resolution engine compresses that cost without sacrificing the rigor a regulated venue requires.
Operational economics
Two operating models for the same product.
In traditional desk-led ops, every market is hand-defined, hand-monitored, and hand-resolved by an analyst. In the AI-assisted model, the operator runs an order of magnitude more markets at the same headcount, and the analysts move from repetitive market authoring to oversight and exception handling.
Traditional desk-led ops
~50 markets · 10 analysts
- Markets hand-authored from scratch, slow throughput.
- Source-of-truth selected case by case.
- Resolution requires manual review on most markets.
- Scale is bounded by analyst headcount.
AI-assisted ops
~500 markets · 10 analysts
- Markets generated from templates with operator review.
- Source-of-truth selection automated with confidence scoring.
- Resolution adjudicated; analysts handle exceptions only.
- Scale is bounded by product strategy, not headcount.
AI Market Pipeline
Four stages, continuously running.
The pipeline ingests live data, drafts well-specified contracts, routes them through operator review where the category warrants it, and resolves them automatically against pre-declared sources at settlement, with the audit trail a regulator can read end to end.
01 · Ingest
Live data sources
Economic prints, crypto and commodity ticks, FX feeds, sports fixtures, news wires, earnings and protocol calendars.
02 · Generate
Market drafts
Question, source-of-truth reference, settlement rule, tick / lot, and category, all lineage-tagged.
03 · Review
Publish or queue
Routine markets auto-publish; sensitive categories route to the operator review queue with compliance sign-off.
04 · Resolve
Auto-settlement
Oracle and source verification, deterministic payouts, exception escalation, and full audit trail.
Categories covered
Macro and finance · Crypto · Commodities · Currencies · Sports · Politics and current affairs · Entertainment and culture · Weather and climate · Corporate and tech · Custom operator categories. Short-duration (hourly, daily) and long-duration (weekly, monthly, event-driven) cadences are supported in the same engine.
Market definition
Generate well-specified markets from templates and operator intent.
The market definition engine produces well-specified contracts from operator intent and structured market templates. Definitions are constructed to avoid ambiguity at resolution, the most common source of operator pain and regulator concern. Every generated market passes through operator review before listing.
Templates with operator review
Structured market families with operator-controlled gates before listing.
Outcome-space verification
Verifies mutual exclusivity, exhaustiveness, and resolution feasibility.
Tick & lot suggestion
Suggested tick size, lot size, and price banding aligned with the venue's policy.
Lineage & audit
Every market carries provenance, template, generation, operator review, listing.
Resolution rules
Formulate resolution rules that hold up under adversarial scrutiny.
Resolution rules are the part of a market that gets attacked under stress. The engine drafts resolution rules with explicit source-of-truth references, tie-breaking logic, and edge-case handling, then surfaces them for operator and compliance review. The output is a rule that a regulator can read and a court can interpret.
Explicit source references
Named, dated, and addressable source-of-truth references in every rule.
Tie-breaking & edge cases
Pre-specified handling for source unavailability, conflict, and ambiguity.
Compliance review workflow
Structured review path for compliance and operations before listing.
Versioning
Rule revisions are versioned and audit-linked to listed markets.
Source of truth
Select and monitor sources with confidence and fallback.
Source-of-truth selection considers data provider reliability, update cadence, jurisdictional considerations, and manipulation resistance. Primary, secondary, and fallback sources are pre-registered. Once a market lists, the engine monitors source availability and posts source-health events into the audit log.
Primary / secondary / fallback
Pre-registered source hierarchy per market with operator approval.
Continuous source monitoring
Availability, update cadence, and integrity surfaced in real time.
Confidence scoring
Per-source confidence with operator-tunable thresholds for resolution.
Audit trail of source events
Every source health change is logged for post-resolution review.
Ambiguity detection
Detect resolution ambiguity before it becomes a dispute.
Resolution disputes are operationally expensive and erode member trust. The engine continuously evaluates in-flight markets against their resolution sources and flags potentially-ambiguous outcomes for operator attention well before settlement, when there is still time to clarify, amend, or escalate.
Continuous evaluation
In-flight markets re-scored against sources as new information arrives.
Early flagging
Ambiguity surfaced ahead of settlement, not at settlement.
Escalation paths
Structured escalation to operations, compliance, and operator leadership.
Member communications
Hooks for member-facing notices when resolution requires clarification.
Settlement adjudication
Adjudicate settlement with the auditability of a derivatives venue.
Settlement adjudication brings together the resolution rule, the active source-of-truth data, ambiguity flags, and operator decisions into a single auditable settlement record. Each settlement is reproducible from the audit log and can be presented end to end to a regulator or member firm on request.
Single adjudication record
Rule, sources, decisions, and overrides bundled per market settlement.
Operator override controls
Where required, operator decisions are first-class and audit-logged.
Reproducible end to end
Settlement reconstruction from the audit log for regulator or member review.
Post-settlement learning
Disputes and operator interventions feed back into template and source quality.
Note on licensing. The AI Market Operations engine is core IP, proprietary to Vinfotech, and is not white-labelled in partnership arrangements. It is available as a managed service to platform customers and is integral to how the platform delivers operational leverage at scale.
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Compliance & Surveillance
Audit, reporting, and supervisory linkage.
Solutions: Enterprises
Why AI market creation makes internal forecasting markets feasible.
Solutions: Exchanges & DCMs
AI ops as a structural cost advantage at exchange scale.
Walk through the AI ops engine with our team.
Share architecture, model approach, and supervision detail with operations and compliance leadership under NDA, or see the pipeline running in a live demo first.