Prediction markets
that price reality.

Prediction-Machine is STAR Systems' fully built forecasting platform combining LMSR automated market making, on-chain settlement, and live OSINT signal ingestion in a single auditable system.

View Market → Explore Architecture
Admin Governance Console ✓ Auditable PostgreSQL Market Replay ✓ Replayable LMSR Engine ✓ Production Dockerized Deployment ✓ Ready OSINT Ingestion Pipeline ✓ Live Smart Contract Settlement ✓ Sepolia Admin Governance Console ✓ Auditable PostgreSQL Market Replay ✓ Replayable LMSR Engine ✓ Production Dockerized Deployment ✓ Ready OSINT Ingestion Pipeline ✓ Live Smart Contract Settlement ✓ Sepolia
— WHAT WE BUILT
Six systems.
One coherent platform.
Every component was engineered from first principles — not stitched from third-party services. The result is a tightly integrated platform your team can own, extend, and deploy.
LMSR
LMSR Market Engine
Mathematically correct implementation of the Logarithmic Market Scoring Rule. Configurable liquidity parameter, binary-search Δq computation, and a full unit-test suite.
Smart Contract
Smart Contract Layer
Hardhat-based MarketRegistry and LMSR AMM contracts with full event emission. Deployed and verified on Sepolia testnet with ethers.js backend sync.
OSINT
OSINT Subsystem
Dedicated ingestion API that persists external signals as structured evidence. OSINT events are linked directly to market resolution workflows.
Persistence
Persistence & Replay
PostgreSQL schema covering users, wallets, markets, trades, positions, referrals, and OSINT events. Fully reconstructable state.
Admin
Admin Governance Console
Secure admin lifecycle management — creation, monitoring, and resolution with evidence. Every action logged immutably.
Frontend
Frontend & Deployment
Trade UI with live market cards, leaderboards, and admin dashboards. Fully Dockerized and cloud-ready deployment.
— HOW IT WORKS

From signal
to settled price.

Every trade travels through a deterministic pipeline — from real-world OSINT ingestion, through on-chain AMM pricing, to final database settlement.

01

OSINT Signal Ingested

External intelligence is ingested via the OSINT API and persisted as structured evidence against live markets.

02

LMSR Price Computed

The market engine calculates the cost function for any trade size using binary search, returning a deterministic, guaranteed price.

03

Trade Executed On-Chain

The smart contract emits a TradeExecuted event, creating an immutable on-chain record synced back to PostgreSQL.

04

Market Resolved with Evidence

Admins resolve markets by linking OSINT evidence to the outcome. Positions are settled and logged for audit.

OSINT SUBSYSTEM
/osint/ingest → events table → resolution evidence
↓
LMSR ENGINE
Cost function → binary search Δq → liquidity b
↓
SMART CONTRACT (SOLIDITY)
MarketRegistry + LMSR AMM → TradeExecuted event
↓
BACKEND SYNC (ETHERS.JS)
Chain events → PostgreSQL → consistent state
↓
ADMIN RESOLUTION
Evidence → MarketResolved → settled → audit log
— WHY PREDICTION–MACHINE

Not a demo.
Not a clone.

Most prediction market implementations cut corners on correctness, auditability, or ownership. Here's how Prediction-Machine compares.

CAPABILITYPREDICTION-MACHINETYPICAL VENDOR
Mathematically correct LMSR with unit tests✓✕
On-chain settlement with verifiable events✓Often off-chain
OSINT-driven resolution evidence✓✕
Full market state replayable from database✓Partial
Immutable admin audit trail✓✕
Source code ownership — no vendor lock-in✓SaaS only
Dockerized, cloud or on-premise deployment✓Cloud only
— PLATFORM SPECIFICATIONS

Built to enterprise
standard.

Every number below reflects a deliberate engineering decision not an estimate.

5

Smart contract events tracked end-to-end

8

Core database schemas with full relational integrity

100%

LMSR correctness verified via automated test suite

0

Third-party market dependencies — fully self-contained

— TECHNOLOGY STACK

Every layer deliberate.

The stack was chosen for auditability, ownership, and long-term maintainability — not for convenience.

BACKEND & DATA

  • PostgreSQL (write-through)
  • Prisma / TypeORM (ORM)
  • Node.js REST API
  • OSINT Ingest Service
  • Docker (containerised)

BLOCKCHAIN LAYER

  • Solidity (MarketRegistry, AMM)
  • Hardhat (dev & testing)
  • ethers.js (chain-DB sync)
  • Sepolia Testnet (deployed)
  • EVM-compatible (mainnet ready)

FRONTEND & ADMIN

  • Single-screen Trade UX
  • Market Cards + Leaderboards
  • Secured Admin Console
  • OSINT Evidence UI
  • Audit Log Viewer
Prediction machine

Deploy Prediction-Machine inside your organisation.

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Contact us

Partner with Us for Comprehensive IT

We’re happy to answer any questions you may have and help you determine which of our services best fit your needs.

Call us at: +91 9940147395
Your benefits:
  • Client-oriented
  • Independent
  • Competent
  • Results-driven
  • Problem-solving
  • Transparent
What happens next?
1

We Schedule a call at your convenience 

2

We do a discovery and meeting 

3

We prepare a proposal 

Schedule a Free Consultation