DSAIN — Decision Support for AI-enhanced Intelligence.

DSAIN is a strategic cognition engine that augments executive decision-making through evidence-grounded, multi-agent deliberation. The system doesn't generate opinions — it constructs auditable strategic reasoning anchored in verified financial data.

How It Works

A council of specialized AI agents — CFO, Strategy, Risk, Operations, and Devil's Advocate — analyzes the same financial graph from different perspectives, debates through structured rounds, and converges (or explicitly disagrees) on strategic recommendations. Every claim is traced to its source: Compustat financial data, real-time research, or stated assumptions. Nothing is hidden.

Ask DSAIN "What happens to our margins if China imposes a 25% tariff?" and the system propagates the shock through a Neo4j financial graph — revenue by segment, cost structure, working capital, free cash flow — while five agents stress-test the implications from their respective lenses. The output: a multi-perspective strategic assessment with full provenance, not a single AI-generated opinion you can't verify.

What Makes It Different

Most AI tools give you a confident answer. DSAIN gives you a transparent argument.

— Financial-graph grounding: 28 financial ratios computed from Compustat data, structured in a Neo4j knowledge graph with hierarchical dependencies and formula relationships.
— Multi-agent adversarial deliberation: Five role-specialized agents with 3-round structured debate, preserving dissent rather than forcing consensus.
— Evidence provenance: Every factual claim tagged to source (verified financial data, web research, graph relationship, or model inference) — full lineage, not black-box outputs.
— Governance architecture: Seven parameterized governance mechanisms controlling how the system searches, aggregates, challenges, and audits — designed to be inspectable and adjustable.

Academic Foundation

DSAIN is a member of the NVIDIA Inception Program.

DSAIN - Strategic Cognition Engine

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DSAIN - Strategic Cognition Engine

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Teams

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