Build the Future.
Forward-looking decisions grounded in governed, reliable intelligence. AI predictions you can interrogate, stress-test, and trust — because the inputs are zero-error.
Models Go Stale. Insights Get Trapped.
Analysts enjoy building models but updating them is slow and often deprioritized. Model logic is locked inside Excel and unique to each analyst, making it hard to scale or interpret. Idea discovery requires continuously refreshed KPIs, but stale models limit visibility.
M2 solves this by bringing existing models into a smart, self-updating system where they stay fresh, consistent, and reliable — expanding the analyst's alpha surface through KPI intelligence and model-aware insights.
From Stale Models to Living Intelligence
Import Your Models
Bring in existing Excel models. M2 learns how analysts build — structure, formulas, KPIs, assumptions.
Continuous Updates
Models stay fresh automatically. New filings, consensus data, and disclosures flow in without manual effort.
Self-Heal & Repair
Broken references and outdated formulas are detected and repaired. Analyst intent is always preserved.
KPI-Driven Insights
Research updates map directly into model KPIs. Alerts fire when key assumptions shift. New ideas surface from evolving patterns.
Intelligence That Evolves With You
Model Ingestion
Import analysts' existing Excel models exactly as they are. M2 learns structure, formulas, KPI logic, assumptions, and formatting — then normalizes into Henon's knowledge graph.
Self-Healing Models
Detect broken references, outdated formulas, and deprecated ranges. Automatically repair structure while preserving analyst intent. Update when disclosures change.
Solve the T+1 Problem
Models stay continuously up to date. Automatically ingest new filings, consensus, and disclosures. Apply updates to historicals and forward curves in real-time.
KPI Intelligence
Map diligence and research into KPIs. Ingest filings, transcripts, press releases, and research notes. Translate qualitative information into structured driver updates.
Alpha Net Expansion
Identify KPI inflections across coverage. Detect divergence between model expectations and the market. Surface emerging ideas based on evolving KPI patterns.
Deterministic Calc Engine
Waterfall computations, fee calculations, allocation logic — all explainable, auditable, and reproducible. Every answer is deterministic. No black boxes.
Ask Your Data Anything.
henonGPT is the world's first zero-error RAG system for private markets. It translates natural language into verified queries, validates every result against the warehouse, and cites its sources. No hallucinations. No approximations.
Every answer is deterministic — ask the same question twice, get the same answer. Because in finance, "close enough" is never enough.
AI That Earns Trust
Generic AI
- ✕ Probabilistic answers
- ✕ Hallucination risk
- ✕ No audit trail
- ✕ Replaces analyst workflow
henonGPT + M2
- ✓ Deterministic, verified answers
- ✓ Zero hallucination — sourced from your data
- ✓ Full audit trail for every query
- ✓ Evolves your existing models, not replaces
Seven Layers of Intelligence
Excel Parser
Ingests and interprets model structure
Model Graph Engine
Maps formulas into knowledge graph
Self-Healing Module
Detects and repairs breakages
Data Ingestion Pipeline
Filings, consensus, disclosures
KPI Mapping Layer
Qualitative → structured drivers
Insights Engine
Pattern detection and alpha signals
UI Layer
Analyst-facing interface and alerts
Turn Data into Decisions.
M2 evolves your existing models into living, self-updating intelligence.