M2-Model

Build the Future.

Forward-looking decisions grounded in governed, reliable intelligence. AI that evolves your existing models — because the best insights come from data you can trust.

Built for Operating Partners & Investment Teams

Built for Operating Partners and investment teams who know their models are only as good as their last update. If you spend more time maintaining spreadsheets than making decisions — M2 was designed for your workflow.

The Problem

Models Go Stale. Insights Get Trapped.

Analysts enjoy building models but updating them is slow and often deprioritized. Model logic is locked inside individual spreadsheets, making it hard to scale or interpret across the portfolio. Idea discovery requires continuously refreshed intelligence, 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 intelligence that evolves with the portfolio.

T+1problem — models are always one step behind reality
80%of analyst time spent updating, not analyzing
Siloedmodel logic locked inside individual spreadsheets
Zerovisibility into cross-coverage inflections
How It Works

From Stale Models to Living Intelligence

01

Import Your Models

Bring in existing models as they are. The system learns how your analysts build — structure, assumptions, and logic.

02

Continuous Updates

Models stay fresh automatically. New data flows in without manual effort, so your team always works from the latest picture.

03

Self-Heal & Repair

Broken references and outdated inputs are detected and resolved. Your analysts focus on decisions, not maintenance.

04

Actionable Insights

Research and data updates map directly into your models. Alerts fire when key assumptions shift. New ideas surface from evolving patterns.

What Changes

Intelligence That Evolves With You

Your Models, Upgraded

Bring your existing Excel models. They stay yours — but now they update themselves, stay consistent, and work together across your portfolio.

No More Broken Models

When a data source changes or a reference breaks, the system catches it before your team does. Analyst intent is always preserved.

Models That Keep Up

New filings, new data, new disclosures — your models reflect reality as it happens, not as of last quarter.

Research That Reaches Your Models

When an earnings call changes an assumption, your models know. No manual updates required. Qualitative intelligence becomes structured insight.

See What Others Miss

Surface emerging patterns across your portfolio before they become consensus. Detect inflections that static models would never reveal.

Calculations You Can Defend

Every number is reproducible, auditable, and explainable. Ask the same question twice, get the same answer. No black boxes.

henonGPT

Ask Your Data Anything.

Ask questions about your portfolio in plain English. Get verified, sourced answers — not approximations. Every answer is deterministic, auditable, and traceable to source.

Unlike generic AI tools, henonGPT is built on your governed data. It doesn't guess. It doesn't hallucinate. It translates your questions into verified queries and cites its sources — because in finance, "close enough" is never enough.

The experience is best understood in a live demo — where you can ask your own questions against your own data and see the difference firsthand.

henonGPT
DeterministicSame question, same answer — every time. No probabilistic outputs.
Zero HallucinationEvery response sourced from your governed data. Nothing fabricated.
Full Audit TrailEvery query logged, every answer traceable to its data source.
Your Models, Your DataEvolves your existing work — doesn't replace your analysts' judgment.
The Difference

AI That Earns Trust

M2 is built on a purpose-designed intelligence architecture that evolves your existing models without replacing them. It doesn't ask analysts to change how they work — it makes the way they already work faster, more reliable, and more connected.

The details are best explored in a demo — because the architecture is part of what makes Henon different.

Leverages analysts' existing models rather than replacing them
Designed around investment workflows, not generic data science
Reduces modeling overhead while increasing insight velocity
Continuously refreshes models to prevent staleness
Unifies models, research, and idea generation into one system

Turn Data into Decisions.

M2 evolves your existing models into living, self-updating intelligence. See it in action.