Deal Intelligence

The algorithm is what you already know.We make it run.

Current AI agents break on the work that matters most: long-running investigations that produce investment-grade documents. ogram is the reliability infrastructure that solves this — purpose-built for financial services where errors have financial, legal, or reputational consequences.

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The Method

From thesis to investment-grade output.

Encode

We extract your firm-specific expertise: how you structure a deal memo, what constitutes a good comp set, which diligence issues matter first. The scaffolding layer ingests and operationalises that judgment.

Build

We deploy reliability infrastructure calibrated to your workflows. Persistent state management, hallucination verification, source-grounding at every step, and checkpoint recovery for long-running tasks.

Run

The system runs continuously on both private internal and public external data. It produces investment-grade documents — not drafts, not first passes. Output you can stake decisions on.

Active R&D

We measure what matters.

ogram is an active participant in BankerToolBench, the first benchmark evaluating AI agents on end-to-end investment banking workflows — financial modeling, valuation, deal execution, and document production. Developed with 502 investment bankers from leading firms.

Read the paper on arXiv

100+rubric criteria defined by veteran bankers

AI agents hallucinate. They lose context. They drift. ogram solves this at the scaffolding layer.

80% accuracy is worthless in investment banking. Investment-grade or nothing.

The model is not the bottleneck. The infrastructure around it is.

Benchmark performance is the floor. Firm-specific adaptation is the moat.

AI agents hallucinate. They lose context. They drift. ogram solves this at the scaffolding layer.

80% accuracy is worthless in investment banking. Investment-grade or nothing.

The model is not the bottleneck. The infrastructure around it is.

Benchmark performance is the floor. Firm-specific adaptation is the moat.

You have the thesis. Let's make it run.

ogram works with financial services firms that need AI agents reliable enough for investment-grade output — and the sovereign infrastructure to run them.

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