01
Failure modes addressed architecturally
Hallucination, memory loss, compaction loss, drift.
Reliability infrastructure
Decision-grade AI.
An expert agent for regulated work. Sharp on the domains where the answer has to survive scrutiny — M&A, capital markets, private equity.
Jurisdiction
Swiss-sovereign
Seat
Counsel · FA · principal
Register
Defensible on file
Continuity
Checkpointed, long-running
The interface
Ask the way you'd ask an expert.
ogram is a chat surface, built for evidentiary work. Long-running, source-anchored, decision-grade.
Session · liveM&A · Sell-side processDataroom · 4,128 docs
Seat · Counsel
An exchange between a sell-side counsel and ogram. Live runs are bounded, checkpointed, and source-anchored end to end.
Category
A different category of tool.
Claude and ChatGPT are allrounders. Codex and Claude Code are for engineers. ogram is for experts working in the domains we serve — M&A, capital markets, private equity, financial advisory.
An expert agent. Sharp on regulated, evidentiary work. Long-running, auditable, decision-grade. A precision instrument for the people who already carry the judgment.
Not for image generation. Not a slide builder. Not a general assistant.
Specialised domains
M&A & transaction counsel
Financial advisory
Private-bank & asset-manager M&A
Private equity
02
Firm-specific adaptation
The machine runs generically, then becomes yours.
03
Defensible under scrutiny
Every claim source-anchored. Every step reproducible. Built to survive opposing counsel, six months after closing.
Built for
When only 95% accuracy is not enough.
The relevant firms are the ones where partial reliability has no value. ogram is built for total reliability: bounded execution, recoverable state, and verifiable output from the source perimeter to the final page.
01 — Built for
Active workstreamM&A
Advisory
Buy-side and sell-side processes requiring exhaustive due diligence synthesis, target screening, and transaction documentation across thousands of pages.
Open case02
Real estate — Capital markets
03
Investment — Banking
04
Private — Equity
By the recordSwiss format · CHF-first
Long-running work held at constant fidelity across the full corpus of the deal.
01 / 03
Sample → Corpus
From the clauses you had time to read to every LPA, side letter, and disclosure schedule in the room
02 / 03
Claim → Source
Every conclusion anchored to the paragraph that produced it — defensible six months after closing
03 / 03
7 / 7
Structural failure modes addressed architecturally
Evaluated againstBankertoolbenchHandshake AI’s open benchmark for agentic tool-use in banking workflows — we refine the machine against it in the open.
The moat
“Generic agentic tools can approximate the general task. They cannot encode the firm-specific judgment that makes output actually usable.”ogram’s scaffolding is designed to ingest and operationalise that judgment. The machine scores at the top of benchmarks. Then it becomes yours.
Access
Reliability isn’t a feature.
It’s the product.
ogram is deployed in bespoke engagements with a small number of financial institutions. Request access for a briefing with the founding team.