The
Ai
Company.
AI for Investment Banking & M&A

M&A Due Diligence &
Deal Intelligence.

Every deal has a document problem. This is how you solve it.

A mid-sized deal generates hundreds of documents. A large one generates thousands. The system ingests your full data room and makes it instantly queryable — so your team finds answers in seconds that currently take days, and surfaces risks that currently get buried.

The Problem

Due diligence is still done the way it was done thirty years ago.

Associates read documents. Partners review summaries. Questions get answered days after they are asked — if they get answered at all. Deadlines compress. Things get missed.

The cost of what gets missed is not measured in billable hours. It is measured in post-closing disputes, indemnification claims, and deals that close on assumptions that turn out to be wrong.

Days to answer a single question

A query that spans multiple documents can take three analysts two full days to resolve.

Risks buried in document volume

Material clauses — change-of-control provisions, earn-out triggers, indemnification caps — routinely surface only after closing.

No auditability on findings

When a question is answered from memory or a summary rather than the source document, you lose the citation trail that matters.

What Gets Answered

Questions every deal team asks.

These are not edge-case queries. Every deal team asks every one of these on every transaction. The only difference is how long it currently takes to answer them.

deal-intelligence / query
1

"What are the indemnification caps and baskets across all acquisition agreements in this portfolio?"

2

"Which target entities have change-of-control provisions in their material contracts?"

3

"Summarize all representations and warranties related to environmental liability across the transaction documents."

4

"What pension obligations are disclosed in the data room and how do they compare to the figures in the financial statements?"

5

"Are there any earn-out provisions in the transaction documents that are not reflected in the financial model?"

Every response cites the exact document, section, and clause it is sourced from.

System Capabilities

What it does.

Conversational Data Room Query

Ask any deal question in plain language. The system retrieves, synthesizes, and answers across your entire document corpus — in seconds, not days.

Automatic Source Citation

Every answer is traceable to the exact document, clause, and page it came from. Auditability is not optional in legal and financial contexts — and here it is built in.

Cross-Document Synthesis

The system recognizes when information in one document contradicts or qualifies another — surfacing conflicts that document-by-document review routinely misses.

Full Data Room Ingestion

Ingests financial statements, SPAs, R&W certificates, compliance records, board resolutions, IP assignments, employment contracts, regulatory filings, and more.

Full Deal Lifecycle Coverage

Buy-side due diligence, sell-side preparation, post-merger integration, and portfolio monitoring — a single system across the entire transaction timeline.

Enterprise Security

Role-based access controls, on-premise deployment options, and strict data isolation ensure sensitive transaction data stays protected.

Deal Lifecycle

One system. Every stage.

The system works across the full transaction timeline — not just initial due diligence.

Phase 01

Buy-Side Diligence

Accelerate risk identification across target documents. Surface red flags before they surface post-closing.

Phase 02

Sell-Side Preparation

Prepare vendor due diligence packs with confidence. Anticipate buyer questions before they are asked.

Phase 03

Post-Merger Integration

Navigate the combined entity's contractual obligations, change-of-control clauses, and integration dependencies.

Phase 04

Portfolio Monitoring

Keep PE portfolio documentation current and queryable. Covenants, obligations, and key dates — always visible.

Who It's For

Built for deal teams who move fast.

This system does not replace the judgment of the deal team. It eliminates the document retrieval problem that currently consumes the majority of junior team time — freeing senior professionals to focus on judgment rather than search.

100s–1000s
Documents per transaction
Days → Seconds
Answer retrieval time
0
Missed citations
100%
Traceable to source

Investment Banking Teams

Managing high-volume document review across multiple live transactions simultaneously.

Private Equity Firms

Conducting due diligence on acquisition targets in Egypt and across the MENA region.

Corporate M&A Departments

Managing carve-outs, joint ventures, and post-merger integration for large conglomerates.

Legal Advisors

Preparing or reviewing transaction documentation with the precision the context demands.

CFOs & Boards

Seeking rapid, sourced answers during live negotiation — without waiting on associates.

Regional Deal Ecosystem

CIB, Egypt's major financial institutions, and regional PE firms active in MENA deal flow.

Why It's Different

This is not a search tool.

Generic document search tools find documents. This system answers questions — synthesizing across multiple documents simultaneously, understanding legal language, and recognizing when information in one document contradicts or qualifies information in another.

Every finding is presented with the precision and citation standards that legal and financial professionals require. The data room becomes a knowledge base.

The reframe

"Due diligence has always been a knowledge problem wearing the costume of a document problem."

The documents are not the obstacle. The inability to rapidly extract, cross-reference, and query the knowledge inside them is. This system resolves that — so the question that used to take three analysts two days to answer gets answered before the next call.

Ready to rethink the data room?

Let's walk through what the system looks like applied to a live transaction or portfolio. Implementation is fast — and the first answer it surfaces will be the only pitch you need.

Schedule a Demo
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