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DEVALAND

A decade of production automation engineering, email infrastructure, voice, and workflow systems running revenue-critical operations in live businesses. Marius leads the Deal OS product at Devaland.

Education

Military Technical Academy, Bucharest, Romania

Pronouns

Mr.

Work

CEO at Devaland Automation Agency

Why a Scan Is Not a Document

Why a Scan Is Not a Document

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4 min read

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What 70 Scientific Books Taught Me About Why AI Misreads a PDF

What 70 Scientific Books Taught Me About Why AI Misreads a PDF

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5 min read
Intelligent Document Processing: A Practical Guide

Intelligent Document Processing: A Practical Guide

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5 min read
A Driver's License Question Beat Every Real One: Why Retrieval Scores Cannot Gate a RAG System

A Driver's License Question Beat Every Real One: Why Retrieval Scores Cannot Gate a RAG System

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7 min read
AI on the Data, Human on the Judgment: Where AI Belongs in Diligence

AI on the Data, Human on the Judgment: Where AI Belongs in Diligence

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3 min read
The Verification Gap: Why Translated Summaries Misprice Cross-Border European Deals

The Verification Gap: Why Translated Summaries Misprice Cross-Border European Deals

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4 min read
The three bugs my AI agent caught before a single customer saw them

The three bugs my AI agent caught before a single customer saw them

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2 min read
Best Due Diligence Software for Acquisitions (2026)

Best Due Diligence Software for Acquisitions (2026)

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8 min read
Fix: WebP og:images silently break Medium imports and social previews

Summer Bug Smash: Clear the Lineup 🐛🛹

Fix: WebP og:images silently break Medium imports and social previews

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2 min read
Sequenzy Review: I Rebuilt My Cart-Recovery Emails Through the API

Sequenzy Review: I Rebuilt My Cart-Recovery Emails Through the API

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4 min read
Claude's Private Equity Plugin vs a Turnkey Diligence Tool (2026)

Claude's Private Equity Plugin vs a Turnkey Diligence Tool (2026)

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6 min read
AI CIM Analysis Tools Compared (2026)

AI CIM Analysis Tools Compared (2026)

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3 min read
Claude vs ChatGPT for Due Diligence (2026)

Claude vs ChatGPT for Due Diligence (2026)

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4 min read
Best Due Diligence Software for Search Funds (and the VDR Alternative)

Best Due Diligence Software for Search Funds (and the VDR Alternative)

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4 min read
AI Due Diligence vs Hiring an Analyst: Cost, Speed & Accuracy

AI Due Diligence vs Hiring an Analyst: Cost, Speed & Accuracy

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6 min read
What Due Diligence Automation Actually Catches (And What It Can't)

What Due Diligence Automation Actually Catches (And What It Can't)

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6 min read
Anthropic Paused Its Most Capable Model, Then Made the Case for Verifying AI

Anthropic Paused Its Most Capable Model, Then Made the Case for Verifying AI

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6 min read
Can You Trust AI for Due Diligence? An Honest Answer

Can You Trust AI for Due Diligence? An Honest Answer

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4 min read
How to Use Claude for Due Diligence (Without Trusting a Word It Says)

How to Use Claude for Due Diligence (Without Trusting a Word It Says)

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4 min read
20 Claude agents for M&A diligence, built on one rule: cite the source or cut the claim

20 Claude agents for M&A diligence, built on one rule: cite the source or cut the claim

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6 min read
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