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Building Practical Enterprise AI

From document intelligence to real-world deployment, we share how we build trustworthy AI for complex work that demands deep expertise and sound judgment.

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ResearchProduct

8 min read

Introducing the RCRR Benchmark: Does Meaning Survive Document Conversion?

We measured 14 document conversion systems (commercial OCR products, open-weight models, and frontier VLM APIs) on one question: after a Japanese IR page is converted to Markdown, can an AI still answer what a human answers from the original? Scores ranged from 20.2 to 94.6, and the market separates on charts.

Sandeep Yella

July 13, 2026

InsightsProduct

6 min

The M&A Due Diligence Checklist: 12 Workstreams to Cover Before You Sign

A complete M&A due diligence checklist organizes the review into about 12 workstreams and 180+ items — from corporate records and financials to IP, data privacy, and environmental. The full checklist, the red flags to watch, and how to work it faster.

Sandeep Yella

May 26, 2026

InsightsProduct

5 min

Generative AI in M&A Due Diligence: Use Cases, Risks, and What Actually Works

Generative AI is now mainstream in M&A — 86% of corporate and PE leaders use it, per Deloitte. This guide covers how GenAI is used in due diligence, the evidence on speed and cost, the real risks, and why auditable, human-led AI is the version that works.

Sandeep Yella

May 19, 2026

InsightsProduct

5 min

How Much Does M&A Due Diligence Cost? A Practical Guide for 2026

M&A due diligence cost is driven mostly by deal size, scope, and the volume of documents reviewed. This guide breaks down typical ranges, the cost of each workstream, and how AI cuts the largest expense — review hours.

Sandeep Yella

May 12, 2026

ProductResearch

5 min

Nebula Is Now Public: AI-Ready Markdown for PDFs, PPTs, Charts, and Tables

Nebula is now available as a public initial release, converting PDFs, PowerPoint files, charts, tables, and business documents into AI-ready Markdown for LLM, RAG, and agent workflows.

Sandeep Yella

May 1, 2026

Product

7 min

Inside Specter: The Three Technical Pillars Behind Our Due Diligence Platform

What makes Specter different is not just AI — it is the proprietary technology stack we built around it. Here are the three pillars that power accurate, auditable due diligence.

Sandeep Yella

March 17, 2026

Product

8 min

From Data Room to IC Memo in Hours: A New Workflow for Deal Teams

A step-by-step look at how Specter's AI-powered workflow compresses the due diligence timeline from weeks to hours without sacrificing depth or accuracy.

Sandeep Yella

February 21, 2026

Product

4 min

Specter Is Gaining Enterprise Traction with Fortune 100 Companies

We are proud to share that Specter has secured multiple paying customers and pilots, including Fortune 100 companies of Japan origin, validating enterprise demand for AI-powered due diligence.

Sandeep Yella

February 15, 2026

Product

7 min

How Specter Makes Every Finding Instantly Verifiable: The Architecture Behind One-Click Citations

Specter's citation verification is not a post-processing check — it is a structural guarantee. Here is how a DD-specific ontology, knowledge graph, and minute-level metadata tracking combine to make every finding verifiable with a single click.

Sandeep Yella

February 14, 2026

Product

5 min

Specter Launches: Our AI-Powered Due Diligence Platform Goes Live

Specter, our AI-powered due diligence platform, is now live — delivering 100% auditable analysis, multi-language support, and human-directed AI workflows to deal teams worldwide.

Sandeep Yella

January 14, 2026

Product

6 min

Why We Fine-Tune AI Models Instead of Building Them from Scratch

UrAI builds reliable, enterprise-grade AI products on top of existing foundation models — not by reinventing the engine. Why that matters.

Sandeep Yella

December 8, 2025