Practical writing on AI, automation and the day-to-day work of running a business. From the team that builds and runs AI systems.

Company analysis
Patent filings reveal where a company invests its R&D effort. Filing volumes, technology classifications, citation patterns, and inventor networks all provide strategic insight.

Advisory
Beyond financial metrics, advisory firms evaluate market position defensibility, integration complexity, culture compatibility, and key person dependency in target companies.

Company analysis
Running a company analysis on your own business reveals what customers, competitors, and partners actually see. The outside-in perspective helps small business owners fix blind spots.

Company analysis
Security headers are the unglamorous plumbing of the web. A company that invests in them is investing in things that only matter if you care about doing things right.

Company analysis
Job postings are strategic documents. When analyzed collectively, hiring patterns form one of the clearest maps of where a company is actually headed.

Company analysis
Financial statements measure outcomes. The qualitative signals that don't show up in any spreadsheet often tell you what's about to happen.
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Artificial intelligence
AI is compressing investment analysis from weeks to hours. What faster analysis means for deal velocity, competitive dynamics, and the balance between speed and judgment.

Automation
Tab-heavy browser sessions, copy-pasting into spreadsheets, losing track of sources. Manual company research does not scale in a world with this much data.

Artificial intelligence
NLP turns unstructured text into structured data. For business analysis, that means extracting real signals from thousands of reviews, news articles, and filings at a scale manual reading cannot match.

Artificial intelligence
A 4.2-star rating tells you almost nothing about a company. AI-powered reputation analysis surfaces the patterns, trends, and authenticity signals that aggregate ratings hide.

Business intelligence
Investigative reporters and financial analysts share overlapping methods. Corporate registries, beneficial ownership, financial patterns, and digital footprints can strengthen business journalism.

Business intelligence
Point-in-time company analysis misses what changes between reviews. Continuous monitoring of job postings, reviews, news, and filings catches meaningful shifts as they happen.
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