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

Business intelligence
The fundamental questions of acquisition due diligence have not changed. But the tools, scope, and speed of analysis have shifted dramatically.

Company analysis
A company can grow revenue every quarter while simultaneously losing market share, eroding margins, and building a fundamentally weaker business. Here is how to spot the pattern.

Company analysis
A skilled analyst can build a credible investment thesis without any privileged access. The key is being systematic with the public information that is already available.

Business intelligence
CRM captures the history of your relationship with an account. It does not capture the business context that determines whether those touchpoints actually matter in enterprise sales.

Company analysis
Revenue is just one proxy for budget capacity. Employee count, tech stack, office footprint, and funding history get you close enough to qualify and price deals with private companies.

Advisory
Procurement evaluates vendors with a completely different lens than business buyers. Understanding what they look for can mean the difference between deals that close and deals that stall.
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Due diligence
Companies routinely conduct thorough due diligence for acquisitions but often skip it for partnerships. That asymmetry creates avoidable risk when a partner turns into a liability.

Business intelligence
Traditional lead scoring measures fit and awareness. It misses readiness. Company-level signals like funding events, hiring velocity, and technology adoption predict who is actually ready to buy.

Due diligence
The real skill in private company analysis is not reading what is presented to you. It is noticing what does not add up across multiple independent data sources.

Artificial intelligence
Running a faith-based investment screen used to mean a team of analysts manually reading annual reports and flagging controversies from news clippings. AI is changing the math on what is possible, and the improvements are practical rather than theoretical.

Automation
The analyst workflow shifted from manual data collection across siloed sources to AI-powered integrated profiles. The tools changed dramatically. The need for good judgment did not.

Artificial intelligence
Media tone shifts often precede financial outcomes by weeks or months. NLP applied to news coverage creates a quantitative early warning system for company watchers.
1,319 articles