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Insights & Perspectives

From
the field.

Practical perspectives on tech due diligence, AI transformation, and building companies that scale. Written by practitioners - not theorists.

Latest Articles
How We Use TechSignal in Every Tech Due Diligence
Tech Due Diligence

How We Use TechSignal in Every Tech Due Diligence

74% of the codebases we analyse carry high-risk vulnerabilities nobody flagged before we ran TechSignal. Here is the five-pillar scoring methodology, what automated intelligence finds that manual review misses, and how Ask the AI CTO changes the DD interview.

June 2026 · 10 min read
Investing in the Age of AI: What Angel Investors Need to Evaluate Now
AI Strategy

Investing in the Age of AI: What Angel Investors Need to Evaluate Now

Most investors ask 'is this company using AI?' The better question is 'does AI compound here?' Six evaluation dimensions, five disqualifying questions, and the SaaS-to-AaaS shift every angel investor needs to understand.

June 2026 · 12 min read
The Five Levels of Company Brain (And Why RAG Alone Isn't Enough)
AI Strategy

The Five Levels of Company Brain (And Why RAG Alone Isn't Enough)

Most teams stop at RAG and call it done. RAG gives you search, not understanding. The complete maturity ladder - from a 20-line instruction file to an autonomous knowledge graph that improves while you sleep.

June 2026 · 10 min read
The Three Forces Behind Every Unstoppable AI Startup
AI Strategy

The Three Forces Behind Every Unstoppable AI Startup

After 80+ Tech Due Diligences, the startups that become genuinely hard to compete with share exactly three properties: Domain Expertise, Clarity, and AI-Native Velocity. Miss one and the other two don't save you.

June 2026 · 11 min read
The AI-Native Startup Playbook: How We Build Real Products at Speed
AI Venture Studio

The AI-Native Startup Playbook: How We Build Real Products at Speed

Everyone can build now. That is the problem. Here is the full methodology we use at our AI Venture Studio - from idea validation to Level 4 agentic operations - to launch products that actually survive reality.

May 2026 · 18 min read
The Tech Due Diligence Manifesto
Tech Due Diligence

The Tech Due Diligence Manifesto

A new standard for evaluating software companies in the AI era. Built from 80+ engagements - the top-down, continuous, AI-assisted methodology that creates real value for investors and startups alike.

May 2026 · 12 min read
Above The Clouds × MyLabelDesk: A Fractional CTO Partnership
Partnerships

Above The Clouds × MyLabelDesk: A Fractional CTO Partnership

We are proud to announce our Fractional CTO partnership with MyLabelDesk - the go-to management platform for record labels. Here is why this one is special.

May 2026 · 3 min read
How We Ensure Quality When AI Writes the Code
AI Venture Studio

How We Ensure Quality When AI Writes the Code

AI-operated development raises a legitimate question: who is responsible for quality when agents write the code? Here is exactly what we do - the guardrails, the testing discipline, the observability layer, and where human judgment is non-negotiable.

May 2026 · 9 min read
The 4 Levels of AI Maturity We See in Every Tech Due Diligence
AI Strategy

The 4 Levels of AI Maturity We See in Every Tech Due Diligence

From sceptics who dismiss AI entirely to founders building organisations that run on AI agents: the framework we use to assess AI maturity in every DD, and what it means for your competitive position in 2026.

May 2026 · 7 min read
AI Agents Are Replacing Dev Teams - What We’re Seeing on the Ground
AI Strategy

AI Agents Are Replacing Dev Teams - What We’re Seeing on the Ground

25 years in tech. Last month, one of our fractional CTOs shipped an entire product solo, part-time - with AI agents doing work that used to take a team of 4-5. Here’s what we’re seeing on the ground.

April 2026 · 5 min read
Why PE Firms Do Tech Due Diligence Wrong - And What to Do Instead
Tech Due Diligence

Why PE Firms Do Tech Due Diligence Wrong - And What to Do Instead

After 80+ tech DD engagements, we see the same mistakes repeated. Here’s what actually matters post-acquisition.

March 2026 · 6 min read
The Tech Foundation Every Series B Company Needs
Scale-Up

The Tech Foundation Every Series B Company Needs

Your architecture decisions from year one start to hurt at Series B. How to fix them without stopping the machine.

February 2026 · 7 min read