Tracks/Track 13 — Engineering-to-Executive/N13-4
Track 13 — Engineering-to-Executive

N13-4: M&A for Technical Leaders

How technical leaders evaluate, execute, and integrate acquisitions.

3 Lessons~45 min

🎯 What You'll Learn

  • Evaluate acquisition targets technically
  • Lead technical due diligence
  • Plan integration
  • Protect value post-acquisition
Free Preview — Lesson 1
1

Lesson 1: Technical Acquisition Evaluation

When your company considers acquiring an AI startup or tech asset, the CTO/VPE must evaluate: (1) Is the technology additive or duplicative? (2) Can it integrate with our stack within 12 months? (3) Is the team worth acquiring, or just the code? Most acquisitions fail because the technology was overvalued and the integration was underestimated.

Additive vs Duplicative

Does the acquisition add capabilities we can't build, or duplicate what we have?

Duplicative acquisitions destroy value through complexity
Integration Complexity

How many systems need to change to integrate the acquired technology?

>6 system touchpoints = high integration risk
Acq-Hire vs Tech-Buy

Are you buying the team (acq-hire) or the product (tech-buy)?

Acq-hires are about people. Tech-buys are about IP. Different valuations.
📝 Exercise

Evaluate a hypothetical acquisition: is it additive or duplicative? Estimate integration complexity and recommend acq-hire vs tech-buy.

2

Lesson 2: Leading Technical Due Diligence

The CTO leads tech DD across 5 dimensions: code quality (can you maintain it?), architecture scalability (does it scale with your load?), security posture (what vulnerabilities exist?), operational maturity (can it run in production?), and team assessment (who stays and who leaves?).

Code Quality

Test coverage, documentation, code review culture, deployment automation.

20-40 hours of senior engineering review
Architecture Review

Scalability bottlenecks, single points of failure, cloud dependencies.

Map against your expected load: will it break?
Team Interviews

1:1 with every engineer on the acquired team within the first week.

Assess: willingness to stay, cultural fit, key-person dependencies
📝 Exercise

Design a 5-day technical due diligence process: what to evaluate, who evaluates it, and what findings would kill the deal.

3

Lesson 3: Integration Value Protection

Most acquisition value is destroyed during integration. Value protection rules: (1) Never merge codebases in the first 6 months, (2) Never reorganize the acquired team in the first 3 months, (3) Define 3 measurable integration milestones with dates, (4) Assign a dedicated integration lead who reports to the CEO.

Codebase Patience

Run the acquired product independently for 6+ months. Merge only after deep understanding.

Premature merges create catastrophic bugs and attrition
Team Stability

90-day freeze on any changes to the acquired team's structure or reporting.

Change = uncertainty = attrition = value destruction
Integration Lead

One senior person dedicated full-time to the integration.

Integration is a full-time job — not a side project for the CTO
📝 Exercise

Design an integration value protection plan: 90-day freeze rules, 3 milestones, and integration lead role definition.

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Module Syllabus

Lesson 1: Lesson 1: Technical Acquisition Evaluation

When your company considers acquiring an AI startup or tech asset, the CTO/VPE must evaluate: (1) Is the technology additive or duplicative? (2) Can it integrate with our stack within 12 months? (3) Is the team worth acquiring, or just the code? Most acquisitions fail because the technology was overvalued and the integration was underestimated.

15 MIN

Lesson 2: Lesson 2: Leading Technical Due Diligence

The CTO leads tech DD across 5 dimensions: code quality (can you maintain it?), architecture scalability (does it scale with your load?), security posture (what vulnerabilities exist?), operational maturity (can it run in production?), and team assessment (who stays and who leaves?).

20 MIN

Lesson 3: Lesson 3: Integration Value Protection

Most acquisition value is destroyed during integration. Value protection rules: (1) Never merge codebases in the first 6 months, (2) Never reorganize the acquired team in the first 3 months, (3) Define 3 measurable integration milestones with dates, (4) Assign a dedicated integration lead who reports to the CEO.

25 MIN
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