Engineering Economics
Answer Matrix.
Hyper-specific answers to the hard questions on AI unit economics, technical debt, and R&D capital efficiency. Select your persona block below.
Engineering Architecture Economics
For: platform engineer
- →How to calculate the financial ROI of migrating from a monolith to microservices?
- →Serverless vs Containers: Which architecture has better cost scaling economics?
- →What is Dependency Hell and how much does it cost in enterprise software?
- →How do you calculate the true cost of incident management and Sev-1 outages?
AI Product Strategy & Unit Economics
For: founder ceo
For: product manager
Engineering Leadership & Measurement
For: cto vp-engineering
- →Where does the term Staff Engineer come from and what do they actually do?
- →How to measure developer productivity without using lines of code (SPACE vs DORA)?
- →IC Track vs Management Track: How to structure engineering job levels for retention?
- →What is a code smell, and why should an Engineering Manager care?
- →What is the Team Topologies framework, and how does it optimize delivery?
- →What are DX (Developer Experience) metrics and how do they tie to revenue?
For: founder ceo
C-Suite Financials & M&A Diligence
For: cfo investor
- →What is the formal definition of Data Debt and how does it drain EBITDA?
- →How to value software technical debt during M&A due diligence?
- →How to capitalize software R&D engineering salaries under GAAP?
- →How does data residency and compliance impact cloud capital expenditure (CapEx)?
- →What is integration risk in software M&A and how does it destroy value?
Product Management Economics
For: product manager
- →How to prioritize technical debt vs new product features on the roadmap?
- →What is Product Economics and how does it drive SaaS valuation?
- →How to scale a Product-Led Growth (PLG) Flywheel without burning through CAC?
- →What is Product Debt and how does it destroy Net Revenue Retention (NRR)?
- →How to establish P&L (Profit & Loss) ownership and financial accountability for Product Managers?