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
- →We're hitting the limits of "one agent + tools." The next problem is coordination?
- →Why MCP (Model Context Protocol) matters if you want to build real AI Agents?
- →How do you define and escape dependency hell in enterprise architecture?
- →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?
For: cto vp-engineering
- →Why does replacing entire dev teams with autonomous AI agents fail?
- →How do you manage the massive influx of AI-generated technical debt?
- →How do we evaluate and hire junior developers when AI can write all the code?
- →Cost of tech debt vs professional technical spec: is there a framework for this?
- →What is entropy in software engineering and how do you measure it?
- →What is the true cost of maintaining legacy code vs rewriting from scratch?
- →How to calculate the financial ROI of blast radius containment in distributed systems?
- →What is software entropy and how do CTOs prevent codebase decay?
AI Product Strategy & Unit Economics
For: cto vp-engineering
For: founder ceo
- →How do you calculate if an AI feature is actually profitable (or just burning cash)?
- →How much AI infra do large companies need to own instead of consuming from the big players?
- →How do you calculate the financial Return on AI Investment (ROAI)?
- →Build vs Buy: Should we fine-tune an open-source LLM or use OpenAI APIs?
- →What is the taxonomy of Agent Drift in LLM orchestration?
For: product manager
For: platform engineer
- →With 1M+ token context windows, is RAG actually worth it when I can just load whole books?
- →What is the Anthropic AI Architect Path and is it free?
- →What is MLOps and how do you calculate the infrastructure cost of Machine Learning Operations?
- →The financial economics of generating synthetic data for LLM fine-tuning vs purchasing datasets.
Engineering Leadership & Measurement
For: cto vp-engineering
- →How should an engineering manager translate code smells into organizational risk metrics?
- →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
- →Hard vs Soft AI ROI: Why Developer Productivity is a Trap
- →The Total Compute Cost (TCC) Illusion in AI
- →Why Cloud Resource Optimization Alone Doesn't Fix AI Cloud Costs?
- →How do you calculate the true financial cost of incident management?
- →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 do you quantify integration risk in product delivery?
- →How to prioritize technical debt vs new product features on the roadmap?
- →What is AI 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?