// Topics / Metrics
Metrics
15 entries tagged “Metrics”
- Token Prices Fell. AI Bills Did Not.
· 3 min
Per-token prices keep falling while bills climb. Manage cost per governed workflow, not price per token.
cost
ai
executive
The Benchmark You Didn't Build
· 4 min
Public benchmarks are contaminated and gamed. The only eval that matters runs on your traffic, your failure modes, your bar—and you own it.
ai
reliability
metrics
Leading Senior Engineers in the AI Era: Autonomy, Standards, and Accountability
· 4 min
Leading senior engineers on AI work needs one concrete standard: a definition-of-done built on evals, named failure modes, and escalation triggers.
leadership
ai
teams
From Model Demos to Profit Engines: The CTO Playbook for AI Unit Economics
· 3 min
AI value is won in routing and failure-cost control, not in picking a single “best” model.
ai
cost
strategy
Decision Latency as a P&L Variable: The Leadership Metric Nobody Owns
Canon post —
· 2 min
Decision latency is measurable and should be treated as a direct cost driver.
leadership
metrics
strategy
Technical Leadership in the AI Era (It’s About Throughput, Not Trends)
· 3 min
Technical leadership in mid-2026: anchor decisions in throughput, verification, and operability instead of chasing the latest agent framework.
leadership
ai
teams
The Board Deck Is Lying: How to Measure AI Progress Without Theater
· 3 min
Most AI progress reporting confuses activity with value. Executive measurement should collapse around adoption, reliability, margin, and delivery speed.
metrics
ai
executive
Margin, Risk, and Speed: The Three Numbers That Should Drive AI Strategy
· 2 min
Most AI strategy becomes clearer when leadership stops tracking novelty and starts forcing every decision through three numbers.
ai
metrics
strategy
Measuring AI ROI Without Lying to Yourself
· 5 min
Most AI ROI calculations are fantasy. Measure honestly: one workflow, full costs, benefits tied to outcomes the business tracks, and a range, not one number.
metrics
ai
business
Your AI Metrics Are Measuring the Wrong Thing
· 3 min
Engagement metrics tell you people clicked. They tell you nothing about whether your AI feature actually helped anyone do anything.
metrics
ai
strategy
Engineering Metrics That Actually Matter
· 5 min
Most engineering metrics measure activity, not outcomes. Here is how to pick the few that actually improve delivery and reliability.
metrics
leadership
productivity
DORA Metrics: Stop Ruining a Good Idea
· 4 min
DORA metrics are useful exactly until someone puts them on a performance review. Here's how to use them without destroying your engineering culture.
metrics
devops
productivity
Data Engineering Patterns: Batch vs. CDC vs. Streaming
· 6 min
A comparison of data ingestion patterns from building the fintech startup's financial data pipelines, plus when each one actually makes sense.
data
metrics
architecture
Most Developer Productivity Metrics Are Management Theater
· 4 min
Lines of code, velocity charts, commit counts — most developer productivity metrics are garbage. DORA metrics are the only ones worth your time.
productivity
metrics
engineering
Why We Deleted 42 Grafana Panels
· 3 min
Most teams monitor too much and alert on the wrong things. Five metrics are enough to run a startup backend.
observability
devops
production