// Topics / Cost

Cost

    The Software You Didn't Buy Still Needs an Owner Teams skip software purchases and build with agents. Each build is rational; the fleet is the risk. Agents compress upkeep but can't own it. strategy ai cost Your Real Token Price Is a Cache Hit Rate For input-heavy agent loops, effective token cost rides on cached-token share. Track your hit rate, and measure the cold-cache premium before you switch. cost ai operations Power Belongs on the AI Roadmap Grid power and GPU quota arrive on lead times of months to years. Put region, capacity type, owner, and fallback next to every committed AI ramp. ai architecture strategy Your Vendor's Balance Sheet Is Your Risk AI vendor risk you can price: compare the API price to a self-hosted floor, lock deprecation notice and export rights at signing, fund a warm fallback. strategy ai cost Token Prices Fell. AI Bills Did Not. Per-token LLM prices keep falling while AI bills climb. Measure cost per completed task, reviewer time included, instead of price per token. cost ai executive From Model Demos to Profit Engines: The CTO Playbook for AI Unit Economics AI unit economics: route requests by value and risk, price in failure and rework, and measure margin per workflow instead of per model call. ai cost strategy The Executive Case for Local-First AI Infrastructure When to run AI workloads locally and when to stay on cloud APIs: a placement rubric based on call frequency, data sensitivity, and fallback readiness. ai architecture cost The AI Vendor Negotiation Playbook for CTOs A pre-meeting checklist for AI vendor contract negotiations: know your workload, switching cost, eval evidence, and exit plan before the vendor does. ai strategy cost AI Build vs. Buy in 2026: An Operational Cost Question AI build vs. buy in 2026 turns on operational cost: who owns telemetry, fallbacks, and data residency. When to buy, when to build, and the hybrid default. strategy ai architecture AI Capital Allocation: What to Stop Funding First Strong AI strategy starts with a kill list. If a project cannot defend margin, risk, or speed, it should not survive the next budget meeting. ai strategy cost Local-First AI Agents: Why Cloud-Heavy Architecture Fails Agents that chain dozens of cloud hops pay in latency variance, cost, and failure surface. How to move routine inference local without a rewrite. agents infrastructure cost AI Inference Cost Trends 2026: LLM Prices, September Update LLM API prices now run from $0.10 to $10 per million input tokens. A sourced September 2026 price table, the trend since GPT-4, and where savings come from. cost ai performance LLM Cost Benchmarking: Measure Cost per Completed Task Price-per-token is the least useful number on your AI bill. Real cost benchmarking starts with your workload, not a provider's pricing page. ai cost llm LLM Cost Optimization: The Basics Most Teams Skip A 12-person startup got a $14,000 OpenAI bill. The fix wasn't a FinOps tool: routing, caching, max_tokens, prompt trimming, per-feature cost tracking. ai cost llm Cloud Cost Optimization Starts With Visibility Most cloud cost problems are visibility problems. Fix tagging, kill idle resources, right-size the rest, and make cost a regular engineering conversation. cost cloud infrastructure Cloud Cost Management: You Do Not Need a FinOps Team Most cloud cost work is deleting unused resources, tagging, right-sizing, and committing to the baseline. Engineering teams should own it. cloud cost infrastructure OAuth Token Security After the Heroku and Travis CI Breach Stolen Heroku and Travis CI OAuth tokens exposed private GitHub repos. Short lifetimes, tight scopes, encrypted storage, and monitoring limit the damage. security cost incident-management Kubernetes Cost Optimization: Right-Size Requests First Most clusters I review run at 20-40% utilization. How I help teams cut Kubernetes bills: honest requests, better bin packing, spot nodes, and ownership. kubernetes cost infrastructure FinOps for Engineers: The Cloud Bill as a Design Document Cloud cost is an architecture problem disguised as a spreadsheet. Read your AWS bill as an engineering signal: unit costs, data transfer, idle spend. cost cloud architecture Cloud Cost Optimization: Cut Waste Before Buying Discounts Cloud cost optimization strategies ranked by effort and savings: tagging, idle resources, right-sizing, reserved and spot instances, and data transfer. cloud cost infrastructure Hidden AWS Costs: Why the Bill Doesn't Match the Calculator Our AWS bill came in near double the calculator. Where the money went (transfer, storage, zombies, RDS) and what cut it: tags, weekly reviews, RIs, spot. cloud cost infrastructure