Topic

AI FinOps

Every THE D[AI]LY BRIEF article on AI FinOps — enterprise AI analysis, benchmarks, vendor comparisons, and ROI frameworks for technology and business leaders. Updated as new coverage publishes.

DeepSeek V4

DeepSeek Will Raise Prices. Your Ceiling Is Already 4x.

DeepSeek warned of a significant API price rise with no number and no date. Because the weights are MIT-licensed, the ceiling is already public: independent hosts serving the identical model charge 3-4x on posted rates and 40x on cache hits.

August 7, 2026 · 12 min read
prompt caching

Your AI Router Is Trading a 10x Discount for a 2.5x One

Manifest killed its four-tier LLM router after four months and 7,000 users, and the arithmetic explains why: cache reads bill at 10% of base input, so routing an agent step to a model 2.5x cheaper makes it 3.5x more expensive. Route at the session boundary, not the request.

August 1, 2026 · 15 min read
AI ROI

56% of CEOs Can't Prove AI Works. Here's the Fix.

OpenAI CFO Sarah Friar published a four-question AI ROI framework — 'Useful Intelligence per Dollar' — as enterprise AI spending hits $2.59 trillion with 72% of investments destroying value through waste. The scorecard demands enterprises stop measuring tokens consumed and start measuring work accomplished. Enterprise AI ROI calculator, cost-per-successful-task measurement framework, and AI investment maturity assessment inside.

July 18, 2026 · 18 min read
AI venture capital

43% of All VC Went to 2 Companies. Your AI Vendor Plan Is Broken.

On July 2, 2026, Crunchbase published data that should have triggered an emergency vendor review at every Fortune 500 company. Global startup investment hit a record $510 billion in the first half of 2026 — surpassing the $440 billion invested in all of 2025. But the real story isn't the record. It's the concentration: OpenAI and Anthropic alone absorbed $217 billion, or 43% of every venture dollar deployed on Earth. Your AI stack almost certainly runs on one or both of these companies. And whether they succeed spectacularly or collapse under their own economics, you have a problem either way.

July 5, 2026 · 15 min read