Koko's PoV
One point of view across the shifts that matter - the gap between AI adoption and P&L, agents as a new class of labor, pricing outcomes over hours, the model as commodity, and trust as the gating function. Always on, always sourced.
Enterprise Future Guide
Explore how technologies, trends and new ways of working are reshaping the enterprise, its leaders and the capabilities that create value.
Explore the guideCFO Future Guide
Explore how existing and emerging technologies, trends, regulations and perspectives are reshaping the office of the CFO.
Explore the guideThe model was never the moat.
Twenty-plus enterprise-AI studies from 2026 say the frontier model is now a commodity input: the advantage moved to the organization around it. A KokoAI POV for the office of the CFO, with a filterable evidence ledger.
Read the POVBy the numbers · over time
How the numbers moved
What the numbers were about
170 figures from the daily brief, last month. Share of figures by topic, with the change against the window before it.
- Models & compute18.8%▲ 7.2 pts
- Valuation & funding13.5%▲ 2.4 pts
- Workforce & talent13.5%▲ 2.4 pts
- Revenue & markets12.9%▲ 3.4 pts
- Other12.4%▼ 1.4 pts
- Adoption & use8.8%▼ 9.2 pts
- Risk & reliability8.2%▲ 1.4 pts
- AI capex & spend5.9%▼ 2.1 pts
- Costs, prices & ROI4.1%▼ 2.8 pts
- Data centers & energy1.8%▼ 1.4 pts
Same measure, different dates
Measures whose stated value changed between editions last month. Each subject is one company or one named publisher, compared only in the same unit and period, and forecasts only with forecasts. Each figure is as the brief stated it.
No measure changed value between editions last month. Try a longer window.
The Harness Era
Why enterprise AI will be won by orchestration, not models — agent cards, value-stream funding, the CIO control plane, process packs, trust debt, and agentic finance.
Read the seriesKokoAI Loops
Agent loops, tools and skills defined on the Anthropic stack and named for the CFO's work — one run traced end to end, what a tool contract permits, why a skill loads only when needed, and why cheaper tokens produce bigger bills.
Start the seriesWeekly Edition
The week's enterprise AI, finance and SaaS signals in one CFO-ready edition — evidence, consulting interpretation, key developments, trends, and the next-week agenda.
Counterpoint
Adoption is near-universal; P&L impact is rare. The controversial, news-pegged case for closing the gap — measure AI like capital, price outcomes instead of hours, reprice the seat.
Cross-report compare
What each of 2026's leading AI reports found — consultancies, analysts, frontier labs, SaaS vendors, hyperscalers and government indices, side by side, every figure sourced and none averaged across them.
Industry AI Benchmarks
The external AI surveys and research behind the numbers — filter by audience and year, open any report at its publisher, and see what moved from 2025 to 2026.
Accounting & Tax Watch
New FASB and IFRS standards and US and global tax rules, each read for whether it protects or creates enterprise value, with effective dates, a CFO action and sources.