DigitalOcean's serving guide puts the cost of a long request on two mechanics, the prefill pass and the KV cache, and says the real choice is which mix of caching, prefix reuse and retrieval fits the budget.
Reality
- Evidence40
- Adoption
- Insufficient
- Hype gap+10
- Incentives80
- Confidence45
Worldwide end-user spending on AI models and platforms is projected to rise 63% in 2026, and a startup CTO writing for Forbes argues the number a board can audit is what one completed piece of work costs.
Reality
- Evidence28
- Adoption
- Insufficient
- Hype gap+30
- Incentives80
- Confidence45
A March 2026 update lifted usage and inverted Harvey's gross margin, from about 50% to minus 50%. Its answer is Tenet, a legal model post-trained on the open-weight Kimi K3 base and run on compute it controls.
Reality
- Evidence26
- Adoption44
- Hype gap+34
- Incentives55
- Confidence37
Guillermo Rauch's daily snapshot counts tokens inside one managed gateway's self-selected traffic. Vercel's monthly index carries the figure that prices the routing decision, 56% of tokens against 14% of estimated spend.
Reality
- Evidence42
- Adoption62
- Hype gap+34
- Incentives82
- Confidence55
On Alphabet's Q1 2026 call Sundar Pichai put cloud backlog above $460 billion, close to six years of cloud revenue at the current rate, while giving Gemini Enterprise's paid user base as a growth rate alone.
Reality
- Evidence55
- Adoption70
- Hype gap+25
- Incentives88
- Confidence62
Ramp's 80%-from-1% figure travelled fast, but the spend table underneath it prices the trade better, because the top percentile's $7,400 per employee per month is a wage bill rather than a software line.
Publishers:getcoai.com
Reality
- Evidence55
- Adoption42
- Hype gap+20
- Incentives62
- Confidence48
The colocation incumbent is now worth $100bn, roughly 47% more than Digital Realty, on the strength of an Nvidia and Together AI inference program that does not open until the first quarter of 2027 and whose invoices Together sends.
Reality
- Evidence58
- Adoption18
- Hype gap+38
- Incentives74
- Confidence55
OpenRouter says its product, roadmap and neutrality all survive the deal intact, and it disclosed no price, which leaves ten million developers weighing a promise rather than a structure that enforces it.
Publishers:openrouter.ai
Reality
- Evidence32
- Adoption66
- Hype gap+34
- Incentives88
- Confidence54
The 5 trillion token ceiling only binds if every allocation is claimed and then spent. Until it is, this is a short window to test a rival coding agent on someone else's inference bill.
Reality
- Evidence32
- Adoption24
- Hype gap+28
- Incentives82
- Confidence46
An undisclosed pay-to-continue prompt appears at the moment of lockout, and the weekly cap it lifts is never shown to users as a number they could plan around.
Reality
- Evidence40
- Adoption22
- Hype gap+25
- Incentives60
- Confidence38
A presentation transcript published by InfoQ argues you cannot reason about inference economics without the chips, the power and the measured behaviour of the provider you rented from.
Reality
- Evidence32
- Adoption38
- Hype gap+26
- Incentives74
- Confidence34