Where the argument is closest.
The arguments behind the theses, measured across every writer we read: who argues each one, who argues against it, and how much of what is written about it is contested. Then how far the machines sit from the Call. The readers join when a question reaches 25 of them.
arguments with writers on each side
of the claims on the typical argument meet an opposing claim
median distance across 498 open questions; 43% sit 20 points or more apart
questions with 25 readers or more; the readers’ layer opens with the first one
The closest arguments
- Writers who argue it
- Writers who argue against it
- AI Disruption & Losers · 48 writers · 296 claimsLegacy SaaS loses pricing powerWill 3 SaaS leaders' net retention dip below 100%?47%
28% of its claims contested · 18 clashes between writers
- AI Commoditization · 12 writers · 51 claimsOpen-weight models close the gapWill an open model match the top closed model at coding?Will OpenAI and Anthropic cut flagship prices 50% by 2027?46%
28% of its claims contested · 3 clashes between writers
- 45%
23% of its claims contested · 2 clashes between writers
- AI Capital Cycle · 63 writers · 589 claimsValuations price perfectionPart 10Part 15Will tech valuations fall 15% while earnings hold?Will chip stocks fall 25% from a peak by 2027?43%
31% of its claims contested · 56 clashes between writers
- AI Capital Cycle · 6 writers · 25 claimsVenture and IPO markets fund the cyclePart 2Will 5 AI IPOs raise $500 million each by Sept 2027?43%
28% of its claims contested · 6 clashes between writers
- AI Credit & Financing · 7 writers · 33 claimsGPU collateral loses value faster than the loanWill a $500 million GPU-backed loan go bad by 2027?Will H100 rent stay above $1.50 an hour in mid-2027?Will a GPU cloud take an impairment or stretch GPU life?43%
18% of its claims contested · 3 clashes between writers
- AI Productivity · 17 writers · 73 claimsAI replaces entry-level white-collar workWill jobs for ages 20 to 24 fall 1.5 points by 2027?Will 100,000 US job cuts be blamed on AI in 2027?42%
18% of its claims contested
- AI Disruption & Losers · 5 writers · 12 claimsObsolete hardware is strandedWill a cloud provider write down $500 million of GPUs?Will CoreWeave keep a 6-year life for its GPUs?Will 100 MW of AI compute sit idle waiting for power?40%
33% of its claims contested · 5 clashes between writers
- Semiconductor Bottlenecks · 5 writers · 28 claimsLeading-edge foundry concentration gives pricing powerDoes TSMC set the price for its own customers?Will Nvidia's gross margin fall below 70% by 2027?40%
32% of its claims contested · 2 clashes between writers
- Power Scarcity · 5 writers · 17 claimsGas is the bridge fuel for AI loadDid gas outgrow wind, solar and nuclear in 2026 US power?Will US natural gas prices top $7 by the end of 2027?Will 3 tech giants sign 300 MW gas power deals by 2027?40%
0% of its claims contested
- Semiconductor Bottlenecks · 14 writers · 71 claimsHBM is the binding constraintWill memory makers' scarcity profits last through 2027?Will DRAM contract prices fall 20% from the 2026 peak?Will Nvidia blame memory supply for its growth by 2027?36%
31% of its claims contested · 7 clashes between writers
- AI Agents & Software · 9 writers · 32 claimsAgents displace seat-based SaaSWill 2 big seat-based software firms slow below 8%?Will 3 software giants price agents by use by 2027?33%
53% of its claims contested
By sector
| Sector | Claims contested | Arguments | Machines vs the Call, pts | 20+ pts apart | Open questions |
|---|---|---|---|---|---|
| Semiconductors | 31% | 7 | 22 | 59% | 69 |
| Power & grid | 25% | 4 | 22 | 51% | 69 |
| Memory & storage | 29% | 3 | 21 | 51% | 39 |
| Apps & agents | 23% | 5 | 20 | 50% | 26 |
| Security & governance | — | 0 | 17 | 37% | 19 |
| Data centers | 33% | 3 | 16 | 43% | 30 |
| Models & labs | 33% | 4 | 14 | 36% | 39 |
| Networking | 31% | 2 | 14 | 34% | 32 |
| Adoption | 20% | 4 | 14 | 33% | 43 |
| AI financing | 28% | 5 | 13 | 33% | 58 |
| Hyperscalers & cloud | 30% | 6 | 11 | 34% | 74 |
The distance between the machines and the Call is shown by sector only. On a question, every number stays hidden until you lock yours.
How it is read
An argument is one causal claim of our taxonomy that a thesis or a Part rests on. Its claims are the ones the writers we read have written on the mechanisms behind it; a writer is counted on a side when one of those mechanisms argues it or argues against it, and an argument enters with ten claims and 5 writers on its sides or more. Contested means another claim in the same source opposes it, as we read the corpus; a clash is two writers who said opposite things. We count claims and writers, never name them: we score claims, not people. As results come in, the index will be checked against them: whether the closest arguments are the ones the Call reads worst.