Software stocks beat chips by 28 percentage points in the third quarter, as the IGV ETF rose 17% and SOXX fell 11%. Earnings now have to show how much of that came from AI revenue and how much from a hedge fund's forced buying.
Publishers:cnbc.com · qz.com Reality
- Evidence55
- Adoption
- Insufficient
- Hype gap+30
- Incentives70
- Confidence55
About a third of organizations in a 1,719-person McKinsey survey passed on at least one software purchase because they could build it with AI. The exposure is vendors' add-on revenue. Each builder also takes on upkeep a vendor would otherwise carry.
Reality
- Evidence45
- Adoption40
- Hype gap+15
- Incentives60
- Confidence45
Vanguard faces a federal suit from a data science manager who says a new boss turned four years of strong reviews into a PIP and a firing within eight months. The claim rests on that sequence, so the reviews a company kept before a manager change can become the plaintiff's baseline.
Reality
- Evidence35
- Adoption
- Insufficient
- Hype gap+10
- Incentives70
- Confidence40
Market researchers put the workforce that labels data and reviews model outputs at about 3 million today and heading toward 35 million. The licence and enforcement counts Papaya presented to analysts are the company's own tally.
Reality
- Evidence45
- Adoption32
- Hype gap+30
- Incentives78
- Confidence45
A Fortune column says SaaS incumbents answered collapsed multiples with record debt and buybacks presented as AI strategy. It quantifies the de-rating precisely and leaves the debt unsized at the five companies it names.
Reality
- Evidence32
- Adoption30
- Hype gap+45
- Incentives72
- Confidence38
The rate comes from UST's chief solutions officer, who called it healthy for the product's current stage. It sits inside the same pipeline UST credits with halving the time from a defined requirement to a deployable change.
Reality
- Evidence45
- Adoption20
- Hype gap+30
- Incentives80
- Confidence55
A Microsoft case study credits Docusign's swap to small task-specific models with 90% lower cost and eight times the throughput. Docusign's own accounting of the whole pipeline claims 50 times cheaper per document.
Reality
- Evidence42
- Adoption62
- Hype gap+24
- Incentives80
- Confidence55
An OECD survey of 6,047 employers found this software in most workplaces on both continents. The countries split over what firms are allowed to do with it, and most of these tools are not AI at all.
Reality
- Evidence68
- Adoption82
- Hype gap+8
- Incentives30
- Confidence62
The journal chains each record's hash into the next, so a one-line edit to a refusal surfaced as a numbered record; anyone able to rerun the writer can still recompute the chain and pass the check.
Reality
- Evidence48
- Adoption15
- Hype gap+28
- Incentives80
- Confidence42
In three days of building pay-per-event scrapers on Apify, the first bug was a billing one. The charge call resolved, the browser died in the next line, and the run billed for a detail row anyway.
Reality
- Evidence57
- Adoption12
- Hype gap−8
- Incentives45
- Confidence55
The Right-Sizing AI at Work study reports almost half of respondents using AI regularly and describes review and judgment duties spreading into ordinary jobs. The published account carries no sample size.
Reality
- Evidence36
- Adoption30
- Hype gap+34
- Incentives76
- Confidence57
Erik Hart reports to Salumeh Companieh at Cushman & Wakefield, and both told a Boston panel the line matters less than who owns the board slot and what has to clear cyber review before it gets built.
Reality
- Evidence34
- Adoption25
- Hype gap+18
- Incentives62
- Confidence45
Daniel Dines has been back at UiPath for 27 months and its ARR growth has halved since he returned, Aneel Bhusri owns an 11% guide at Workday, and the cleanest rebuild of the three sold at nine times recurring revenue.
Reality
- Evidence52
- Adoption58
- Hype gap+14
- Incentives68
- Confidence55
Median pay for technology titles reached $2.6mn, up 45.4% since 2021, though one year supplied a 28.9% move on its own, and the largest single award in the data had lost 41% of its value before any of it vested.
Reality
- Evidence55
- Adoption52
- Hype gap+18
- Incentives62
- Confidence54
Jan Gilg told Business Insider the SaaS sell-off was an overreaction and that SAP is changing how it charges. The budget squeeze he describes is better documented than the repricing he promises.
Reality
- Evidence38
- Adoption25
- Hype gap+32
- Incentives82
- Confidence45
Benedict Evans argues the hard part of enterprise software was never writing it. If the build step collapses to five minutes while adoption still takes eighteen months, the estate grows faster than anyone can inventory it.
Publishers:ben-evans.com
Reality
- Evidence33
- Adoption
- Insufficient
- Hype gap+12
- Incentives30
- Confidence43
Mitiga field CISO Brian Contos argues most enterprises cannot say what a live agent did after the fact, and the people who feel that first are the auditors and responders who have to produce a sequence.
Reality
- Evidence18
- Adoption
- Insufficient
- Hype gap+32
- Incentives72
- Confidence58
AI accounted for more than a quarter of new annual contract value, according to Workday's CEO, but it arrived as attribution on top of per-seat subscriptions rather than a line on the invoice, and margins widened anyway.
Publishers:investor.workday.com
Reality
- Evidence62
- Adoption52
- Hype gap+28
- Incentives86
- Confidence58
Earnings came in ahead of consensus and the full-year range moved up, but the only figure growing at double digits was the $9.03 billion backlog due inside a year, and that is the number being read.
Reality
- Evidence55
- Adoption52
- Hype gap+32
- Incentives72
- Confidence54
A dev.to census of 1,551,977 job postings across 12 open ATS endpoints found BambooHR's isRemote flag empty in all 50,616 it saw. Having a field and having data in it are separate claims.
Reality
- Evidence63
- Adoption31
- Hype gap−9
- Incentives34
- Confidence60
Earlier coverage
- Four of six steps can bin a resume before a human sees it, and the worst is an image-only PDF
Build · August 23, 2026 · 1 publisher
- The AI deal frame flipped: buy at 15 times revenue, pay with paper marked at 40
Invest · August 23, 2026 · 1 publisher
- Rillet's $100M reads as proof mid-market ERP is rip-and-replace, mostly at the cheap end
Product · August 21, 2026 · 1 publisher
- Rillet's $1bn bet: rebuild the general ledger around agents, not bolt a copilot onto it
Product · August 19, 2026 · 2 publishers
- ServiceNow paid $7.75bn for Armis and got a re-rating, not just a product line
Invest · August 19, 2026 · 1 publisher
- A 200 OK that means zero: Workday's job API empties out above limit 20
Build · August 18, 2026 · 1 publisher
- Rent the ledger, build the screen: where AI actually moved the buy-versus-build line
Leadership · August 18, 2026 · 1 publisher
- Spark's $22M bet that the agent framework layer can stay independent
Invest · August 16, 2026 · 1 publisher
- The shortage is the schedule: AI capacity relief is not a 2027 line item
Product · August 15, 2026 · 1 publisher