Groupon cut 336 jobs to go AI-native; every 2026 dollar saved is reinvested
Groupon's 10-Q: 336 staff cut, a $5M net saving for 2026 now fully reinvested, profit guidance down $15M, and the AI programme's effect "not yet determinable".
Business operations
Running the company and its AI programme across functions.
- Covers
- Chiefs of staff, COOs and AI programme leads; strategy, company-wide knowledge and analytics, change management and training.
- Does not cover
- Anything with a single functional owner: file it there.
Use cases
Deployments at a glance
All teams →| Company | Use case | Headline result | Stage | Evidence | Date |
|---|---|---|---|---|---|
| Groupon | Org redesign | 194 (30 June 2026) → 336 (30 September 2026)Employees terminated under the 2026 plan | Scaled across teams | Company-measured, method disclosed |
Latest
All news →SHL survey: 19% of US respondents replaced by AI were asked back
Surveys from SHL and Robert Half suggest job cuts made for AI are often reversed, and returnees ask for more pay. What to cost before you cut a role.
Anthropic adds Claude Sheets, Whiteboards; Claude Data on by default 19 Nov
Anthropic launched Claude Sheets and Whiteboards in beta on 10 Nov 2026 and made Claude Data GA; on Enterprise plans Data turns on by default on 19 November.
Anthropic: agents work 6x human hours; junior technical hires fell to 9%
Anthropic's own study of its workforce reports agents logging six times human hours, junior technical hires down from 27% to 9%, and humans as the bottleneck.
Accenture caps central Claude funding at $29 a month per person
404 Media reports Accenture now funds only $29 a month per person for Claude Enterprise from 1 October 2026; users above that need a project to pay the rest.
Implementation
Ai2's GPU budget scheduler: 98% of owed hours, 74% fewer repairs
Ai2 replaced priority-based GPU scheduling with time budgets and a minimum-runtime contract; it reports 98% of owed hours delivered and 74% fewer manual repairs.
News
Study of 700 firms: AI coding agents add 30% more code, 49% slower review
Harvard researchers using Jellyfish data on 700+ firms found AI coding agents raised commits 20% but not issues resolved, as review time rose 49%, Ars reports.
Orange Spain says staff built 1,000+ Gemini Enterprise agents themselves
Orange Spain and Google Cloud say employees built more than 1,000 custom agents on a low-code tool, with near 100% licence activity in 30 days. Cost and quality are not given.
AWS: 'hours saved' overstates agent ROI; price exceptions and oversight too
An AWS post says RPA-style ROI misses agents' exception, oversight and upkeep costs; its claims example turns $1.26M of freed time into about $630K.
Barclays on Claude: 16,000 staff use a knowledge assistant, 120,000 emails a day sorted
Anthropic's 1 Oct 2026 Barclays story reports a RAG assistant used by 16,000 UK staff and 120,000 emails a day routed by Claude; it gives no cost, accuracy or error data.
Open thread: what does your agent governance model actually look like?
Not the slide. The real thing: who approves an agent, what it is allowed to touch, how you watch it, and who gets paged.
Google's "one agent for work" pitch, and the six customers it put on stage
At Gemini at Work '26, Google introduced a single Gemini agent spanning knowledge work and coding, and leaned on customer deployments from Cooley to Orange Spain to make the enterprise case.
Most agent pilots never ship. What the ones that do have in common
Adoption surveys agree on the gap: most companies say they are "using agents," but only a small fraction run one in production at scale. The difference is rarely the model.
Stanford studied 51 AI deployments that worked. 77% of the problems were not technical
The Enterprise AI Playbook from Stanford's Digital Economy Lab is the most useful document on this subject this year. Here is the short version for people who have to make it happen.