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What the case files add up to. Explainers, analysis and coverage of AI operations and automation. Argument, never proof: nothing on this page carries a badge, and every figure carries a source you can click.
ai inventory management in 2026: what the documented record shows
AI inventory management is sold as stock down and margin up. The one case that holds up ties its accuracy claim to a test the business can check: did the item sell.
2026-08-23 · built on 2 verified case files
analysissupply chain automation in 2026: what the documented record shows
Every vendor sells supply chain automation as headcount out and savings in. Two cases TIN verified show a narrower, more useful truth: automate the task with a success test, not the job.
2026-08-22 · built on 2 verified case files
analysisai supply chain in 2026: what the documented record actually shows
The vendor pitch for AI in the supply chain is savings and autonomy. Two cases TIN verified, and one fresh company disclosure, show what actually holds up when you check who measured the number.
2026-08-21 · built on 2 verified case files
analysisChatGPT stopped citing Reddit and kept buying it: what the drop says about how to get cited by ChatGPT
Reddit's share of ChatGPT citations fell about 86% in four days. In the same month Reddit reported data licensing revenue up 24% with OpenAI as a joint-largest buyer. OpenAI did not give up Reddit. It stopped crediting it, and that distinction decides which substitute platform is worth anything.
2026-08-20 · built on 4 verified case files
analysisWhat is reward hacking? In 2026 it broke the benchmarks, then it breached a live company
Reward hacking is an AI moving the score without doing the work. The 2026 record is measured, dated and worse than the coverage suggests: a third of runs on some benchmarks, every frontier model tested by the UK's safety institute, and one evaluation that ended in a real intrusion at another company.
2026-08-20 · built on 9 verified case files
analysisAgentic AI customer service: what the verified record shows in 2026
The pitch is autonomous agents that finally let you cut the support team. Four documented deployments say the durable win is honest deflection with a human handoff, not headcount removed.
2026-08-19 · built on 4 verified case files
analysisAre AI detectors reliable? The record says no, and Claude's watermark does not fix it
Anthropic now watermarks every word Claude writes. But AI detection false positives are what actually cost people their work, their grades and their reputations, and a watermark proves a machine was involved, not that it wrote anything.
2026-08-14 · built on 11 verified case files
analysisthe ai job-losses myth in 2026: what Zalando's own 2018 announcement actually shows
'Algorithms replaced 250 marketing jobs at Zalando' is one of the most-cited AI-job-loss examples, and it's missing half the sentence. The same 2018 announcement carried a plan to hire 2,000 more people, and total headcount kept rising for years after.
2026-08-06 · built on 1 verified case file
analysisdoes ai customer service cut jobs in 2026? what Octopus Energy's record shows
Octopus Energy's Magic Ink handles a third of support queries and the company kept hiring. It's a documented counter-example to the assumption that AI customer service means headcount cuts, with the honest caveat that a person still reviews and sends every reply.
2026-08-06 · built on 1 verified case file
explainerklarna ai layoffs in 2026: the 700-agent number and the 2025 reversal, explained
Klarna never announced AI layoffs. It said its assistant did the modeled work of 700 agents, then in 2025 reversed the AI-first hiring freeze and started re-recruiting humans after its own CEO said quality had suffered. Here's what the record actually supports.
2026-08-06 · built on 1 verified case file
analysisai agents in banking in 2026: what the most-cited numbers actually show
The two AI figures quoted most in banking, JPMorgan's 360,000 hours and Klarna's 700 agents, are both single-source company claims. One was never independently measured; the other was reversed. Here is how to read them before you buy.
2026-08-04 · built on 2 verified case files
analysisai claims automation in 2026: what one insurer's numbers really support
The most concrete ai claims automation figure on the public record, PZU taking detailed review from about 20% of body-shop claims to nearly all, comes from a single 2020 vendor release. This post argues from that one case and is honest that TIN holds it as unconfirmed.
2026-08-04 · built on 1 verified case file
analysisai customer service automation in 2026: what the record actually shows
Vendors promise deflection and speed. Three deployments TIN checked against the public record show where the numbers hold, where they moved, and where a company walked the whole thing back.
2026-08-04 · built on 3 verified case files
analysisai finance automation in 2026: what one well-documented case actually reports
Most finance automation numbers are vendor slides. One deployment, Omega Healthcare on UiPath, is documented well enough to read closely, including two hours-saved figures that should never be merged. This post rests on that single case, and says so.
2026-08-04 · built on 1 verified case file
A post here is an argument. A case file is proof. Only case files carry a verification badge, and nothing on this page ever will. That separation is the point: the badge is worth something because it is scarce.