Jev's confidence scores cleared 641 of 741 quote-graded federal RFQs for automation at 96.7% precision, while a 35B Qwen model's top bucket stayed at 90.1%. In one author's benchmark, calibration decided how much of the queue could skip human review more than Jev's 2.3-point accuracy lead did.
Reality
- Evidence45
- Adoption
- Insufficient
- Hype gap+15
- Incentives
- Insufficient
- Confidence40
Across twelve ORBITAL tasks, eight failed a browser check at least once, and the verifier's own triage marked six of them automation bugs. Those six were cleared by override, two of them with per-case approval.
Reality
- Evidence45
- Adoption12
- Hype gap−10
- Incentives52
- Confidence45
An internal tool at a video-generation service gave editors a choice between roughly thirty confirmation stops on an attended run and runAll, which skips the lot. About thirty-five PRs later, the attended path stops four times.
Reality
- Evidence52
- Adoption22
- Hype gap+12
- Incentives45
- Confidence50
One developer-docs maintainer routes his assistant's failed answers into a job that drafts a change and files a pull request. The trigger reads the assistant's own reply, so a confident wrong answer still needs a human to flag it.
Reality
- Evidence45
- Adoption18
- Hype gap+10
- Incentives55
- Confidence50
Twilio's docs team gated the model behind a deterministic scorer and put a human on all 1,138 diffs. Most of the score measures page structure, so a well-formatted page with stale advice never enters the pipeline.
Publishers:segment.com
Reality
- Evidence46
- Adoption42
- Hype gap+17
- Incentives74
- Confidence53
Nine local VLM configurations read the same 23 handwritten clinical pages against 221 hand-curated gold values, and accuracy on the fields accepted without human review rose from 75% to 96% once a second model started checking the first.
Reality
- Evidence58
- Adoption8
- Hype gap−10
- Incentives45
- Confidence58
A dev.to walkthrough on Azure invoice extraction takes that granularity as its design constraint and works out the gate that decides whether a total scored 0.61 reaches the ledger or a person.
Reality
- Evidence58
- Adoption
- Insufficient
- Hype gap+12
- Incentives30
- Confidence60
A dev.to walkthrough narrows the drafting job to what git can prove, bounding the model's context to one path's history and forcing every historical sentence to name a hash the reviewer can resolve with git show.
Reality
- Evidence58
- Adoption
- Insufficient
- Hype gap+14
- Incentives72
- Confidence60
The Amsterdam startup employs the accountants it says are six times more productive, which puts that ratio on its own cost line rather than in someone else's pitch deck.
Reality
- Evidence26
- Adoption24
- Hype gap+42
- Incentives82
- Confidence33
Munder Difflin's founder says a Claude Code agent redrew a whole blog at no API cost. The reusable SVG system, the no-red rule and the approval gate are the parts that transfer.
Reality
- Evidence38
- Adoption20
- Hype gap+22
- Incentives70
- Confidence42
Graph engineering acquired guides and comparison tables within weeks of a tweet that was mocking the field's renaming habit. The tweet's author later called the hype silly.
Reality
- Evidence34
- Adoption28
- Hype gap+66
- Incentives62
- Confidence41