
Dani Schwartz
LinkedIn →About Dani
Dani Schwartz is the editor of OperationAI, The AI Business Journal. He writes and edits every story the journal publishes.
He covers how companies actually put AI to work: the operators who ship it, the tools that hold up in real workflows, the claims that don't, and the vendor choices behind them.
His stories are built from named sources, documents and hands-on tests. Sponsored features are always labelled as sponsored.
How he reports
Facts come from named sources, public documents and hands-on tests. Anything that can't be checked is left out or marked as an example. Sponsored features carry a sponsored label. The full rules are in the FAQ.
Stories by Dani Schwartz
- Finout turns cloud cost allocation into a reviewable AI workflow
Finout turns cost questions into editable queries and allocation rules. The useful part is giving someone something concrete to approve. By Dani Schwartz.
- Cheap API, expensive agent: where the coding bill grows
Model prices matter, but one builder’s retry surprise shows why the amount of paid work can change the economics of an AI coding run.
- A repeatable workflow does not automatically need an AI agent
Repeatability makes a case for automation. Agents earn their place when the work also requires adaptive, non-deterministic reasoning.
- Reddit Isn't a Survey. It Can Still Be Useful Research.
Interest-based communities can reveal vocabulary, questions and patterns worth testing elsewhere—without pretending a Reddit thread represents the market.
- Can an AI Detector Prove Who Wrote It? No.
Turnitin’s own guidance says its model can misidentify text and should not decide misconduct alone. A flag starts a review; it does not settle authorship.
- A completed record is not proof of a correct read
Document extraction can finish cleanly. That status alone cannot establish that every material field was read correctly or is ready for downstream action.
- Why Identical Cloud Alerts Can Need Different Fixes
A finding tells you which rule failed. It does not, by itself, tell you what will break when you change the affected resource.
- The Cloud Alert Is Green. Is the Vulnerability Really Gone?
Sometimes yes for the resource right now. But if authoritative infrastructure code still carries the bad setting, green is not proof of a durable fix.
- Read-only AI access is not a security boundary
Read-only can stop writes. It cannot stop hostile text entering an AI’s context—or remove the need to constrain what the system can access and do.
- The Paycheck Landed. Is Payroll Really Finished?
Not necessarily. Taxes, pensions and other payroll-linked payments can have their own routing, references and completion states.
- Why One Paycheck Can Create Two Payroll Jobs
Cross-border work can separate where salary is paid from where tax, social-security and payroll reporting obligations arise.
- Qodo brings repository context into monday.com code reviews
Qodo brings repository history into monday.com’s pull requests, with reported savings of roughly one hour per pull request and about 800 potential issues prevented monthly.
- Replicant says CorVel cut injury intake time in half
Replicant says its voice agent cut CorVel’s first-notice-of-loss intake from five minutes to two and a half by collecting details before a nurse or adjuster joins.
- Ketryx reports Meta compliance reviews cut from weeks to minutes
Ketryx connects requirements, risks and tests at Meta Reality Labs so reviewers can inspect evidence and proposed changes while retaining human approval.
- Freed says 20,000 clinicians use its AI workflow for visit notes
Freed reports 20,000 paying clinicians using AI to draft visit notes and move reviewed records into existing electronic health record systems.
- Tamnoon moves cloud alerts through an approved remediation workflow
Tamnoon reports more than 1,000 high-severity fixes at an anonymous dental customer, with CloudPros supervising higher-risk work and approved actions running through customer controls.
- OpenOps turns cloud-cost recommendations into workflows
OpenOps says 90% of identified cost opportunities were automated at Legit Security and cloud spend fell 30%. Its approach puts approval and execution into the workflow.
- PaynetEasy gives AI payment data, not payment controls
PaynetEasy estimates AI can cut failed-payment diagnosis from four hours to five minutes. Its documented interface is read-only, leaving refunds and settings changes to people.
- Papaya Global reports 3x workers served with flat internal headcount
Papaya Global embedded AI in payroll document workflows and reports serving three times as many workers without increasing internal headcount. The evidence leaves important gaps.
- The 5 AI tools HR teams actually use, and what they're really good for
Five jobs AI now does inside real HR teams, and where each still needs a human.
- How Papaya Global reconciles contractor records before payroll
Papaya Global says its software reconciles contractor data across HR, Finance and payroll before payment, while leaving unresolved and legal decisions to people.
- Top 5 LinkedIn post slop of the week
Ten post patterns that flooded the feed this week, what each one is actually copying, and the one usable idea buried underneath.
- Reddit isn't the chess club. It's the best context AI will ever get.
Everyone thinks it's nerds arguing about whose API is bigger. Look closer and it's the most honest room on the internet.
- The roastery that refused to grow up
A neighbourhood roaster rebuilt its ordering, rostering and repeat-purchase flow around a handful of models — and found the payback in the queue, not the spreadsheet.
- Cloth, chalk, and fifty years of the same street
Bespoke work does not scale, the industry says. This atelier tested that claim by handing its intake, sizing and follow-up to software — and kept the hands.
- The practice built for people who hate the dentist
Empty chairs are the most expensive thing in dentistry. Here is how one practice turned recall, triage and reminders into a system that fills them.
- A gym for people who never liked gyms
Retention in fitness is a scheduling problem wearing a motivation costume. One gym floor treated it that way and stopped losing members in week six.
- A daylight studio and the shoots that nearly did not happen
A small studio kept losing hours to briefs, revisions and chasing. It rebuilt the boring half of the business — and got the creative half back.
