THE EDITORIAL DESKSTORIES ABOUT SYSTEMS, POWER AND THE PEOPLE RUNNING THEM
Dani Schwartz

Writer

Dani Schwartz

Editor, OperationAI — The AI Business Journal

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

  1. Winners · 15 October 2026

    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.

  2. Myth Busters · 14 October 2026

    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.

  3. Myth Busters · 14 October 2026

    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.

  4. Myth Busters · 14 October 2026

    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.

  5. Myth Busters · 14 October 2026

    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.

  6. Myth Busters · 14 October 2026

    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.

  7. Myth Busters · 14 October 2026

    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.

  8. Myth Busters · 14 October 2026

    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.

  9. Myth Busters · 14 October 2026

    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.

  10. Myth Busters · 14 October 2026

    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.

  11. Myth Busters · 14 October 2026

    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.

  12. Winners · 14 October 2026

    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.

  13. Winners · 14 October 2026

    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.

  14. Winners · 13 October 2026

    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.

  15. Winners · 13 October 2026

    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.

  16. Winners · 12 October 2026

    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.

  17. Winners · 12 October 2026

    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.

  18. Winners · 12 October 2026

    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.

  19. Winners · 11 October 2026

    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.

  20. Top 5 · 29 September 2026

    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.

  21. Winners · 6 September 2026

    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.

  22. Top 5 · 4 September 2026

    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.

  23. Myth Busters · 3 September 2026

    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.

  24. Myth Busters · 24 August 2026

    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.

  25. Comparison · 19 August 2026

    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.

  26. Comparison · 12 August 2026

    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.

  27. Myth Busters · 29 July 2026

    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.

  28. Comparison · 22 July 2026

    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.