Workers Comp AI Slop – More Than 50% of Articles?

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Workers Comp AI Slop = 50%? –  Ways To Detect

If you are OK with reading Workers Comp AI slop articles, no one can blame you.  I have found many good articles, not insurance-related,  and Workers Comp related. which turned out to be AI slop.

I decided to do a little research on how far AI slop has gotten on the internet.  The answer may not surprise anyone.  According to PCMag, my go-to place for everything regarding technology, 50% of all articles written today are generated with AI.  The PCMag article referenced this study by Graphite, a renowned SEO firm.

In 2024, the “article slopping” was even higher, and then a downturn in AI-generated articles.  One might think the growth rate would have stayed constant.  For some reason, July 2025 saw a decrease that leveled out at 50%.

Two Main Concerns and One Assumption

One assumption made in this article centers on the number of Workers Comp AI-generated articles having the same percentages as the Graphite study results.

The main concern with using AI to write articles is the lack of knowledge the author has on the subject, including insurance.  The other concern comes from the inaccuracy of AI presently.  A massive study by the BBC says 45% inaccuracy rate. 

If one multiplies out the 50% * 45%, this means that almost one-fourth of the articles written have errors in them.

BBC Study on Search Results

From the BBC experiment – (not directly Workers Comp AI Slop).. The second bullet point below confirms badly written article generation.

Professional journalists from participating PSM evaluated more than 3,000 responses from ChatGPT, Copilot, Gemini, and Perplexity against key criteria, including accuracy, sourcing, distinguishing opinion from fact, and providing context.

  • 45% of all AI answers had at least one significant issue.
  • 31% of responses showed serious sourcing problems – missing, misleading, or incorrect attributions.
  • 20% contained major accuracy issues, including hallucinated details and outdated information.
pic NASA robots workers comp AI slop
(C) NASA – public domain

My Own Workers Comp AI Slop Test

Last week, I took two random Workers Comp articles, one from Business Insurance and another from Claims Magazine.  I used Phrasely and Surf. Both were free versions.  Both articles’ results came back with a 0% chance that the article authors used AI.

Now there are AI humanizers to make detection much more difficult.

Only one AI-assisted article exists on this website.  I used CoPilot to summarize an NCCI Conference agenda.

How can I comment on Workers Comp AI Slop? – my background.  I attained two Computer Science degrees.  At one time, I was able to program (now called coding) in 16 different computer languages simultaneously.  My inventory software was used by the Wichita Red Cross for blood supply tracking, including actuarial predictions for future blood supply needs.

Backlash of Sorts

Yes, I agree that if you use AI to compose an article and you denote it, that does add a little credence.  However, how do you know what AI says is true?  Look at the BBC study earlier in the article. Almost 1/3 had attribution errors.

Yes, summarizing a long PDF on Workers Comp, to me, does not count as AI Slop as you are using a defined file, not scraping from other websites and calling it your own.

Yes, J&L does use Grammarly for its spellcheck and grammar functions.  We do not allow it to rewrite any text.

 

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James J Moore - Workers Comp Expert

Raleigh, NC, United States

About The Author...

James founded a Workers’ Compensation consulting firm, J&L Risk Management Consultants, Inc. in 1996. J&L’s mission is to reduce our clients’ Workers Compensation premiums by using time-tested techniques. J&L’s claims, premium, reserve and Experience Mod reviews have saved employers over $9.8 million in earned premiums over the last three years. J&L has saved numerous companies from bankruptcy proceedings as a result of insurance overpayments.

James has over 27 years of experience in insurance claims, audit, and underwriting, specializing in Workers’ Compensation. He has supervised, and managed the administration of Workers’ Compensation claims, and underwriting in over 45 states. His professional experience includes being the Director of Risk Management for the North Carolina School Boards Association. He created a very successful Workers’ Compensation Injury Rehabilitation Unit for school personnel.

James’s educational background, which centered on computer technology, culminated in earning a Masters of Business Administration (MBA); an Associate in Claims designation (AIC); and an Associate in Risk Management designation (ARM). He is a Chartered Financial Consultant (ChFC) and a licensed financial advisor. The NC Department of Insurance has certified him as an insurance instructor. He also possesses a Bachelors’ Degree in Actuarial Science.

LexisNexis has twice recognized his blog as one of the Top 25 Blogs on Workers’ Compensation. J&L has been listed in AM Best’s Preferred Providers Directory for Insurance Experts – Workers Compensation for over eight years. He recently won the prestigious Baucom Shine Lifetime Achievement Award for his volunteer contributions to the area of risk management and safety. James was recently named as an instructor for the prestigious Insurance Academy.

James is on the Board of Directors and Treasurer of the North Carolina Mid-State Safety Council. He has published two manuals on Workers’ Compensation and three different claims processing manuals. He has also written and has been quoted in numerous articles on reducing Workers’ Compensation costs for public and private employers. James publishes a weekly newsletter with 7,000 readers.

He currently possess press credentials and am invited to various national Workers Compensation conferences as a reporter.

James’s articles or interviews on Workers’ Compensation have appeared in the following publications or websites:

  • Risk and Insurance Management Society (RIMS)
  • Entrepreneur Magazine
  • Bloomberg Business News
  • WorkCompCentral.com
  • Claims Magazine
  • Risk & Insurance Magazine
  • Insurance Journal
  • Workers Compensation.com
  • LinkedIn, Twitter, Facebook and other social media sites
  • Various trade publications

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