AI slop just cost Deloitte a big refund

Deloitte just admitted it used generative AI to produce a $440,000 government report riddled with fake citations, made-up legal quotes, and basic errors.

AI slop just cost Deloitte a big refund, and if you’re not careful, it’ll cost your organisation a lot more.

Deloitte just admitted it used generative AI to produce a $440,000 government report riddled with fake citations, made-up legal quotes, and basic errors.

Embarrassing, yes. Uncommon, no.

Unfortunately AI slop is everywhere. It lives in every enterprise that rushed into using Gen AI without a plan, a policy or proper training.

Let's look at what actually went wrong in Deloitte's approach:

AI was used to fill knowledge gaps - instead of surfacing human expertise.
Outputs were taken at face value - instead of being reviewed and refined by skilled professionals.
It was used as an automation shortcut - not as an augmentation tool.

Here's what not to do:

Don’t replace your judgment with AI’s output. It’s called artificial for a reason.
Don’t “automate” complex, multi-layered thinking with generic prompts and copy-paste results.
Don’t hand over trust to a tool that doesn’t understand context, nuance or consequence.

I help organisations avoid this exact kind of failure by doing three things that most miss:

Build from internal knowledge - AI works best when grounded in what you already know.
Use AI to amplify, not replace - it should boost your strengths, not mask your weaknesses.
Train your people to become AI super-users - not just prompt monkeys, but power users who question, adapt and verify AI output.

If you’re scaling GenAI in your business, do it right. Use AI to sharpen what you already do best, but don't fall into the trap of "outsourcing" your core value proposition to OpenAI or similar.

Author

Ai Base Network (ABN), ABN ASIA was founded by people with deep roots in academia, with work experience in the US, Holland, Hungary, Japan, South Korea, Singapore, and Vietnam. ABN Asia is where academia and technology meet opportunity. With our cutting-edge solutions and competent software development services, we're helping businesses level up and take on the global scene. Our commitment: Faster. Better. More reliable. In most cases: Cheaper as well.

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