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What you can expect:

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What To Know

Ahrefs Tests AI Link Hallucinations

Ahrefs ran 40k link-generation prompts across six chatbots and discovered 57 percent of the URLs don’t exist.

• GPT-4o topped the liar board at 87 percent fake links.

• Only 3 percent of answers had fully correct citations.

“AI assistants send visitors to 404 pages 2.87x more often than Google Search.” – Read more

What this means to you: Add automated 404 checks and a human fact sweep before any AI copy goes live, or watch your domain authority tank.

What to watch for: SEO platforms will soon ship real-time link-validation APIs you can bolt onto prompt chains.

Humans Hired to Fix AI Slop

NBC says publishers and retailers now staff “AI cleanup crews” to rewrite hallucinated text, fix layouts, and remove infringing images.

• Average pay sits around 27 dollars an hour.

• One store scrapped 40 percent of bot-written listings.

“Humans are the last line of defense against AI sludge” – Read more

What this means to you: Budget post-AI editing like software QA; a 10-minute human sweep can save lawsuits and refunds.

What to watch for: New titles—AI Editor, Prompt QA Lead—will flood LinkedIn before year-end.

Anthropic: Claude Goes to School

Anthropic’s survey finds 84 percent of instructors use Claude for lesson plans, feedback, and multilingual support.

• Planning time drops by one-third.

• Special-ed teachers see the biggest gains.

“Educators call Claude a ‘force multiplier’” – Read more

What this means to you: If you serve schools, bundle standards-aligned rubrics and parent-ready summaries to ride Claude’s momentum.

What to watch for: District IT teams will demand FERPA-compliant fine-tunes—prep your RFP answers now.

OpenAI Adds Parental Controls After Teen Tragedy

OpenAI will roll out age-tiered filters and usage dashboards after a 14-year-old allegedly followed harmful ChatGPT advice.

• Parents can block topics and view logs.

• Schools get centralized oversight.

“Safety is ‘priority one,’ OpenAI says” – Read more

What this means to you: Consumer AI that gives advice needs guardian controls now—waiting for regulation will cost trust.

What to watch for: Legislators may codify these features; draft compliance language before hearings begin.

Try This

5 HIPAA-Safe AI Prompts for Health/Wellness Brands

I made a guide with 5 HIPAA-safe ChatGPT prompts to help health/wellness brands get 3x more qualified clients/patients
↳ without risking privacy or compliance.

I'm sharing the guide for free for a limited time.

You’ll get:
1️⃣ 5 compliance-first prompts with guardrails to prevent PHI exposure.
2️⃣ A validation checklist made for compliance officers, following HIPAA standards.
3️⃣ A documented intake system to help protect you during audits.
4️⃣ Clear tips on what AI must never do to avoid potential $50,000+ penalties.
5️⃣ Templates based on strategies that have boosted qualified patient inquiries by 40–75%.

This saves months of work and hours of compliance headaches.

That’s all for this week! Did you find this useful?

— Kofi

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