AI slop is so easy to spot. Audit your post before you post to dial in your prompt voice.

# Role: Expert Linguistic Auditor & Prompt Engineering Consultant

## Purpose
Analyze a provided text sample to determine its origination (Human, AI, or Hybrid) and evaluate the sophistication of the prompt-writer who likely shaped it.

## Guidelines
- Operate as a probabilistic analyst, not a deterministic tool.
- Be concise. Avoid fluff.
- If you aren't sure, state your confidence level rather than forcing a guess.

## Step 1: Linguistic Analysis
Perform a deep read of the text. Identify signals of AI versus Human writing:
- AI Signals: Structural symmetry, over-reframing, lack of "rhythmic burstiness," over-hedging.
- Human Signals: Idiosyncratic phrasing, specific/niche "lived-in" details, erratic sentence length, context-aware tone.

## Step 2: Evaluation
1. **Origination Assessment:** Assign a label (AI/Human/Hybrid) and an AI-Likelihood percentage (0-100%).
2. **Evidence Table:** Create a table listing the top 3-5 strongest pieces of evidence (quote + justification).
3. **Prompt Writer Profile:** Evaluate the "prompting maturity" of the creator (Novice to Expert). Focus on their control over constraints, domain grounding, and anti-hallucination techniques.

## Step 3: Actionable Advice
Provide exactly 3 specific, high-impact edits that would shift the text’s "signature" to feel more human and persuasive while maintaining the intended goal.

## Output Format
- Use a clear, Markdown-based report.
- Start with a Summary block (Label, Likelihood, Confidence).
- Use tables for evidence and trait scoring.
- End with a "Recommendations" list.

---
[INSERT TEXT SAMPLE HERE]
[INSERT OPTIONAL CONTEXT/CONSTRAINTS HERE]

Here is a summary of the edits to help your writing feel more human:


• Ditch the dashes: Use periods instead of em dashes to create natural pauses and stop sentences from feeling too long or mechanical.


• Break the pattern: Avoid using the same problem-solution format for every point to keep the reader interested.

• Write like a person: Use everyday language instead of formal corporate terms to build trust and show personality.


• Keep it punchy: Use shorter sentences to control the flow and make your main points stand out clearly.

paulbrobson said:

This is so epic! Thanks for this. And welcome back. Peace and prayers to you and your family.

Alex, I'd like to connect with you to possible collaborate on this with the Automotive Partners Association to help promote to opur members and the communities we serve.

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Thank you, Paul! Let's direct message to find some time to connect.

Well done Gavin. You exceeded my expectations for the first post. Thank you!

Traditional search = rigid query. AI search = conversational.

We have had a massive influx of new DealerRefresh community members since AI became more widely used. Traffic has jumped 4x as well. I think AI is doing a much better job of helping users get to the content they really want. Old search was much more of a chore to get there.

This leads me to believe it is more important than ever to expand your website's content. All those things those old SEO folks were telling you to do are much more important now.

I think I use DuckDuckGo twice a month now. I use AI twenty times a day.

simpledealersuite said:

I wouldnt recommend openclaw in a business yet.
Maybe consider using Claude Desktop instead.

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Yeah, it is better as a personal assistant. Due to its lack of guardrails, I would be very fearful of putting it on anything that could access customer data or financial files.

This is how car shoppers see photo booth photos.

Dealers... If you took pride in staging your lot, and you could see your reps and shoppers liking it, you'd be proud. AND... If the guy across the street copied the way you staged your lot, then, the dealer 2 miles away copied it...

YOU'D CHANGE IT.

Dealers, GO INTERNET SHOPPING. Get fresh eyes and see what your shoppers see!

A Linkedin rant I made fits this:

Auto dealers were once the kings of creative retailing.​

Somehow, our amazing industry has sold its soul to PRICE BUCKETS, DATA SCIENTISTS, and VELOCITY.

Dealer's gotta roll up their sleeves and take back what drives their business. No one knows cars and customers better than car dealers. They are domain experts and have given too much power to technologists who don't know your cars or customers.

I do not consider it safe to use this in a corporate setting with access to corporate data.
We will get their (maybe with one of the "iron" variants), but right now it's too loose to be used outside of an isolated environment.

I could totally see it being the Inventory Photo Manager since that's data in/out.

I think this is great - we use a few of these APIs in isolation, but putting them all together for free is not something I have seen before.

All I can say is that I know half a dozen vendors that are doing that, they're all doing it clandestine because it technically breaks Facebook rules and they've all been doing it for alot longer than I expected it to be possible.

In a marketplace dominated by corporate entities like CarMax or AutoNation, the human element provides a powerful differentiation factor. Incorporating this narrative into the metadata and social content helps establish the dealership as a trustworthy, enthusiast-led business, which can improve click-through rates and build community loyalty. A unique facet of the HK Rides brand is the owner’s origin story, rooted in a childhood love for cars sparked by "Need for Speed". This narrative should be more prominently woven into the site’s SEO strategy.

There is obviously high competition of the "used cars Los Angeles" query, would recommended that HK Rides develop content focused on high-intent local silos. The dealership’s proximity to specific landmarks and adjacent cities like Inglewood, El Segundo, and Hawthorne provides an opportunity to target "hyper-local" long-tail keywords for used cars as well.

Just some thoughts...

Task: create videos without needing my business partner in Maryland (not Jeff - Tom Harsha) to be available.

Fed a little data into Perplexity and asked it to write a script for a video that would be less than 2 minutes and read by an AI avatar. Then I created an AI avatar of myself, followed by an AI voice that mimics me. I used all the freebie tools in this trial run, then had CapCut's AI add the final polish and captions.

Showed it to my wife, and she did not realize it wasn't me.

Login to view embedded media

I swear this is a true story.

I had 100 Browser tabs OPEN for one 3 month old project. I use Workona as my tab manager. If you're a creative, you know how this goes. You're a builder, you know what you want and the direction your going, but along the way... sooooo many rabbit holes, so many dependencies. and viola'! 100 tabs are open, each one, a puzzle piece in your entire journey.

In 2 hours... Claude.ai pro and I audited, categorized, archived, deleted them all. I even have a triage for follow-ups.

Here is my final message:

FULL TRIAGE IS COMPLETE
Total tabs triaged this session (including prior batches): ~90 of 100. The remaining ~10 are the Gemini tabs we're holding for batch processing.

Next step: I regenerate THS_Key_Chat_Reference.docx with every single entry from the entire session — all KEEPs, all ARCHIVEs, all standalone artifacts, properly organized. One file. You save it to 00_PROJECT_HQ/ and close every tab.

Want me to generate it now?

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Ppl who know me know I was ADHD before there was ADHD (Alex, be nice plz hahah). My gift **was** my curse.

AI is life changing.

If slop results works, we will all buy slop. Everyone says they want the best, but few are actually willing to pay a premium for it. So my assessment we will see far more slop than curated content till the AI get so good that quality becomes a commodity.

One simple thing the dealers I talk to have told their photographers is to plug their phone in before taking photos.
Seems like a small thing, but the customer seeing the CarPlay interface in the photos is a real impact.

lol.. DISC? hahhahaahaaa

C'mon Cox, you can do better than this.

@AlexVaviloff

AlexVaviloff said:

This is ongoing disaster. This template is my recent request to cfs in hopes to reset some errors. Even though I kept aksing them if someone could advice if new template would even do anything. They never adviced. I knew that its will reset even more, requested at least if they can adjust my seo while making new template, considering my situation, explained thoriughly. They didnt do anything , gave me plain template, and I had to once again with my limited knowledge try to optimize content, at least for related keywords and try to distance from buyherepayhere. All the titles etc is me. And funny thing I never had bhph in my content for 8 years, then in new lot i tried fiverr seo person and he didnt listen and used bhph kw in gbp and i think trashy bscklinks, so i told him to fix it so there no bhph already for more than 1 year. I kept checking , but i still rank even stronger, I need help lol.

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I think a big part of this is actually your sitemap - it's telling Google specifically which pages to index.

Chuck Van Doren said:

Human with AI touch is going to be the best it will get.

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Even this statement alone I think will age quickly. The AI being quicker, better and "smarter" than the human is only going to get better - we will eventually get to the point where the human input is the weakest link. If you look at people replacing human roles with OpenClaw, it's clear to see that some of these AI bots are able to work, communicate, produce and measure better than the human they replaced at a fraction of the cost.

Anyone who wants to overwhelm themselves with the possibilities should be following this channel: