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Multi AI Comparative Analysis: How My Work Stacks Up Against 22 AI Thought Leaders

September 24, 2025 by Basil Puglisi Leave a Comment

AI ethics, AI governance, HAIA RECCLIN, multi AI comparison, AI self assessment, Basil Puglisi

When a peer asked why my work matters, I decided to run a comparative analysis. Five independent systems, ChatGPT (HAIA RECCLIN), Gemini, Claude, Perplexity, and Grok, compared my work to 22 influential voices across AI ethics, governance, adoption, and human AI collaboration. What emerged was not a verdict but a lens, a way of seeing where my work overlaps with established thinking and where it adds a distinctive configuration.


AI ethics, AI governance, HAIA RECCLIN, multi AI comparison, AI self assessment, Basil Puglisi

Why I Did This

I started blogging in 2009. By late 2010, I began adding source lists at the end of my posts so readers could see what I learned and know that my writing was grounded in applied knowledge, not just opinion.

By 2012, after dozens of events and collaborations, I introduced Teachers NOT Speakers to turn events into classrooms where questions and debate drove learning.

In November 2012, I launched Digital Factics: Twitter Mag Cloud, building on the Factics concept I had already applied in my blogs. In 2013, we used it live in events so participants could walk away with strategy, not just inspiration.

By 2025, I had shifted my focus to closing the gap between principles and practice. Asking the same question to different models revealed not just different answers but different assumptions. That insight became HAIA RECCLIN, my multi AI orchestration model that preserves dissent and uses a human arbiter to find convergence without losing nuance.

This analysis is not about claiming victory. It is a compass and a mirror, a way to see where I am strong, where I may still be weak, and how my work can evolve.


The Setup

This was a comparative positioning exercise rather than a formal validation. HAIA RECCLIN runs multiple AIs independently and preserves dissent to avoid single model bias. I curated a 22 person panel covering ethics, governance, adoption, and collaboration so the comparison would test my work against a broad spectrum of current thought. Other practitioners might choose different leaders or weight domains differently.


How I Ran the Comparative Analysis

  • Prompt Design: A single neutral prompt asked each AI to compare my framework and style to the panel, including strengths and weaknesses.
  • Independent Runs: ChatGPT, Gemini, Claude, Perplexity, and Grok were queried separately.
  • Compilation: ChatGPT compiled the responses into a single summary with no human edits, preserving any dissent or divergence.
  • Bias Acknowledgement: AI systems often show model helpfulness bias, favoring constructive and positive framing unless explicitly challenged to find flaws.

The Results

The AI responses converged around themes of operational governance, cultural adoption, and human AI collaboration. This convergence is encouraging, though it may reflect how I framed the comparison rather than an objective measurement. These are AI-generated impressions and should be treated as inputs for reflection, not final judgments.

Comparative Findings

These are AI generated comparative impressions for reflection, not objective measurements.

Theme Where I Converge Where I Extend Potential Weaknesses
AI Ethics Fairness, transparency, oversight Constitutional checks and balances with amendment pathways NIST RMF No formal external audit or safety benchmark
Human AI Collaboration Human in the loop Multi AI orchestration and human arbitration Mollick 2024 Needs metrics for “dissent preserved”
AI Adoption Scaling pilots, productivity 90 day growth rhythm and culture as multiplier Brynjolfsson and McAfee Requires real world case studies and benchmarks
Governance Regulation and audits Escalation maps, audit trails, and buy in NIST AI 100-2 Conceptual alignment only, not certified
Narrative Style Academic clarity Decision maker focus with integrated KPIs Risk of self selection bias

What This Exercise Cannot Tell Us

This exercise cannot tell us whether HAIA RECCLIN meets formal safety standards, passes adversarial red-team tests, or produces statistically significant business outcomes. It cannot fully account for model bias, since all five AIs share overlapping training data. It cannot substitute for diverse human review panels, real-world pilots, or longitudinal studies.

The next step is to use adversarial prompts to deliberately probe for weaknesses, run controlled pilots where possible, and invite others to replicate this approach with their own work.


Closing Thought

This process helped me see where my work stands and where it needs to grow. Treat exercises like this as a compass and a mirror. When we share results and iterate together, we build faster, earn more trust, and improve the field for everyone.

If you try this yourself, share what you learn, how you did it, and where your work stood out or fell short. Post it, tag me, or send me your findings. I will feature selected results in a future follow up so we can all learn together.


Methodology Disclosure

Prompt Used:
“The original prompt asked each AI to compare my frameworks and narrative approach to a curated panel of 22 thought leaders in AI ethics, governance, adoption, and collaboration. It instructed them to identify similarities, differences, and unique contributions, and to surface both strengths and gaps, not just positive reinforcement.”

Source Material Provided:
To ground the analysis, I provided each AI with a set of my own published and unpublished works, including:

  • AI Ethics White Paper
  • AI for Growth, Not Just Efficiency
  • The Growth OS: Leading with AI Beyond Efficiency (Part 2)
  • From Broadcasting to Belonging — Why Brands Must Compete With Everyone
  • Scaling AI in Moderation: From Promise to Accountability
  • The Human Advantage in AI: Factics, Not Fantasies
  • AI Isn’t the Problem, People Are
  • Platform Ecosystems and Plug-in Layers
  • An unpublished 20 page white paper detailing the HAIA RECCLIN model and a case study

Each AI analyzed this material independently before generating their comparisons to the thought leader panel.

Access to Raw Outputs:
Full AI responses are available upon request to allow others to replicate or critique this approach.

References

  • NIST AI Risk Management Framework (AI RMF 1.0), 2023
  • NIST Generative AI Profile (AI 100-2), 2024–2025
  • Anthropic: Constitutional AI: Harmlessness from AI Feedback, 2022
  • Mitchell, M. et al. Model Cards for Model Reporting, 2019
  • Mollick, E. Co-Intelligence, 2024
  • Stanford HAI AI Index Report 2025
  • Brynjolfsson, E., McAfee, A. The Second Machine Age, 2014

Filed Under: AI Artificial Intelligence, Basil's Blog #AIa, Conferences & Education, Content Marketing, Data & CRM, Educational Activities, PR & Writing Tagged With: AI

A Cheap Summer Vacation Idea – A State Park Tour

June 3, 2017 by Basil Puglisi Leave a Comment

Are you trying to plan a summer vacation on a budget? If so, you may feel as if you are trying to accomplish the impossible. Your family may be used to spending a week on the beautiful beaches of Hawaii, but what if you can no longer afford that type of trip? Do you want to stay closer to home? If so, think outside of the box. You might not have given state parks a close look before, but they are the perfect vacation destination for those on a strict budget.

Right about now, you may be asking yourself “a state park; really?” Yes! At the least, you could easily spend an entire day at a state park. It sounds nice, but remember your family is accustomed to weeklong vacations. You can still give them a weeklong vacation. The goal is to create a state park tour. Each day you visit a new state park. Start with the parks near your home. The first two or three days, your family can return home and sleep in their own beds. As you get further from home, find an affordable hotel or motel.

Once again, you may wonder about state parks. Family vacations are supposed to be fun. Won’t your children get bored with visiting state parks again and again? Yes, they might. Luckily, each park is different and has something unique to offer. Speaking of which, many have campgrounds. Consider camping a night or two.

Returning back to making state parks fun, the key is to pick unique locations. If you and your children have visited a state park before, forego that one and move on to the next. To save money, make your first two visits closest to home. As you move away, consider the activities. The more activities you have available, the more fun you are likely to have.

The key is to also do something different each day. For example, day one can be at a local state park known for their natural pools underneath a waterfall. If the weather is nice, your family could easily spend hours swimming. Then, plan a barbeque lunch or dinner or both! Before you know it, the day will be over with. For day two, visit a state park known for their great hiking trails. You and your family could spend the entire day hiking. Stop for lunch or dinner. Once again, before you know it the day will be over with.

In addition to making use of the activities state parks make available through facilities, consider brining your own activities. For day one, bring baseball equipment. You and your family can easily a fun game of softball or baseball. For day two, bring a Frisbee to throw or a soccer ball to kick around. The younger your children, the easier it will be to plan activities. For example, a bottle of bubbles could easily keep a toddler occupied for an hour.

As for the costs, most state parks do charge admission fees. You should consider this when comparing your options. If you have two state parks within a half an hour drive, opt for the one with the lowest price. Parks that charge by the carload, as opposed to the person, is usually a good deal. As for food, make use of the picnic areas and barbeque pits available. Start planning for your trip beforehand. Stock up on drinks, snacks, and meat whenever you see a sale at your local grocery stores. Then, use a cooler to transport your goods to the park.

In short, do not forego your annual summer vacation just because you are on a budget. Instead, think closer to home and outside of the box. Yes, state parks are usually reserved for day trips, but you can easily turn them into weeklong vacations by visiting a new state park each day. Luckily, all states have multiple state parks. In fact, some have hundreds. You should not have to travel too far, keeping your summer vacation costs low.

Filed Under: Basil's Blog #AIa, Educational Activities, Family Fun

How to Create a Fun and Sticky Nature Collage

June 2, 2017 by Basil Puglisi Leave a Comment

Want a fun project for the whole family that is also educational? What about creating a nature collage bracelet? Yep, even the boys will love this one. Here’s how to do it:

Supplies

  • Wide masking tape or duct tape
  • Construction paper
  • Glue or spray adhesive

Step #1 Wrap your child’s wrist with tape, sticky side out, so they have a few inches of sticky tape to work with. You’ll want to make sure your child has plenty of wiggle room and that the tape isn’t too tight around their wrist. If it’s too tight they’ll spend the next few steps trying to get out of the tape and they’ll miss the fun.

Additionally, if you’re using duct tape, you may want to touch it a few times with your fingertips to reduce the stickiness. Delicate items like petals and leaves can tear when you try to remove them from duct tape.

Step #2 Head outside for a nature walk. (Hint – if you have to drive to a nature area, don’t put the tape on their wrists until you get there. If you put the tape on too soon they’ll spend the car ride touching it and getting stuck to things and then the tape won’t be sticky enough for the activity.)

Step #3 Start the hunt. Depending on the age of your children, you can structure the hunt any way you desire. You can ask kids to find things in a given category like “green” or you can let them run with it and find things they want to make their collage with on their own. The goal is to use the sticky part of the tape bracelet to collect their items. So, for example, if they find a rock or a frog it probably isn’t going to stick.

However, a flower or a leaf will. Consider giving them a time limit so they know what to expect. For example, you could say, “We’re going to go on a twenty-minute hike and you can collect items during that time.” If they’re particularly young you may want to let them know not to fill their bracelet up in the first five minutes or they won’t have any room for things they find later.

Step #4 Head back inside. Have your child choose the color of construction paper they want and get ready with the spray adhesive.

Step #5 Tell your children to carefully remove their items from their tape. They can spend a few minutes deciding how they want to position the items on their collage. When they’re ready, you spray the paper with the spray adhesive and your child can position their items.

The project can be completed or you can let your child continue with the project by coloring and labeling or decorating their collage further.

A nature collage is a fun and inexpensive way to combine your child’s imagination with a good outdoor hike. It’s also an educational experience as your child learns about nature and the elements.

Filed Under: Basil's Blog #AIa, Educational Activities, Family Fun

Get Your Kids off the Couch: Tips for adding more movement to your day

May 25, 2017 by Basil Puglisi Leave a Comment

Our world today revolves around the latest technology in the form of smartphones, tablets, and video game systems.  Big name companies compete to bring us the latest and greatest technology and it not only has an affect on adults, but children as well.

Children today are growing up in a completely different world than it was 20 years ago.   There are first graders with cell phones, teens who would rather text than talk, and video games with such lifelike graphics it’s scary. The lure of these video games is especially strong in children and teens and brings with it the problem of little or no outside activity in this age group.  As parents, it’s important to know how to get your children involved in something other than staring at a TV screen or holding a game controller all day long.

Create a routine – A daily routine can help your child get rid of bad habits and instill some discipline in the whole family.  Talk to your child about getting on a schedule and let them be involved in creating a routine that works for all of you.  Limit the amount of time your child is in front of the television, on the Internet, or on his/her cell phone and stick to it. Make a trip to the park or a walk outside part of your daily routine.  If it’s too cold outside, play a game of tag or hide and seek just to get yourself and your child moving.  Small daily steps can help to break some bad habits and lead you into a new way of life.

Be the example – Parents can set a great example for their children if they are active in their daily routine.  If your child sees you exercising or spending more time outside than in front of the television they will most likely follow your example as they grow older.  It may take a little bit of nudging to get them to put the cell phone down but it will happen.  Likewise, if you are a couch potato, or have your nose stuck in the computer all day they will be more apt to follow in your footsteps.  Be the person that you would want your child to be.  If you keep that in mind, it won’t be hard to set good habits in motion for the whole family.

Find activities your child will enjoy – This can be anything from organized sports at school to a daily trip to the local gym.  Talk to your child about getting involved in school activities that will keep them moving.  If he/she isn’t much of a sports fanatic there are a ton of other ways to keep them active.  Swimming, or simply blasting some music and dancing around the living room are great ways to keep in shape and have fun while doing it.

It may take some time to establish a routine that works for you and your family but don’t give up.  Make small changes on a daily basis to get your child used to any form of daily activity.  Pretty soon, a trip to the park or playing ball outside will be the new normal instead of coming home to play video games or surf the Internet.  Making small daily changes not only forms better habits in your child, but in your whole family.

Filed Under: Basil's Blog #AIa, Community Activities, Educational Activities

Weekend Wanderer: Out and About Together as a Family

May 22, 2017 by Basil Puglisi Leave a Comment

It’s no surprise in this hectic, fast paced life that we live for the weekends.  In fact, sometimes it seems like that is all we do.  It’s the only way we get to experience down time from our jobs and the stress of a busy family life.  It’s important to find time to connect with one another in a fun, lighthearted way and making weekend plans with your family is one surefire way to do that.  So what are some unique, fun things you can do to get away and have some family time?

Get Out and About

Visit a local museum – Hit up a local museum for a day full of family fun and learning.  Some museums are so big that you can’t possibly see everything in one day but it will definitely be a way to keep you on your feet and moving.  Museums are always adding and changing the setup so don’t worry if you’ve been there before.  The whole family will benefit by learning something different and will be able to walk away with a newfound respect for history.  It’s a great way to learn, have fun, and spend the day together.

Hit the water park – What better way to spend a family outing than with water slides, wave pools, and fun in the sun.  You may have to settle for the indoor water park depending on where you live, but these can be just as fun.  The great thing about water parks is that you are getting a huge amount of exercise and you don’t even realize it.  Swimming, and walking up and down steps numerous times to get to the water slides, are just two ways to get a full cardio workout.  Load up the car with floaties, sunscreen, and beach towels and get ready for a day full of excitement.

Visit a Local Animal Shelter – This is the perfect way to spend some quality time together and help out a local organization.  The kids will love engaging with all the animals and it will be heartwarming to see them play, feed, and take care of them.  The only problem is that you may have them wanting to adopt one or more of the residents by the time you leave.

Camping – A perfect weekend activity for anyone who wants to get away from the hustle and bustle of normal life.  Get back to the basics and take in all the beauty nature has to offer by going on a family camping trip.  Fishing, hiking, boating, and roasting marshmallows are just a few fun activities you can experience while camping.  This is a great way to get away from technology and get your family up and moving in the beautiful outdoors.

It doesn’t matter whether you live in a big city or small town.  You can make family time happen anywhere with a little creativity and imagination.  Many family outings don’t have to cost a dime, and there are endless possibilities to the things you can do.  The important thing is, is that you are together and creating memories that will last a lifetime.

Filed Under: Basil's Blog #AIa, Educational Activities Tagged With: Community Activities, family and community, family educational activities, family fun, family fun and activities, family vacations on a budget, learning activities at night

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