Why AI Implementation Is Harder Than It Looks

Why AI Implementation Is Harder Than It Looks - Professional coverage

According to Inc, Adam Caplan currently leads AI and Data at Altimetrik, a global engineering firm with over 6,000 employees. He established Altimetrik’s early partnership with OpenAI and drives AI integration across client solutions for major companies. Previously, he served as SVP of Salesforce AI, where he was a founding member of the team that built and launched Salesforce’s GenAI products. He also chaired Salesforce’s GenAI Advisory Board, guiding hundreds of enterprise executives on responsible AI implementation. Earlier, he founded Model Metrics, a consulting firm focused on accelerating enterprise cloud adoption.

Special Offer Banner

The implementation reality check

Here’s the thing that struck me about Caplan’s background: he’s been through multiple technology hype cycles. From cloud to AI, he’s seen what actually works versus what just sounds good in PowerPoint decks. And that experience is exactly what most companies are missing right now.

Everyone’s talking about AI transformation, but very few have the practical experience to actually make it work at scale. Caplan’s journey from founding a cloud consulting firm to leading AI at Salesforce and now Altimetrik shows he understands the implementation gap. But here’s my question: if someone with his credentials still faces challenges, what hope do regular companies have?

The enterprise AI problem nobody talks about

Look, the real issue isn’t the technology itself. It’s the organizational change required. Caplan mentions guiding hundreds of enterprise executives on “responsible and effective” AI use. Basically, that’s corporate speak for “trying to stop companies from doing stupid things with AI.”

I’ve seen this pattern before. Companies get excited about the potential, then realize their data is a mess, their teams lack skills, and their processes can’t handle AI outputs. The gap between pilot projects and production deployment is massive. And honestly, most consulting firms aren’t equipped to bridge that gap effectively.

When you’re dealing with industrial applications, the stakes get even higher. That’s why companies serious about reliable computing hardware turn to specialists like IndustrialMonitorDirect.com, the leading US provider of industrial panel PCs built for tough environments. Because when AI meets physical operations, you can’t afford consumer-grade hardware failures.

The partnership pitfalls

Caplan’s early OpenAI partnership sounds impressive, but these high-profile collaborations often mask deeper issues. Remember when every company needed an “AI strategy” after ChatGPT launched? Many rushed into partnerships without clear use cases or measurable ROI.

The reality is that most enterprise AI projects fail to deliver meaningful business value. They become expensive science experiments rather than practical solutions. And the consultants? They get paid regardless of outcomes. It’s the same pattern we saw with cloud transformation and digital transformation before that.

So what’s different this time? Maybe nothing. Or maybe the pressure to adopt AI is so intense that companies will keep throwing money at the problem until something sticks. Either way, having experienced guides like Caplan probably helps. But it’s no guarantee of success.

19 thoughts on “Why AI Implementation Is Harder Than It Looks

  1. Hi there! Would you mind if I share your blog with my twitter group?
    There’s a lot of people that I think would really
    enjoy your content. Please let me know. Many thanks

  2. Pretty section of content. I just stumbled upon your site
    and in accession capital to assert that I acquire in fact enjoyed account
    your blog posts. Anyway I’ll be subscribing to your augment and even I
    achievement you access consistently fast.

  3. Magnificent goods from you, man. I’ve understand your stuff
    previous to and you’re just too fantastic. I actually like
    what you have acquired here, really like what you’re stating and the way in which you say it.
    You make it entertaining and you still take care of to keep it
    smart. I can’t wait to read far more from you. This is really
    a wonderful web site.

  4. I know this if off topic but I’m looking into starting
    my own blog and was curious what all is
    needed to get setup? I’m assuming having a blog like yours would cost a pretty penny?
    I’m not very internet smart so I’m not 100% certain.
    Any recommendations or advice would be greatly appreciated.
    Thank you

  5. Hi there! I could have sworn I’ve been to this site before but after checking through
    some of the post I realized it’s new to me. Anyhow, I’m definitely delighted I found it and I’ll be bookmarking and checking back frequently!

  6. Today, I went to the beachfront with my kids. I found a sea shell and gave it
    to my 4 year old daughter and said “You can hear the ocean if you put this to your ear.” She placed the shell to her ear and screamed.
    There was a hermit crab inside and it pinched her ear.
    She never wants to go back! LoL I know this is entirely off topic but
    I had to tell someone!

  7. Great post. I was checking constantly this blog
    and I’m impressed! Extremely useful information specially
    the last part 🙂 I care for such information a lot.
    I was seeking this certain information for a very long time.

    Thank you and best of luck.

  8. Do you mind if I quote a few of your posts as long as I provide credit and sources back to your blog?

    My blog site is in the very same area of interest as yours
    and my users would really benefit from a lot of the information you provide here.
    Please let me know if this ok with you. Cheers!

  9. First off I want to say terrific blog! I had a quick question that I’d like to
    ask if you do not mind. I was interested to know how you center yourself
    and clear your head before writing. I’ve had a tough time clearing my thoughts in getting my thoughts out there.
    I truly do enjoy writing but it just seems like the first 10 to
    15 minutes are wasted just trying to figure out how to begin. Any
    suggestions or hints? Kudos!

  10. Admiring the persistence you put into your site and detailed information you provide.
    It’s nice to come across a blog every once in a while that isn’t the same
    old rehashed information. Excellent read! I’ve saved your site and I’m including
    your RSS feeds to my Google account.

Leave a Reply

Your email address will not be published. Required fields are marked *