What Separates Success From Failure in AI Implementation (Lessons from Automotive Retail) 



Dek: AI requires responsibility and intention to use well. Here are examples of how automotive retailers are implementing AI effectively and safely. 

Remember the old Spider-Man quote? The one his Uncle Ben tells him (or his Aunt May in the new movies) about how “with great power comes great responsibility”? If there was ever a time when that was relevant to people in real life, it’s now. AI is one of the most capable technological tools to emerge in decades. Google’s CEO even compared it to the discovery of fire. 

When you have something this powerful, it comes with great responsibility. You can’t just implement technology and expect it to work the way you want it to. You have to think about the entire process, the impact, the outcomes. Typically, this process comes with lots of failed experiments, too. The ability to turn those into lessons instead of defeats is important.  

AI is so far-reaching in its potential impact, too, that owners, managers, and workers in every industry should be thinking about how they can use it for maximum impact while remaining responsible. Restaurants, home services, e-commerce — everywhere you look, AI can have (and often is already having) an effect. And the companies that are more successful than others at implementing AI? They’re not just using it as another tool. They’re rethinking their entire business operation, from workflow to processes, job descriptions, employee incentives, and more. 

So, what does that change look like when it’s done well? A look at one niche of the economy — automotive retail — offers an example of the way AI is shifting how business is done, and the factors that are separating success from failure in AI implementation.  

AI Customization Is Important for Automotive Application 

AI needs to be customized and integrated with existing systems and data sources to work most effectively in the automotive retail sector. Like many areas of the economy, the auto industry is highly specialized, and there isn’t much room for cookie-cutter solutions. Often, a pre-defined AI solution can create as many problems as it solves. This is where customization comes to the forefront. For AI to be the most effective, it should be integrated into an automotive retailer’s systems, and not the other way around. 

Impel’s Sales AI tool demonstrates this approach. The automotive retail platform has digitized merchandising and customer communications through AI tools. One way the platform is helping dealerships is through fine-tuned AI assistants. These customer-facing tools go beyond basic chatbot knowledge, offering domain-specific large language model (LLM) interactions.  

Impel’s system pulls on anonymized dealership interactions from its wider system for part of its industry-specific knowledge. It combines this with specific dealership inventory, CRM (customer relationship management) and financing systems. The result is a tailored LLM model that goes beyond generic results, offering metrics, replies and summaries that are specific to the company using the tool. 

Application Can’t Be Overshadowed By Ideation 

AI is already leaving the pioneering phase. In that time, prompts were the focus. Now, application is taking its place. Prompts are common, and they help with ideation, but truly applying AI requires actionable steps that create real differences, not just ideas. 

In the automotive retail sector, this looks like platforms that run after hours, when employees are off the clock or sleeping. It means AI-powered tools that can proactively follow up and find answers to vehicle-specific questions. New AI tools appearing in the industry are capable of booking showrooms and setting up service appointments. They can handle nuanced customer questions, know when to pass a conversation off to a human team member, and summarize everything succinctly back into a CRM.  

This kind of real-world application is more than a brainstorming session. It doesn’t leave an owner or manager with good ideas that they have to implement or micromanage. Real AI applications in automotive are showing that it’s possible to reclaim staff hours, nurture customer relationships and improve key metrics. For instance, Impel reported in 2025 that tangible AI benefits were already appearing in the form of a 27% increase in appointment setting and a 26% bump in lead-to-sale conversion rates when dealerships have used AI thoughtfully and with intention. 

Security Is Essential to Long-Term AI Use 

One area where the “responsibility” part really comes into play is with cybersecurity. A noticeable number of the AI solutions in use are coming from vibe coding (where someone lets AI generate most of the code for an app from a natural language prompt). Vibe coding is fine for fun, personal use, and the speed is appealing. But the lack of manual oversight also introduces potential security vulnerabilities.  

A lack of security features, code review, overall technical governance — each of these is a weak point for someone to get into a company’s systems and exploit their proprietary data, and that of their customers, too. Already in 2026, as vibe coding is still in its infancy, research is showing that building applications this way can expose corporate and personal data on the open web.  

The alternative is AI application through a slower but safer approach. When a bespoke app or program is designed for automotive retailers, it requires strong backend security. Things like identity and access management are important. Privilege roles and code review are also factors. AI in the context of proper, trained human oversight (in the form of an on-staff or outsourced professional development team) is an effective approach to benefit from the speed of AI coding without compromising on safety in the process. 

Change Management Mitigates Employee Resistance 

Finally, as with all major digital transformation initiatives, it’s important to consider how an AI tool is going to be received by the people who have to use it every day. Even if a platform is secure and has applicable uses within day-to-day operations, it won’t have an impact if your employees don’t use it. 

To encourage adoption, leadership should resist the urge to roll out the tool, immediately cut staff and see what results follow. Instead, they should re-map workflows and invest in training staff on the new tool. They can measure productivity outcomes and ongoing costs to create synergy through new technology combined with more efficient, data-backed standard operating procedures (SOPs). 

Using AI Effectively and Responsibly 

Artificial intelligence has a lot of potential. But it is also a powerful technological tool that should be used with intention and responsibility. If a company in automotive retail or any sector of the economy wants to implement AI upgrades, it should think through a few key steps in the process. 

Customize solutions. Make sure they are applicable, not just theoretical. Invest in secure AI tool development. Get ahead of change management. If you can follow this framework, you’ll be better positioned to unlock AI’s benefits in a wide range of industries and situations. 

Digital Trends partners with external contributors. All contributor content is reviewed by the Digital Trends editorial staff.



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Pixar is the champion of animation, but not all of their movies have had the chance to shine. For 40 years, the studio has brought families together across 30 movies. Certain movies never enter the discussion of being among the studios’ best — they were overshadowed by other films, or they went direct-to-streaming on Disney+.

In honor of the 40th anniversary, here are four Pixar movies that are worth reevaluating in 2026.

Toy Story 4

A surprisingly strong sequel

In 2010, Toy Story 3 brought Pixar’s debut franchise to an emotional close, as Woody (Tom Hanks), Buzz (Tim Allen), and the gang said farewell to Andy, preparing for a new life with Bonnie (Madeleine McGraw). After bringing their genre-defining animated trilogy to a fitting conclusion, I was doubtful that any follow-up could ever live up to the trilogy’s legacy. However, I was pleasantly surprised when I finally found the time to watch Toy Story 4.

As the gang of toys and Bonnie embark on a trip, Woody sets out to help the handcrafted toy Forky (Tony Hale) while also reuniting with Bo Peep (Annie Potts), who has become a rescuer of stray toys. As expected, Pixar’s animation remains ever-impressive, but Toy Story 4 manages to recapture the charm of the original 3 movies and offer a surprisingly fitting epilogue to Woody’s story in particular. Even with a new installment on the horizon, the emotion behind Toy Story 4‘s major status quo change for the gang ensures that the movie will be able to stand on its own merits for many years to come.

Turning Red

A stylistic reinvention

2022’s Turning Red saw Pixar take another crack at a coming-of-age story. The young Mei (Rosalie Chiang) clashes with her mother, Ming Lee (Sandra Oh), leading to her learning that she inherited the power to turn into a gigantic red panda in moments of heightened emotion. With her favorite boy band in town, Mei and her friends plan to use these gifts to attend the concert. As the concert draws nearer, however, Mei continues to clash with her mother, building to a generational showdown to heal her family’s curse.

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When compared to what came before, Turning Red is a drastic stylistic departure from Pixar’s filmography. Mei’s story is told in a more informal manner when compared to other features, as Mei breaks the fourth wall and is incredibly expressive when compared to how past features tiptoed the line between cartoon and realism. However, this stylistic decision gives Turning Red a unique charm while making its story feel all the more personal and emotional, as we are given a clearer insight into Mei’s state than any other Pixar protagonist that has come before.​​​​​​​

Monsters University

Expanding a universe

While Toy Story had proven that Pixar could create successful sequels, expanding on a movie was still a rare move for the studio in the early 2010s, with said franchise and Cars being an exception. As such, Monsters University had a lot of pressure placed upon its shoulders when it released. Set several years before the events of Monsters Inc, the prequel explores how Mike (Billy Crystal) and Sully (John Goodman) went from fierce rivals to the firmest of friends during their time at the titular scaring school.

Blending the setting and cast of Monsters Inc. with a teen college movie was an ideal choice to expand the world of this Pixar movie, as most of the charm found in Monstropolis comes from how it drastically imagined elements of our own world in its monstrous lens. Furthermore, it is interesting to see that Sully and Mike began as rivals, and Mike’s arc focusing on his struggle to be a scarer does add layers to where his journey ends in the original movie. As such, Monsters University is a worthy prologue to one of Pixar’s most enduring franchises.​​​​​​​

Soul

A deeper tale with age

Pixar is unafraid to tackle deeper and more mature subjects. However, I feel Soul stands as one of their most ambitious explorations yet. On the verge of fulfilling his dream, Joe (Jamie Foxx) is caught in a near-death experience, leading to him becoming a disembodied soul in the “Great Before.” When his soul is tasked to guide the reluctant 22 (Tina Fey) into finding the passion that will drive her during her time on Earth, Joe is taken on a journey to not only return to his body but also reconsider what drives him and what is important in life.

For a studio that has prided itself on packaging deeper themes into a family-friendly package, Soul easily stands as a movie that feels targeted for its older viewers. Children may be inspired to take joy in everything life can offer through 22’s journey, but Joe’s story is particularly relatable to those who have had to grapple with their passions being lost or an unpredictable turn in life putting a stop to a dream, and watching him regain that through his experiences with 22 is incredibly emotional. While it may not have had a chance to shine at the box office, Soul will stand as a fondly remembered Pixar classic. Hopefully, new viewers and young fans can begin to see the movie through different perspectives as they face their own trials.​​​​​​​


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