Generative AI assistants offer significant potential to enhance productivity, streamline information access, and improve user experience in enterprise contexts. In this work, we present Summit Concierge, a domain-specific AI assistant developed for Adobe Summit. The assistant handles a wide range of event-related queries and operates under real-world constraints such as data sparsity, quality assurance, and rapid deployment. To address these challenges, we adopt a human-in-the-loop development workflow that combines prompt engineering, retrieval grounding, and lightweight human validation. We describe the system architecture, development process, and real-world deployment outcomes. Our experience shows that agile, feedback-driven development enables scalable and reliable AI assistants, even in cold-start scenarios.

ChatGPT has already been used to write essays, tell jokes and even write best man speeches. But it seems the helpful AI bot can even make sure people on dating apps aren't lying to you about their height. Women are screenshotting photos from dating app profiles, inserting them into ChatGPT and asking it to provide an estimate of how tall they are. Justine Moore, a venture capitalist in San Francisco, said the AI's estimates are accurate to within an inch – not just for men but for women too. So it may be a good tool to size up your romantic interest before you arrange to meet.

Bumble, the company that distinguished itself from apps like Tinder by creating a "feminist dating app," hasn't done too many favors for that brand recently. Yes, there was the ad campaign that appeared to shame women who choose celibacy--which the company wisely retracted this week. There was also the tentative announcement that Bumble may roll back its defining "women make the first move" ethos. Then there were the strange remarks last week from Bumble founder and #girlboss icon Whitney Wolfe Herd, who informed the audience at Bloomberg's Tech Summit of "a world where your dating concierge could go and date for you with another dating concierge." Naturally, these "concierges" would make use of artificial intelligence software, which users could train by "shar[ing] your insecurities" and thus help to "train yourself into a better way of thinking about yourself," Wolfe Herd claimed.

In the 2023 blockbuster, Robots, Shailene Woodley and Jack Whitehall star as singletons who send robot'doubles' of themselves out on dates. While this might sound far-fetched, it could soon become a reality. Speaking at the Bloomberg Tech Summit, Herd, 34, claimed that daters could soon use an'AI dating concierge' to go out on hundreds of dates for them. 'If you want to get really out there, there is a world where your [AI] dating concierge could go and date for you with other dating concierge,' she said. In the 2023 blockbuster, Robots, Shailene Woodley and Jack Whitehall star as singletons who send robot'doubles' of themselves out on dates.

Dedrick Boyd is an international e-commerce strategist and the founder of TechSparq. In 2022, brands like Louis Vuitton, Burberry, Gucci and Nike showed that they were determined to be early adopters of the metaverse. Mark Zuckerberg's Meta is already pushing the concept with its Horizon Worlds, and Made.com has focused further on its online presence by allowing customers to visualize furniture in their homes with their smartphone cameras. Overall, we can look to the video game industry, which is light years ahead of other industries when it comes to selling digital upgrades. Using real and in-game currency, players can buy exclusive items to enhance their look, vehicle, housing or any other part of the experience.

Nvidia (NVDA) is well-known for its autonomous vehicle efforts, and at the company's GTC 2021 conference, it's rolling out three technologies to support its future self-driving capabilities: Nvidia Drive Hyperion 8, Drive Chauffeur, and Drive Concierge. Taken together, the technologies help Nvidia push deeper into the autonomous car space. What's more, the technologies provide drivers and passengers with their own personal AI assistant while their car drives them down the street. Drive Hyperion 8 combines a series of sensors including 12 cameras, nine radars, 12 ultrasonic sensors, and one front-facing lidar. The whole setup is meant to be modular so automakers can take and leave what they want.

David Boskovic was excited to join a company called Envoy back in 2016. He had worked with B2B startups since he was 18, and was looking forward to helping another tech startup scale an idea. But that excitement turned to dread when Boskovic realized his first job was to build yet another data onboarding system. "Eric [Crane] was leading product I was leading engineering, and for the umpteenth time in our careers, we had to build this CSV data onboarding solution for yet another SaaS company," Boskovic said. Envoy needed a painless way for new customers to move their existing data into its new SaaS offering so that it can do interesting things with it.

Automating business processes is a cost-efficient way to ensure smooth customer service. With conversational Artificial Intelligence (AI), banks are starting to evolve customer service processes without having to invest in additional resource. In reality, the bank is giving every single customer a digital concierge that can help them find new products, research account and loyalty programme options, and even handle high-value tasks such as mortgage application processing or assisting the internal HR team with employee benefits selection. Routine transactions that require manual completion by bank staff cost businesses 20 times more than transactions handled by customers online, according to Bain & Company. Rather than dedicating staff (and 20 times the resources) to handling rote processes, banks should be focusing workers on only the most important tasks.

The travel industry is one of the biggest proponents and early adopters of AI technology and applications. AI and machine learning are a natural fit for travel, a somewhat volatile industry that ebbs and flows based on a large number of wildcard variables. Customer service has been the primary way AI is being steadily integrated into the travel experience, although there are a host of other potential applications for the technology. Hotels are a prime location for AI adoption and the Connie robot being deployed by Hilton Worldwide Hotels is one of the most well known examples. Connie is an AI-based concierge that uses AI and speech recognition to provide a variety of tourist-related information to guests who speak to it.

In the 21st century, industries that remain adamant to integrating new technological revolutions are most likely to regress in their course of development. Businesses across the globe have realized how important it is to include contemporary digital technology to drive constant growth and revenue. The last decade has seen incredible innovations and breakthroughs in the landscape of digital solutions. One of such compelling technologies is called Artificial Intelligence (AI). Often misconceived as a replacement for human power, the concept of AI as a technological aid is much larger, wider and pervasive.