AI Project Challenges, New Tools from Stability AI & Anthropic, and Apple's Vision Pro Future Uncertain
Business of Tech: Daily 10-Minute IT Services InsightsOctober 24, 2024
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AI Project Challenges, New Tools from Stability AI & Anthropic, and Apple's Vision Pro Future Uncertain

A recent survey by Appen reveals a drop in both the deployment of AI initiatives and their return on investment. The survey indicates that the mean percentage of AI projects deployed has fallen from 55.5% in 2021 to 47.4% in 2024, with significant ROI dropping from 56.7% to 47.3%. Appen attributes these declines to a lack of high-quality training data, emphasizing the importance of expertly labeled data in enhancing AI model accuracy. Additionally, a Gartner report shows that nearly half of businesses struggle to estimate the value of AI projects, complicating their adoption.

The episode also delves into the challenges faced by U.S. federal agencies in adopting AI technologies. A FedScoop report reveals that many agencies cite data management issues and a lack of AI-trained employees as significant obstacles. The Department of Energy has raised concerns about security issues with cloud services, while the Nuclear Regulatory Commission has noted a workforce that is both interested in AI and fearful due to a lack of understanding. Meanwhile, a Capgemini report predicts that generative AI could transform entry-level careers by facilitating 32% of entry-level tasks, although only a small percentage of leaders currently use these tools daily.

Host Dave Sobel highlights recent advancements from major players in the AI space, including Stability AI, which has unveiled its Stable Diffusion 3.5 series of image generation models designed to produce more diverse outputs. Anthropic has launched updated AI models that automate tasks for software developers, allowing for complex actions with minimal human input. Microsoft is set to introduce its CoPilot AI agents, which promise significant productivity improvements for businesses. However, experts urge caution regarding the claims of productivity gains, emphasizing the need for clear baseline data to assess the true impact of these tools.

Finally, the episode touches on Apple's Vision Pro mixed reality headset, which is facing production cuts and potential discontinuation due to a lack of developer enthusiasm and app availability. With only two apps launched specifically for the device in September, down from 252 in February, Apple is shifting its focus toward a more affordable model expected to launch by late 2025. Sobel concludes that the current trajectory suggests that the Vision Pro may not be the right form factor for spatial computing, indicating a potential dead end for the technology as consumer demand and developer interest remain low.

Three things to know today

00:00 Declining AI Project Success Points to Need for Better Data and Workforce Training in Both Federal and Corporate Spheres

05:21 Stability AI Unveils Image Models, Anthropic Enhances Developer Tools, Microsoft Launches Copilot Agents

08:57 With Vision Pro's Future in Doubt, Apple Prepares for Affordable Successor by 2025

 

 

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[00:00:01] It's Thursday, October 24th, 2024, and I'm Dave Sobel. Three things to know today.

[00:00:07] Declining AI project success points to the need for better data and workforce training in both Fed and corporate spaces.

[00:00:15] Stability AI unveils image models, Anthropic enhances developer tools, and Microsoft launches co-pilot agents.

[00:00:22] And with Vision Pro's future in doubt, Apple prepares for affordable successor by next year.

[00:00:28] This is the Business of Tech.

[00:00:32] A recent survey by Appen, an AI data services company, reveals that the deployment of AI projects and their return on investment have declined.

[00:00:40] The survey, which included responses from 500 IT decision makers across various U.S. industries, found that the mean percentage of AI projects deployed fell from 55.5% in 2021 to 47.4% in 2024.

[00:00:56] Additionally, the percentage of deployed projects that showed significant ROI dropped from 56.7% to 47.3%.

[00:01:07] Appen attributes this decline to a lack of high-quality training data, emphasizing that incorporating expertly labeled data can enhance the accuracy and relevance of AI models.

[00:01:18] Meanwhile, a Gartner report highlights that 49% of businesses struggle to estimate the value of AI projects complicating adoption.

[00:01:26] Despite these challenges, EY reports that about a third of senior leaders see positive results on AI investments, particularly in operational efficiency and customer satisfaction.

[00:01:37] A recent FedScoop report highlights significant challenges U.S. federal agencies face in adopting artificial intelligence.

[00:01:45] The report reveals that 29 agencies participated, with many citing data hurdles and a lack of AI-trained employees as major obstacles.

[00:01:54] Specifically, a dozen agencies noted issues with data management, while six reported insufficient funding for their AI initiatives.

[00:02:03] The Department of Energy expressed concerns over security issues with cloud services and a shortage of necessary graphics processing units.

[00:02:11] Furthermore, the Nuclear Regulatory Commission acknowledged a workforce that is both interested in AI and fearful due to lack of understanding.

[00:02:21] A new report from the Capgemini Research Institute highlights the transformative potential of generative AI in entry-level careers, predicting that it could facilitate 32% of entry-level tasks over the next year.

[00:02:34] The report indicates that generative AI tools may save junior employees an average of 18% of their time, leading to significant productivity improvements.

[00:02:43] However, despite 97% of leaders and managers experimenting with generative AI tools, only 15% use them daily.

[00:02:51] The research also suggests that new roles such as data curators and AI ethics specialists are expected to emerge, with 81% of leaders anticipating this shift.

[00:03:03] Furthermore, while many managers believe generative AI can enhance strategic decision-making, nearly half of teams use AI primarily as a tool rather than a collaborative partner.

[00:03:13] The report underscores the need for training and support to equip employees with essential generative AI skills, as only 16% feel adequately prepared for the transition.

[00:03:25] Why do we care?

[00:03:26] These findings indicate that the federal government is struggling to keep pace with the AI revolution, which could endure its ability to implement advanced technological solutions effectively.

[00:03:36] Federal agencies' AI adoption struggles open consulting, training, and managed services opportunities, especially in securing infrastructure and training staff.

[00:03:44] AI adoption isn't just about technology.

[00:03:46] It's about cultural and operational preparedness.

[00:03:50] And whether in the private or public sectors, AI successes hinges on data quality.

[00:03:56] This calls for significant investment in better data management solutions and expertise.

[00:04:01] The Appen survey reveals a concerning drop in both AI project deployments and the returns they generate.

[00:04:08] The decline in deployment from 55.5% in 2021 to 47.4% in 2024 suggests that businesses are becoming more cautious about rolling out AI solutions.

[00:04:18] It also signals that AI projects may be overhyped relative to their practical benefits, unless this data challenge is addressed.

[00:04:28] To close the gap, the focus needs to shift to prioritizing data management and quality.

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[00:05:22] Stability AI has unveiled its latest image generation models, the Stable Diffusion 3.5 series,

[00:05:28] which the company claims will produce more diverse outputs, depicting a wider range of skin tones and features.

[00:05:35] The series includes three models, the powerful Stable Diffusion 3.5 Large with 8 billion parameters,

[00:05:41] the faster Large Turbo version, and the Medium model optimized for mobile devices, set to launch on October 29th.

[00:05:49] Stability emphasizes that these models are designed to generate images without extensive prompting and may yield greater output variation.

[00:05:59] The models are free for non-commercial use, while businesses earning over $1 million annually must obtain an enterprise license.

[00:06:06] Stability also allows users to request the removal of their data from training sets, with around 80 million images already removed since March 2023.

[00:06:16] The company remains proactive in addressing copyright concerns and ensuring safe usage of its technology amidst ongoing discussion about AI's implication in various domains.

[00:06:25] An Anthropic has launched updated AI models designed to automate mouse clicks and streamline tasks for software developers.

[00:06:33] The new Computer Use feature allows the AI to perform complex actions like mouse movements and typing commands autonomously.

[00:06:42] The advancement marks a shift toward AI agents that can execute multi-step processes with minimal human input.

[00:06:49] Anthropic's models, including the newly updated 3.5 Haiku and mid-tier Sonnet, are priced based on performance.

[00:06:57] The company emphasizes the importance of user feedback in refining the feature further.

[00:07:02] Current safeguards are in place to prevent misuse in areas such as spam and fraud, although they acknowledge that AI is not infallible.

[00:07:11] Anthropic has also updated its Responsible Scaling policy to manage better the risks associated with increasingly capable AI systems.

[00:07:18] The new framework emphasizes that as AI capabilities grow, so must safety measures, with the company committing not to train or deploy AI models without implementing adequate safeguards.

[00:07:30] Anthropic currently assesses its models under four AI safety levels, with all existing models meeting at least the ASL2 standard.

[00:07:38] Microsoft is set to launch its co-pilot AI agents next month, allowing customers to automate tasks using a no-code interface.

[00:07:46] The company claims significant productivity improvements, citing Honeywell's experience equivalent to adding 187 full-time employees through co-pilot usage.

[00:07:57] In testing, Microsoft reported that sales teams using co-pilot achieved a 9.4% revenue increase per seller and closed 20% more deals.

[00:08:06] However, experts urge caution regarding these claims, as percentage improvements can be misleading without clear baseline data.

[00:08:14] As enterprise adopt these agents, whether they will be trusted to make decisions autonomously or merely add to existing alert systems remains to be seen.

[00:08:23] Why do we care?

[00:08:24] So, everything from Stability AI, Anthropic, and Microsoft signals a broader movement toward the increased adoption of AI tools across various applications, from creative content generation to software development to business ops.

[00:08:36] These developments represent both opportunities and challenges for providers.

[00:08:40] The need to integrate AI responsibly, demonstrate measurable ROI, and navigate ethical concerns will shape how providers deploy these tools in client environments.

[00:08:50] Continuing to know the models and their capabilities is part of the required skills to meet customers' needs.

[00:08:57] Per reporting in the information, Apple has significantly reduced production of its Vision Pro mixed reality headset and may discontinue the current version by the end of the year.

[00:09:08] This decision, driven by insights from multiple component builders, indicates that Apple has ample inventory to satisfy demand.

[00:09:17] Early this year, Apple shifted its focus toward developing a more affordable model, which is expected to launch by late 2025 and could replace the existing $3,500 headset.

[00:09:28] Why?

[00:09:29] Well, developer enthusiasm for the device appears lacking.

[00:09:33] According to app figures, only two apps specifically designed for the device were launched in September, a significant drop from 252 in February.

[00:09:42] Overall, there are around 1770 apps available for the Vision Pro and Apple's App Store, while Tim Cook claimed there were more than 2,500 native apps during a recent earnings call.

[00:09:53] The device has not gained traction in popular culture.

[00:09:56] Despite Apple's efforts to develop its own content, such as the immersive short film, Submerged, skepticism remains about whether these offerings are sufficient to drive sales.

[00:10:07] The ongoing challenge for Apple is breaking this cycle where consumers want great apps, but developers are hesitant to create them for a device that hasn't gained widespread popularity.

[00:10:18] Why do we care?

[00:10:20] Half a million units sold was a modest goal to declare victory for the device, and it seems Apple won't hit it.

[00:10:27] It's becoming increasingly clear that this is not the form factor for spatial computing, which likely looks more like Meta's Ray-Ban glasses than Apple's Vision Pro.

[00:10:37] This trend is significantly further out than the predictions indicated.

[00:10:41] It may be a technology dead-end looking for a solution.

[00:10:44] When the form factor is different, perhaps face computers will be a thing.

[00:10:51] Today's episode is supported by CoreView.

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[00:11:41] Thanks for listening.

[00:11:42] It's National Food Day.

[00:11:44] Apparently, all food, although a focus on production safety and hunger prevention.

[00:11:49] It's also National Jamaican Jerk Day, so that kind of food too.

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