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New Survey from Harvard Business Review Analytic Services Finds AI Adoption Remains High, Yet Value May Lag Without Modernization and Workflow Integration

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A critical AI success gap is emerging for organizations, with 30% surveyed seeing an impact on new revenue streams.

ORLANDO, Fla., April 30, 2026 /PRNewswire/ — Most organizations have moved beyond experimenting with artificial intelligence, but few are realizing its full value. New research from Harvard Business Review Analytic Services, sponsored by Appian, finds that while 59% of organizations (who are moving forward with AI to some extent) have AI in production, the majority are currently focused on incremental gains that prioritize efficiency and productivity over top-line growth.

Notably, AI has the strongest impact in bolstering productivity, not enabling growth. Respondents indicated that of the AI performance measures their organization tracks, most see impact in productivity improvements (64%) and operational efficiency (58%), while metrics like new revenue streams (30%) and ROI (35%) are among the least likely to have improved. This points to a significant opportunity for organizations to use AI to deliver broader business outcomes and growth.

“Enterprises are at an inflection point. Instead of using AI to drive productivity, organizations must evolve to focus on business growth. That’s where Appian comes in,” said Matt Calkins, CEO of Appian. “The true potential of AI can only be realized when it moves from a standalone tool to an embedded worker that drives revenue. To get there, leaders must prioritize the foundational orchestration and rules-based guardrails required to safely apply AI to high-impact work.”

AI still sits outside the flow of work

In most organizations, AI is being used alongside work, not built into how work gets done, limiting its ability to drive higher-level business outcomes. Only 18% of respondents report that AI is primarily integrated within workflows, while a larger share (34%) continue to use AI as standalone tools alongside processes/workflows, with another 34% reporting a mix of both approaches and 12% not yet using AI in processes/workflows at all.

Most see some returns on AI, but not yet at scale 

Most respondents are seeing some returns from AI investments, but only 16% report realizing a high degree of measurable value. The majority describe the impact as moderate (33%), slight (36%), or have no measurable value (8%). Still, expectations remain high, as 86% agree that their organization is looking to realize more business value from its use of AI. It’s clear that AI is delivering some results, but translating those results into meaningful, scalable business impact is proving difficult.

AI delivers value when embedded in workflows

As organizations advance their AI strategies, value is closely tied to how effectively AI is integrated into workflows and applied to operational work. Seventy-one percent of organizations embedding AI into processes realized substantial or moderate value from those efforts, according to respondents. In parallel, approximately three-quarters report strong returns from modernizing legacy infrastructure/systems (76%), integrating data sources (75%), and orchestrating processes/workflows across systems/applications (73%).

Legacy systems continue to limit AI’s impact

Nearly seven in ten respondents, 69%, agree that legacy systems are limiting their ability to scale AI across the enterprise. This reinforces the need for modernization and better integration across systems and data. Siloed or low-quality data (34%), a lack of integration across systems (31%), and a lack of AI talent/skills (30%) are also among the most commonly cited barriers to embedding AI into workflows.

AI agent adoption lags in core operations

The research also highlights differences in how AI agents are being applied across the enterprise. Organizations are more actively deploying AI agents in areas such as software development (35%), IT operations (31%), marketing and sales (26%), and customer service (25%). In contrast, agent adoption is more limited in core operational areas such as procurement (9%), manufacturing (10%), and supply chain (11%), where processes tend to be more complex and require greater control and consistency. As organizations look to expand AI into these environments, governance becomes critical.

Most organizations lack the guardrails needed to scale AI agents safely

Ninety-two percent of respondents agree that AI agents need rules-based guardrails to operate safely and effectively, yet fewer than half (48%) agree that their organization has defined such rules (among those at organizations using, considering or exploring agentic AI). As organizations explore agentic AI systems (currently used by 25% of organizations and under consideration by 62%), the need for clearly defined processes and guardrails will become even more critical. Without clear guardrails, agents can act unpredictably across systems, increasing the risk of unintended outcomes.

Process design is emerging as the key to unlocking AI value

Realizing the full value of AI and achieving sustainable ROI requires rethinking how work is structured and governed. According to respondents, organizations are increasingly focused on better defining rules/guardrails that AI must follow (50%), standardizing processes/workflows across functions (49%), and increasing cross-functional coordination (47%) to improve the success of AI implementations.

“Organizations are adopting AI, but many haven’t integrated it into the core processes that drive business outcomes,” said Alex Clemente, managing director of Harvard Business Review Analytic Services. “Those that successfully embed AI into workflows will be better positioned to realize meaningful value.”

Read the full study. 

About the Research

In March 2026, Harvard Business Review Analytic Services, sponsored by Appian, surveyed 385 business decision makers from organizations that are exploring, piloting, or actively using artificial intelligence (AI).

About Appian

Appian provides process automation technology. We automate complex processes in large enterprises and governments. Our platform is known for its unique reliability and scale. We’ve been automating processes for 25 years and understand enterprise operations like no one else. For more information, visit appian.com. [Nasdaq: APPN]

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Procurement Reviews Now Ask How AI Platform Data Is Deleted; FastGPT Publishes Retention Periods and Deletion Semantics

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Retention windows for conversation records, model-call traces and audit logs are now documented with their configuration variables and defaults

HANGZHOU, China, Sept. 4, 2026 /PRNewswire/ — FastGPT, an open-source AI application platform for organizations, has consolidated in its public documentation how four classes of data are retained and removed: conversation records, knowledge base files, model-call traces and audit logs. The items were previously spread across a privacy policy, per-version upgrade notes and API reference pages.

For the cloud service, the privacy policy states that data deletion performed by a user is a physical deletion and is not recoverable, and that any non-physical deletion would be indicated in the service. The same policy states that user data is not kept as additional backup copies and is not used for model training. That page records its own last update as March 3, 2024.

Model-call traces used for short-term debugging are kept for six hours by default, adjustable through LLM_REQUEST_TRACKING_RETENTION_HOURS. Suspended agent sandboxes are archived after a period of inactivity set by AGENT_SANDBOX_ARCHIVE_INACTIVE_DAYS, with a default of seven days. Audit logs moved in the opposite direction in v4.16.0: on expiry they are transferred to cold archive storage rather than deleted, since traceability, not prompt removal, is what that class of data is kept for.

Three boundaries are documented alongside the defaults. The API endpoint that clears conversations affects only conversations created through an API key, and does not clear those from web use or shared links. Automatic cleanup depends on background tasks that can fail; two such defects were fixed in earlier releases, so a request to delete and a completed deletion should be verified separately. For community self-hosting and commercial private deployment, retention and cleanup are governed by the deploying organization, and the environment variables provide adjustable controls rather than a compliance conclusion.

About FastGPT

FastGPT is an open-source AI application platform offering RAG knowledge bases, visual workflows, agent orchestration, Skill, MCP and multi-channel publishing, available as a cloud service, community self-hosted, or commercial private deployment. As of Sept. 3, 2026, the GitHub repository labring/FastGPT has 29,551 stars and 7,297 forks across 275 releases, with v4.16.2 published on Sept. 3, 2026. Repository: github.com/labring/FastGPT

View original content:https://www.prnewswire.com/news-releases/procurement-reviews-now-ask-how-ai-platform-data-is-deleted-fastgpt-publishes-retention-periods-and-deletion-semantics-302869833.html

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TECNO POVA 8 Pro 5G Tonino Lamborghini Limited Edition Launches: A Phone Delivering Italian Aesthetics and Spirit with Power and Energy

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TECNO POVA 8 Pro 5G Tonino Lamborghini Limited Edition features iconic Tonino Lamborghini design languages, while upholding the POVA series’ signature all-around performance from computing, imaging to AI.

HONG KONG, Sept. 4, 2026 /PRNewswire/ — TECNO, the AI-driven innovative technology brand, today launched the TECNO POVA 8 Pro 5G Tonino Lamborghini Limited Edition. Crafted as an all-around high-performance device wrapped in distinctive design, it speaks to those who seek a life beyond the ordinary — driven by an unwavering passion for performance, uncompromised style and design excellence.

The POVA 8 Pro 5G Tonino Lamborghini Limited Edition answers this demand: iconic Italian design speaking strength and energy; a dual-chipset architecture delivering the speed; Sony sensors capturing vivid images, and an array of practical AI functions empowering users every day.

The collaboration, first announced in March, is driven by both brands’ desire to stand out through bold innovations. The multi-year partnership combines the best of both worlds: TECNO’s deep well of innovation, technical mastery, and intimate understanding of a new generation of users; as well as Tonino Lamborghini’s Italian craftsmanship, engineering and mechanical heritage, and an unmistakable lifestyle experience.

“Too often, phone makers choose the ‘safest option’ even at the loss of individuality. Meanwhile, TECNO is known to choose the road less taken with highly distinguishable designs and functions, revolutionizing the digital experiences of hundreds of millions,” said Jack Guo, general manager of TECNO. “The launch of TECNO POVA 8 Pro Tonino Lamborghini Limited Edition represents a defining moment for TECNO. With this model, we create not only a new product but a journey throughout the design, the interface, the configurations and even AI.”

“For over 45 years, I have translated the strength of my mechanical heritage and my eclectic vision into pioneering partnership, selected markets and products shaped by a distinctive idea of Italian lifestyle and an uncompromising personal spirit. With TECNO, we are proud to bring this vision into this category, where technology becomes more than function: it becomes character, identity and personal expression,” said Mr. Tonino Lamborghini, Founder and President of Tonino Lamborghini S.p.A. “The TECNO POVA 8 Pro 5G Tonino Lamborghini Limited Edition captures my bold spirit: precision, energy, craftsmanship and an unmistakable design attitude. It is not a style applied on the surface, but a character running through the product itself. Created for those who are not satisfied with ordinary technology, it is a smartphone with a story, with spirit and with a clear statement of lifestyle.”

Bold Design, in Every Layer
TECNO POVA 8 Pro 5G Tonino Lamborghini Limited Edition builds around the most unmistakable elements of the Tonino Lamborghini design: the black-and-red palette of charisma and energy; and a hexagon pattern of strength and endurance.

At its center lies the Pulse Line — the arresting visual focal point inspired by mechanical precision and the flow of kinetic energy.  Encircling it is the Signature Shield hexagonal pattern. Thanks to a dual-layer stacking process, the rear panel offers a refined reflective quality and includes countless internal mirror structures that refract and redirect light. As the phone rotates, red elements surface from and then dive into the light and shadows, as if raw energy flushes across the surface of the phone.

Between the two layers, a physical height difference creates genuine spatial depth, recreating the layered geometry found in mechanical designs. The Tonino Lamborghini logo, rendered in a premium metallic finish, anchors the composition as the testament of the aesthetics.

The boldness extends through the entire user experience. A bespoke interface theme reworks dozens of icons in a black-and-red palette with glass-like material effects. The boot animation unfolds with the Pulse Line and crimson energy. A customized “L” signature, part of the brand heritage, effect appears on the Alive Matrix Display with other pre-defined scenarios and customization options. The ringtone is also bespoke.

The model, meanwhile, is also unmistakably POVA with the trinity camera module. A dedicated One-Tap Button on the side provides instant access to favorite apps, customizable gaming actions, and quick shortcuts. At 7.39mm thin, the model hosts a 6,500mAh battery. Tests by TECNO show the battery operates normally from -20°C to 60°C and maintains over 80% health even after 2,000 complete charge cycles, or up to six years of battery life.

Bold Performance, in All Aspects
A dual-chipset architecture drives the performance of TECNO POVA 8 Pro 5G Tonino Lamborghini Limited Edition: A MediaTek Dimensity 7400 Ultimate 5G platform, a P1 Graphic Chip developed by TECNO, supported by a 5K IceShield Vapor Chamber Cooling System.

The 8-core MediaTek Dimensity 7400 Ultimate 5G platform features intelligent scheduling and is well-suited for large games and multi-tasking while maintaining superior power efficiency even on high-speed 5G networks.

The P1 Graphic Chip offloads GPU rendering to deliver up to 144FPS in supported mainstream titles like Mobile Legends: Bang Bang, PUBG, Call of Duty, and Honor of Kings; up to 90FPS in supported heavy titles like Genshin Impact, Honkai: Star Rail, and Wuthering Waves. 1.5K resolution is available across 30+ games, and so is HDR quality when supported*.

Managing heat is the 5K IceShield VC Cooling System. It includes a 5000mm² vapor chamber with a 9-layer thermal architecture with direct copper contact to the CPU, making the total heat dissipation area over 22,000mm². Even in heated temperatures, the phone continues to dissipate heat and perform effectively.

Bold Moments, in Clear Shots
TECNO POVA 8 Pro 5G Tonino Lamborghini Limited Edition is equipped with LYTIA™ 700C OIS main camera, co-engineered with Sony and built around a 1/1.56-inch sensor. The sensor features 2×2 OCL (On-Chip Lens) technology, enabling faster and more precise autofocus even in challenging lighting conditions.

The Sony’s LYTIA™ 700C sensor also delivers a larger light-sensitive area and a clear advantage in night photography and low-light scenarios. The integrated OIS (Optical Image Stabilization) further reduces blur from hand shakes, making handheld shots sharper and video recording steadier.

For those looking for details, TECNO POVA 8 Pro 5G Tonino Lamborghini Limited Edition supports 2× lossless zoom and a dedicated 50MP high-pixel mode. In addition, it includes an 8MP ultra-wide camera for capturing expansive landscapes and group shots, and a 13MP front camera for selfies and video calls.

Bold Visuals, in Vivid Colors
A 6.78-inch 1.5K 144Hz HyperLux AMOLED screen with adaptive refresh rate balances performance and battery life. The DCI-P3 wide color gamut standard, used in Hollywood film production ensures faithful restoration of blockbusters on the screen. The peak brightness reaches 4,500 nits. With a 240Hz touch sampling rate and a 2,800Hz instantaneous touch sampling rate, the screen is also hyper-accurate and responsive, giving users an edge in both browsing and gaming.

Additionally, Wet & Oily Finger Touch Recognition 2.0 keeps the screen responsive even in heavy rain, with sweaty hands, or when hands contact fat, oil, or lubricants. You can also control your phone effortlessly inside a waterproof pouch while showering or enjoying water activities.

Bold Life, with Practical AI
The TECNO POVA 8 Pro 5G Tonino Lamborghini Limited Edition delivers practical AI functions for real-world benefits, from productivity to health.

AI YouTube Summary recognizes copied YouTube links and turns lengthy videos into clear notes with timeline markers, key points and structured summaries. All-Scenario Noise Cancellation automatically identifies the “voiceprint” of the intended speaker and filters out all other noises — including other human voices in the background. Users can switch among modes to adapt to their environment, from calls, recordings, to meetings, and ensure their voice cuts through the background noise of busy commutes or crowded offices.

AI LightMaster 2.0 enhances photography by removing unwanted flares, reflections, and shadows, ensuring photos are polished and ready for confident sharing. With AI Health** in select markets, users can measure key health metrics including blood pressure, blood oxygen, heart rate and respiration with only a face scan.

These AI functions join a broader suite of smart tools, from AI Writing for rewriting, polishing, and summarizing text, to the AI Theme Generator that creates completely customized phone themes.

Bold Perseverance, on All Occasions
The TECNO POVA 8 Pro 5G Tonino Lamborghini Limited Edition is engineered to endure. Corning Gorilla Glass 7i, industry-leading IP69/69K/68/66 dust and water resistance and SGS 5-Star Drop Resistance certification suggest the device is reliable against the elements: from scratches, sand and rain to drops.

To ensure a secure and smooth experience for years to come, the device runs on HiOS 16 and will receive two major Android OS upgrades and three years of security patches. TECNO also offers three years of free 256 GB cloud storage, and in select markets, eligible users can access a 3-month Google AI Plus (2 TB) extended trial at no charge. The trial brings more access to Google AI and 2 TB of cloud storage***.

*FPS, 1.5K resolution, and HDR support may vary by game, version, settings, and actual usage. All game names and trademarks belong to their respective owners.
** For reference purposes only and is not a medical device.
** For more information on eligibility of the Google AI Plus trial, please check the terms and conditions.

– END –

About TECNO
As a global innovative technology brand with operations in over 70 markets, TECNO has been committed to revolutionizing the digital experience in global emerging markets, relentlessly pushing for the perfect integration of contemporary, aesthetic design with the latest technologies and AI. TECNO offers a wide range of smartphones, smart wearables, laptops and tablets, smart gaming, HiOS operating systems and smart home products. Guided by its brand essence of “Stop At Nothing”, TECNO is committed to unlocking the newest technologies and AI-powered new experiences for forward-looking individuals, inspiring them to never stop pursuing their best selves and their best futures. For more information, please visit TECNO’s official site: www.tecno-mobile.com.

About Tonino Lamborghini
Since 1981, Tonino Lamborghini brand has stood out for innovative design and exclusive luxury. With a product range spanning watches, eyewear, fashion accessories, hospitality, real estate, total living, luxury beverages and electric golf carts, the brand embodies Italian elegance and sophistication.

For more information: www.lamborghini.it

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DAREU Unveils a New Era of Modular Gaming Hardware at IFA 2026

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BERLIN, Sept. 4, 2026 /PRNewswire/ — DAREU, a global gaming and professional peripherals brand, will unveil its latest generation of modular gaming hardware at IFA 2026, taking place September 4–8 at Messe Berlin. At Booth H7.2b-101, DAREU will showcase an expanded portfolio of gaming keyboards, wireless keyboards and high-performance gaming mice, highlighting its focus on performance, modularity and personalization.

Flexible Platforms for Modern Gaming and Productivity

The FLEX 75/87/98 Series expands DAREU’s gaming keyboard portfolio across 75%, TKL and 98% layouts. Gasket-mounted construction, hot-swappable switches, RGB illumination and tri-mode connectivity provide a versatile platform for gaming, productivity and creative workflows. With multi-mode connectivity, the series also delivers the flexibility expected from a modern wireless keyboard, allowing users to transition seamlessly between different environments.

For competitive applications, the Ultra 75/68 Series incorporates magnetic-switch technology with up to 8K polling and 0.01 mm adjustable Rapid Trigger, enabling highly responsive actuation and precise input control for fast-paced gameplay.

Modularity Beyond the Keyboard

DAREU extends its modular design philosophy to the gaming mouse category with the Ultra 07, featuring magnetic interchangeable components and an adjustable rear shell. This architecture allows users to personalize configuration and grip characteristics according to individual preferences.

The upcoming Ultra 09 advances this approach through lightweight engineering and innovative power management. Its magnesium-alloy shell, weighing approximately 51g, PAW3950 sensor and up to 8K polling are complemented by a rechargeable detachable battery, offering greater flexibility for wireless gaming and extended sessions.

Engineering the Future of Personalized Gaming

Together, DAREU’s IFA 2026 portfolio reflects a broader development philosophy that brings modular architecture, precision engineering and industrial design into a unified gaming ecosystem. From customizable gaming keyboards and wireless keyboards to high-performance gaming mice, DAREU gives users greater control over configuration, ergonomics and performance while continuing to explore new possibilities in personalized gaming hardware.

As part of its global expansion strategy, DAREU is seeking distributors, channel partners and strategic business partners worldwide. Industry professionals are invited to visit Booth H7.2b-101 during IFA 2026.

About DAREU

Founded in 2006, DAREU is a global gaming and professional peripherals brand specializing in mechanical and magnetic-switch keyboards and gaming mice. Guided by “Dare to Be Yourself,” DAREU integrates engineering, design and innovation to develop high-performance products for gamers and professionals worldwide.

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