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  • Critical Manufacturing Named in 2026 Gartner® Market Guide for MES

    The report highlights a broader shift towards more connected manufacturing systems 

    PORTO, Portugal, 25.03.2026 – Critical Manufacturing, the Industrial Operations Platform company that unites execution, connectivity, analytics and trusted AI, and a subsidiary of ASMPT, has been named a Representative Vendor in the Gartner Market Guide for Manufacturing Execution Systems (MES). The report points to the continued shift in manufacturing systems toward more connected and data-driven models as operational requirements grow, with increasing focus on the role of AI and more open, interoperable approaches to managing production systems.

    According to Gartner, MES remains central to digital manufacturing, with vendors evolving their offerings to meet changing business and production needs, including greater emphasis on integration, flexibility, and platform-based capabilities.

    Critical Manufacturing Named in 2026 Gartner® Market Guide for MES

    Francisco Almada Lobo, CEO and Co-founder of Critical Manufacturing, said, “We are pleased to be recognized in the Gartner Market Guide for MES. In our opinion this reflects our continued focus on helping manufacturers succeed in highly demanding and regulated industries now and in the future. We continue to evolve our solution embedding the latest technologies such as AI on a strong foundation that manufacturers can trust to make digital transformation effective and profitable.”

    As manufacturing becomes more intricate, organizations are placing greater emphasis on how their systems improve visibility, coordination, and decision-making. Critical Manufacturing addresses these needs through its Industrial Operations Platform approach, where MES serves as the execution core within a broader framework that brings together production, data, and intelligence.

    “Manufacturing is no longer just about controlling processes on the shopfloor. It is about turning production data into meaningful, timely decisions that improve performance across the entire operation,” added Almada Lobo. “We are seeing a clear shift away from isolated systems toward environments where execution, data, and intelligence continuously inform each other. That is what enables manufacturers to respond faster, operate with greater clarity, and remain competitive in increasingly complex markets.”

    Within this approach, MES plays a central role in capturing and contextualizing manufacturing data, which is then linked with analytics and enterprise systems to create a continuous flow of information between the shopfloor and business decision-makers.

    Critical Manufacturing continues to advance its solution for high-tech industries such as semiconductors, electronics, medical devices and life sciences, and industrial equipment. Recent enhancements include improved batch management with lot matching, resource cluster services for multi-chamber equipment, and more detailed labor tracking at the activity level. Additional capabilities such as flexible BOM management, advanced substrate mapping, and smart barcode scanning further strengthen control and traceability across manufacturing processes.

    The platform has also been extended with improvements to line clearance and maintenance management for reusable spare parts, alongside new reporting capabilities through tools such as Grafana and Stimulsoft. The introduction of Unified Namespace streaming via MQTT, combined with a centralized enterprise data platform, provides broader visibility across multiple sites.

    At the same time, Critical Manufacturing is advancing its AI roadmap through initiatives spanning machine learning and generative AI to more advanced autonomous systems. These capabilities are embedded within the MES and data platform to enable contextual understanding, predictive insights, and more efficient workflows for both operators and decision-makers.

    The report also encourages manufacturers to assess how MES solutions will meet future needs, including integration with other systems, responsiveness to changing processes, and the ability to scale across sites. For organizations operating in complex sectors, selecting solutions aligned with specific operational requirements can help reduce implementation effort while preserving long-term flexibility.

    With customers across APAC, EMEA, and North America, Critical Manufacturing works with manufacturers in sectors where traceability, quality, and responsiveness are essential. By bringing together MES, data, analytics, and AI within a unified platform, the company helps manufacturers build more resilient, transparent, agile and future-ready operations.

    Gartner disclaimer

    Gartner does not endorse any vendor, product or service depicted in its research publications and does not advise technology users to select only those vendors with the highest ratings or other designation. Gartner research publications consist of the opinions of Gartner’s research organization and should not be construed as statements of fact. Gartner disclaims all warranties, expressed or implied, with respect to this research, including any warranties of merchantability or fitness for a particular purpose.

    Gartner is a trademark of Gartner, Inc., and/or its affiliates.

  • INTX Insurance Software Selected by SWBC to Replace Legacy Policy Administration System

    Enabling Modern MGA Program Operations And Scalable Insurance Infrastructure

    AUSTIN, Texas–INTX Insurance Software, a complete Insurance Operating System for P&C insurers, MGAs, reinsurers and captives, today announced that diversified financial services company SWBC is replacing its legacy Policy Administration System (PAS) with the INTX platform. The implementation will support SWBC’s excess flood insurance program and MGA operations while providing a unified operational architecture designed to improve efficiency, governance, and long-term scalability.

    “INTX provides the structure, visibility, and scalability we need to support evolving program requirements while maintaining strong governance across our MGA operations.”

    “Moving away from legacy infrastructure was an important step in strengthening the operational foundation of our insurance programs,” said Adam Payton, Senior Vice President of Risk Management Products, SWBC. “INTX provides the structure, visibility, and scalability we need to support evolving program requirements while maintaining strong governance across our MGA operations.”

    The transition to INTX also supports SWBC’s broader effort to consolidate insurance operations onto a unified technology foundation. By replacing fragmented legacy systems with a single operational platform, SWBC will streamline program management, improve data visibility, and strengthen governance across its insurance portfolio. In addition, SWBC conducted a rigorous review that confirmed the implementation readiness of the INTX platform, and ensured it meets the safeguards needed to manage and protect sensitive data.

    “Many insurance organizations are realizing that legacy policy administration systems were never designed to support the complexity of modern program business,” said Rob Lewis, CEO of INTX Insurance Software. “SWBC recognized the importance of moving to a unified operational architecture. INTX provides the control layer that allows insurers to manage policy, claims, and program operations with the transparency and governance required by today’s environment.”

  • Complement Therapeutics Announces First Patient Dosed with CTx001 in the Phase I/II Opti-GAIN Study for Geographic Atrophy Secondary to AMD

    Munich, Germany – 25 March 2026: Complement Therapeutics GmbH (CTx), a clinical-stage biotechnology company developing next-generation therapies for complement-mediated diseases, today announced that the first patient has been dosed in Opti-GAIN, its first-in-human Phase I/II clinical trial evaluating CTx001 in patients with Geographic Atrophy (GA) secondary to Age-related Macular Degeneration (AMD).

    Opti-GAIN is a multi-centre Phase I/II study designed to assess the safety, tolerability, and preliminary efficacy of CTx001, administered via a single subretinal injection. Part 1 of the study is an open-label, dose-escalation phase across three cohorts, followed by a dose-expansion phase in Part 2. The trial is being conducted by the company’s UK subsidiary.

    “Geographic Atrophy remains an area of significant unmet need, with patients facing progressive and irreversible vision loss,” said Dr. Arshad M. Khanani, Chief Investigator of the study and Director of Clinical Research at Sierra Eye Associates, Reno, Nevada, USA. “I am pleased to be part of this first-in-human trial and to have administered CTx001 to the first patient. We look forward to further evaluating this promising one-time investigational gene therapy approach in GA secondary to AMD.”

    CTx001 is an investigational AAV2-based gene therapy engineered to deliver a construct encoding mini-CR1, a truncated and secreted form of Complement Receptor 1. This approach is designed to modulate both the alternative and classical complement pathways. Subretinal administration enables local production of mini-CR1 within retinal cells, while its small size may facilitate penetration across Bruch’s membrane, supporting broad ocular biodistribution, including the choriocapillaris.

    Building on clinically validated complement biology in GA, CTx001 aims to deliver a potentially best-in-class profile, combining broad ocular coverage, strong potency, multi-pathway modulation, and extended durability.

    The Opti-GAIN trial is being conducted alongside Pre-GAIN, the company’s ongoing natural history study in GA, currently enrolling patients in both the United States and the United Kingdom. Together, these studies are expected to inform patient selection and enable the evaluation of novel structural and functional endpoints, including ellipsoid zone (EZ) integrity and focal Optical Coherence Tomography (OCT)-based microperimetry. Notably, Opti-GAIN is among the first clinical studies to prospectively evaluate focal OCT-based microperimetry, a method that could significantly advance treatment assessment in GA.

    “Dosing the first patient in Opti-GAIN marks a key milestone for Complement Therapeutics and the clinical development of CTx001,” said Dr. Rafiq Hasan, Chief Executive Officer of Complement Therapeutics. “We believe our differentiated gene therapy approach, combined with an integrated clinical strategy, positions CTx001 strongly. Running Opti-GAIN alongside Pre-GAIN enables us to generate both interventional and natural history data to better guide patient selection, endpoint development, and future trials.”

    Dr. Muhammad Ali Memon, Chief Medical Officer of Complement Therapeutics, added: “Our precise surgical delivery approach, adaptive immunomodulatory regimen, and well-characterised patient populations from i-GAIN and Pre-GAIN provide a strong foundation for demonstrating therapeutic impact with CTx001 in Opti-GAIN.”

    Further details on the company’s clinical programmes are available on ClinicalTrials.gov, including Opti-GAIN (NCT07392255) and Pre-GAIN (NCT07144137).

  • Aviator cuts half of business travel emissions through SAF initiative in Sweden

    Aviator cuts half of business travel emissions through SAF initiative in Sweden

    Aviator Airport Alliance, the largest independent ground handling provider in the Nordics and part of Avia Solutions Group, has joined Swedavia’s Sustainable Aviation Fuel (SAF) procurement initiative, resulting in a significant reduction in emissions from its business travel.

    Through this initiative, Aviator Sweden has reduced approximately 50% of emissions from its business travel in 2025.

    Aviator cuts half of business travel emissions through SAF initiative in Sweden

    As part of our continued climate efforts, we at Aviator Sweden have invested in sustainable aviation fuel (SAF) through Swedavia’s recently completed SAF auction,” said Jonas Brundin, Managing Director of Aviator Sweden. “Investing in SAF is a concrete way for us to contribute to the development of more sustainable aviation – something we see as essential for the future of transportation.”

    Sustainable Aviation Fuel can reduce lifecycle CO₂e by up to 80% compared to conventional jet fuel and can be used within existing aircraft and infrastructure. This approach reduces emissions at the source, rather than relying solely on traditional offsetting.

    Starting from December 1, 2025, Aviator Sweden’s own ground handling operations are fully fossil-free. The SAF investment marks a further step in extending emission reduction efforts beyond direct operations and supports Aviator’s broader ambition to achieve carbon-neutral ground handling by 2030.

  • NABARD projects potential of Rs.1295 crore for priority sectors for 2026-27 – PLP of NE Delhi released by Sh. Ajay Kumar, IAS, DM-NE Delhi

    NABARD projects potential of Rs.1295 crore for priority sectors for 2026-27 – PLP of NE Delhi released by Sh. Ajay Kumar, IAS, DM-NE Delhi

     

    New Delhi, Mar 25: In a significant initiative by NABARD New Delhi Regional Office to strengthen district‑level credit planning, the Potential Linked Credit Plan (PLP) 2026–27 for North East Delhi was formally unveiled by Shri Ajay Kumar, IAS, DM–North East Delhi, at the DCC/DLRC meeting on 25 March 2026.

    The event was graced by Shri Kamlesh Kumar, IAS, Addl. DM-Northeast Delhi, and attended by Shri Anupam Maity, LDO, RBI, Shri Rohit Kumar, LDM, Punjab National Bank, other senior officials from RBI, representatives from various banks, SULM, and officials from government departments.

    DDM (North East Delhi) from NABARD – Ms. Anita Meena highlighted that the total credit potential for Priority Sectors in North East Delhi is estimated at ₹1,295.04 crore for 2026–27. She noted that despite rapid urbanization and a declining agricultural base, the district has considerable scope for targeted financial interventions, especially in MSME financing, green and renewable energy, digital financial inclusion, and support to urban livelihoods.

    As part of the programme, the district also celebrated International Women’s Day with the theme “Give to Gain”, recognizing the contribution of Self‑Help Group (SHG) women. A brief felicitation event was organized showcasing the achievements of SHGs in entrepreneurship, digital adoption, and community leadership.

    Shri Ajay Kumar, IAS, DM Northeast Delhi appreciated NABARD’s efforts in preparing a comprehensive credit planning document and urged banks to improve PSL performance and expand formal credit access to underserved communities. He called for closer coordination among all stakeholders to promote inclusive, gender‑responsive, and sustainable development in the district.

  • Geneva becomes world’s capital of AI in July for ITU’s AI for Good Global Summit

    Flagship summit to showcase AI breakthroughs back-to-back with inaugural UN Global Dialogue on AI Governance

    Geneva, 25 March 2026 – As governments accelerate strategies on artificial intelligence, sovereign AI and AI diffusion across economies and societies, the International Telecommunication Union (ITU) will host the seventh AI for Good Global Summit from 7 to 10 July 2026 at Geneva’s Palexpo convention centre.

    Over four days, leaders from government, industry, academia, civil society and the technical community will work together at AI for Good to guide the future of AI.

    Live demos of tech innovations in agentic AI, edge AI, brain-computer interfaces, space computing and robotics will share the stage with discussions on national AI strategies to address the global challenge of unlocking AI’s potential to serve humanity.

    AI for Good will be held back-to-back with the Global Dialogue on AI Governance, convened by the United Nations General Assembly and facilitated by UN Secretary-General António Guterres. Taking place at Palexpo from 6 to 7 July, the Global Dialogue is supported by a joint secretariat that includes the Executive Office of the Secretary General, ITU, the United Nations Educational, Scientific and Cultural Organization (UNESCO) and the United Nations Office for Digital and Emerging Technologies (ODET), with ITU and UNESCO leading the coordination.

    “As artificial intelligence moves from strategy to real-world deployment, countries need the skills, solutions, and international standards for AI to work for everyone,” said ITU Secretary-General Doreen Bogdan-Martin. “Through AI for Good, ITU helps turn AI breakthroughs into practical ways to improve lives. We are also pleased to work with our partners on the inaugural UN Global Dialogue on AI Governance where Member States and stakeholders will exchange perspectives on the policies shaping AI’s future.”

    Global summit with a Swiss twist

    The AI for Good Global Summit is organized by ITU – the United Nations agency for digital technologies – with over 50 UN partners and co-convened by Switzerland.

    The Summit is the flagship platform for showcasing and helping scale up AI applications in areas from healthcare and education to food security, disaster risk reduction and misinformation, particularly in developing countries.

    World-class keynotes, global technology premieres and an expo floor filled with innovators, UN partners and national pavilions will present local AI solutions and strategies from around the world, including special exhibits featuring home-grown innovations from Switzerland.

    “We are delighted to once again co-convene with ITU the AI for Good Global Summit in Geneva, a central location for discussing and showcasing advances in artificial intelligence,” said Albert Rösti, Swiss Federal Councillor and Head of the Federal Department of the Environment, Transport, Energy and Communication.

    Uniting leaders to scale AI impact

    Over 11,000 participants from 169 countries attended last year’s AI for Good Global Summit and World Summit on the Information Society (WSIS) events. Participation included ministers from 100 countries, more than half representing developing countries.

    The 2026 edition aims to further strengthen AI for Good as a globally representative platform for dialogue, collaboration, and action on AI and how to best harness the innovative power of technology.

    Early speakers and programme details are now available, offering a first look at the global leaders shaping this year’s Summit, with further announcements to follow.

    Solutions, skills, standards, and policy

    “Day Zero” of the AI for Good Global Summit on 7 July will feature live demos, interactive exhibits, startup competitions and hands-on workshops. The summit’s Centre Stage officially opens on 8 July. Programme highlights include:

    • Multistakeholder dialogue on AI standards and policy – exploring frontier challenges including agentic AI security, AI testing and benchmarking, misinformation and deepfakes, quantum technology applications and use cases, and AI infrastructure and energy demands.
    • Global innovation competitions and awards – including the AI for Good Innovation Factory Grand Finale and machine-learning challenges on edge AI, TinyML, and space AI computing as well as the AI for Good Impact Awards and Robotics Youth Challenge Grand Finale.
    • Technology demos and interactive expo – featuring cutting-edge systems in AI, robotics, embodied AI, brain-computer interfaces, autonomous vehicles and quantum technologies.
    • AI skills and capacity-building programmes – with training sessions delivered by AI Skills Coalition partners, hands-on workshops and a dynamic Youth Zone supporting the next generation of innovators.
    • Creative and cultural programmes – highlighting the intersection of AI and creativity with the AI for Good Film Festival, the Canvas of the Future AI Art Competition, and AI-enabled artistic performances. The summit will feature the premiere of RAISE, a documentary series executive produced by Leonardo DiCaprio exploring how AI is already being used to address humanity’s most urgent challenges.
    • The Quantum for Good track – offering a look at quantum information technologies and their potential to transform industries and societies.

    The AI for Good Global Summit 2026 is supported by its partners and sponsors:

    • Co-Convener: Swiss Confederation
    • Diamond Sponsors: Microsoft Corporation, Technology Innovation Institute
    • Gold Sponsors: Ministry of Science and ICT (MSIT) of the Republic of Korea, Ministry of Internal Affairs and Communications (MIC) of Japan
    • Silver Sponsors: EY, John Wiley & Sons, Inc.
    • Networking Partners: d-teach, Giga, HP Inc. UK Limited, Google, Lenovo, TikTok Information Technologies UK Limited
    • Session Partners: Access Partnership, Cisco Systems, Inc., EY, FSAB Consulting, GTI, Microsoft
    • Innovation Factory Local Chapters: Akbank, Government of Catalonia – Spain
  • Comau and Reis Robotics Sign Pact for Multi-Industry Automation Projects

    COMAU AND REIS ROBOTICS SIGN A COOPERATION AGREEMENT TO PURSUE ADVANCED AUTOMATION PROJECTS ACROSS MULTIPLE INDUSTRIES

    Stuttgart, March 25, 2026 – Comau and Reis Robotics have signed a cooperation agreement aimed at jointly developing and delivering advanced automation products and solutions for multiple industrial sectors through a coordinated technical and commercial approach.

    The agreement signed today by Comau and Reis Robotics, respectively Italian and German companies, testifies to the strength of the European technology framework in advanced industrial development. The initiative brings together the complementary expertise and experience of both companies to design and deliver integrated complex systems that improve efficiency, flexibility, and scalability, with the initial focus on sectors such as shipbuilding, intralogistics, giga casting, battery production, heavy industry and critical infrastructure, among others.

    The cooperation combines Reis Robotics’ proprietary control technology, and multi-process automation with Comau’s global industrial footprint and advanced automated solutions and robotics portfolio. A further element of the agreement sees Comau and Reis Robotics working together to identify and develop additional market segments and technical applications where their combined expertise can generate value.

    Working together with Reis Robotics is an important element in our diversification strategy and a further demonstration of our pledge to bring advanced automation technologies to new sectors and applications,” emphasized Pietro Gorlier, CEO of Comau. “The synergy that comes from uniting our shared expertise, allows us to pro-actively meet the evolving needs of the market,  where automation is becoming an increasingly key factor, and to strengthen our presence in Germany in particular, which represents a key market for us.

    The cooperation with Comau represents a strategically important step in strengthening our international business and expanding our capabilities in key industrial sectors,” said Uwe Eich, Managing Director of Reis Robotics. “By combining our expertise in system integration and automation with Comau’s global reach, we are well positioned to deliver efficient and scalable solutions to our customers.”

  • Ministers urged to prioritize rules-based trade for innovative agricultural systems at World Trade Organization MC14

    Yaoundé, Cameroon, 25 March 2026: The multilateral, rules-based, trading system, underpinned by the World Trade Organization (WTO), has proven essential for advancing global food security by ensuring access to markets and technologies, supporting millions of farmers, and safeguarding against fragmentation and unilateralism. Ministers from around the world will meet in Yaoundé, Cameroon this week, for the first time in Africa, to take action on the WTO’s 14th Ministerial Conference (MC14) agenda. With discussions on institutional reform looming large, this is a crucial moment for the future of rules-based trade and the WTO itself.

    Governments and non-governmental organizations (NGOs) share a common objective to safeguard global food security in an increasingly volatile world. With this imperative in mind, CropLife International calls on Member Governments to uphold agricultural resilience and productivity and prevent unnecessary trade barriers with the following recommendations:

    1. Uphold Science-Based Trade, respecting common and agreed international standards, including Codex Alimentarius for food safety.  
    2. Safeguard Intellectual Property Rights and the TRIPS Agreement, to encourage innovation that will meet future needs in the field.
    3. Advance sustainable development, in line with the Marrakesh Agreement, through inclusive, outcome-focused, and science-based approaches that balance economic, social, and environmental objectives.

    Speaking ahead of MC14, Emily Rees, President and CEO of CropLife International said: “The multilateral, rules-based, trading system plays a critical role in advancing global food security. This upcoming MC14 provides an opportunity to reaffirm the core principles on which the WTO was built. Our recommendations lay the path for the action needed to protect agricultural productivity and food security. With science and rules-based trade, strong and predictable IP frameworks and outcome driven sustainable development, Ministers can support the agricultural sector to build its capacities, accelerate innovation and encourage development that delivers value for those in the field.”

  • Qair and Ultragaz strengthen Brazil’s energy transition with PPA for Bom Jardim Solar project in Nordeste

    Paris & São Paulo – 25 March 2026 – Qair, an independent renewable energy company, and Ultragaz, Brazil’s largest LPG distributor, announce the signing of a Power Purchase Agreement (PPA) for the Bom Jardim solar project. Located in Icó (Ceará), the 192 MW project was fully commissioned earlier this year, supporting Brazil’s ongoing diversification of its renewable energy mix, and will supply 131.5 GWh of renewable electricity annually to Ultragaz, reinforcing Qair’s ability to create value in a dynamic market environment.

    Addressing market dynamics with innovation
    In Brazil’s evolving renewable energy landscape, Qair’s proactive approach ensures long-term benefits for its partners and local communities. By diversifying its portfolio, selecting sites with robust grid infrastructure, and designing flexible PPA structures, Qair continues to deliver sustainable, high-performance energy solutions tailored to Brazil’s evolving needs.

    Modelling consumer-centric renewables
    This agreement between Qair and Ultragaz sets a new standard for how renewable energy contracts can be structured to maximize value for all stakeholders. By aligning Qair’s expertise in innovative energy solutions with Ultragaz’s strategic objectives, the Bom Jardim project delivers not just electricity, but a pathway to long-term energy security and shared success.

    This agreement marks a significant step in our capacity of leading the energy transition in the Brazilian private sector and also in our collaboration with local partners like Qair.

    Lucas Witzler, Energy Director for Ultragaz

    Bom Jardim demonstrates Qair’s ability to combine energy performance and sustainable development. Thanks to the expertise of our local teams we are delivering solutions that drive value to all partners. Looking forward for the next achievements.

    Camille Donnadieu

    Industrial Partnerships Director for Qair

  • Gartner Predicts That by 2030, Performing Inference on an LLM With 1 Trillion Parameters Will Cost GenAI Providers Over 90 percent Less Than in 2025

    Stamford, Conn., Mar 25: By 2030performing inference on a large language model (LLM) with one trillion parameters will cost GenAI providers over 90less than it did in 2025, according to Gartner, Inc. a business and technology insights company. 

    AI tokens are the units of data that GenAI models process. For the purposes of this analysis a token is 3.5 bytes of data, or approximately 4 characters. 

    “These cost improvements will be driven by a combination of semiconductor and infrastructure efficiency improvements, model design innovations, higher chip utilization, increased use of inference-specialized silicon, and application of edge devices for specific use cases,” said Will Sommer, Sr. Director Analyst at Gartner. 

    As a result of these trends, Gartner forecasts LLMs in 2030 will be up to 100 times more cost-efficient than the earliest models of similar size developed in 2022. 

    The forecasted model results are split between two sets of semiconductor scenarios:

    • Frontier scenarios: Model processing is based on a representation of cutting edge chips.
    • Legacy blend scenarios: Model processing is based on a representative blend of available semiconductors benchmarked to Gartner forecasts. 

    Modeled costs in the “blend” forecast scenarios are considerably higher than in the “frontier” scenarios, given lower computational power (see Figure 1). 

    Falling Token Costs will not Democratize Frontier Intelligence

    However, falling GenAI provider token costs will not be fully passed on to enterprise customers. Moreover, frontier intelligence will demand significantly more tokens than current mainstream applications. Agentic models, for example, require between 5-30 times more tokens per task than a standard GenAI chatbot, and can perform many more tasks than a human using GenAI. 

    While lower token unit costs will enable more advanced GenAI capabilities, these advancements will drive disproportionately higher token demand. As token consumption rises faster than token costs fall, overall inference costs are expected to increase. 

    “Chief Product Officers (CPOs) should not confuse the deflation of commodity tokens with the democratization of frontier reasoning,” said Sommer. “As commoditized intelligence trends toward near-zero cost, the compute and systems needed to support advanced reasoning remain scarce. CPOs who mask architectural inefficiencies with cheap tokens today will find agentic scale elusive tomorrow.” 

    Value will accrue to platforms that can orchestrate workloads across a diverse portfolio of models. Routine, high-frequency tasks must be routed to more efficient small and domain-specific language models, which perform better than generic solutions at a fraction of the cost when aligned to specialized workflows. Expensive inference of frontier-level models must be heavily gated and reserved exclusively for high-margin, complex reasoning tasks. 

    Gartner clients can read more in Navigating the Commoditization Trap as Token Costs Fall by Over 90% Through 2030 and Frontier Scale Models Threaten Software Margins and Solvency.

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