◈ Homepage — https://aitomatic.com/LATEST NEWS Aitomatic CEO Named Chief Architect of Project Tapestry, Global Frontier AI Initiative Alongside Yann LeCun and the AI Alliance Home Success Stories About Articles Newsroom EVERY YEAR, INDUSTRIAL COMPANIES LOSE $3.1 TRILLION TO EXPERTISE THAT WAS NEVER CAPTURED. MOST AI NAVIGATES KNOWLEDGE. WE BUILD THE MAP. Your Best Operators’ Knowledge—Captured, Multiplied, And Running Your Plants 24/7 POWERED BY COGNITIVE ONTOLOGY A LIVING MAP OF HOW YOUR ENTERPRISE ACTUALLY WORKS. TRUSTED BY GLOBAL INDUSTRIAL LEADERS Your best operators make split-second decisions based on decades of pattern recognition. None of it is written down. It can’t be searched. And every day, when veterans retire, get promoted, or move on—a little more of it disappears forever. What if you could capture, retain, and multiply that knowledge? 95 % ACCURACY on decisions that previously required senior engineers 3 Weeks DEPLOY from kickoff to production, not months 100 + EXPERT AGENTS each encoding decades of domain expertise 225 % GROWTH in operational capacity without adding headcount Purpose-Built For The Physical World Semiconductor Equipment Maintenance — 2,400 defects classified per shift at 94% accuracy Process Optimization — root-cause analysis in 20 minutes, not 3 days Chemical Etching — expert-level decisions at 3 AM, no human required Maritime Navigation Assistance — real-time route decisions with encoded captain expertise Route Optimization — continuous learning from every voyage Energy Grid Control — anomalies detected and resolved before operators notice Equipment Performance — diagnose tube fouling vs. pump failure instantly How It Works Traditional AI tools search documents. Aitomatic agents understand your production environment—how things connect, why decisions get made, and what happens downstream when something changes. Our agents follow the COSTAR cycle:     → Curate knowledge from your experts and documents     → Organize it into causal relationships     → See anomalies humans would miss     → Think with domain reasoning     → Act with encoded judgment     → Reflect and improve from every outcome. The result? Agents that don’t just follow instructions—they understand your domain. And every action makes them smarter. Your Expertise Is Your Last Moat. Keep It. ”80% Of The World’s Data Is Private. OpenAI Won’t Have Access To It. ... That Data Gives You A Real Moat.” Kevin Weil, Chief Product Officer, OpenAI Every query to Closed AI sends your hard-won expertise to someone else’s cloud. Aitomatic keeps it yours. Open Models No black boxes. Audit, modify, and own the models that encode your expertise. Self-Hostable Your data and your agents stay on your infrastructure. Nothing leaves. Lower TCO Enterprise-grade AI without enterprise-grade pricing—or enterprise-grade lock-in. Latest Research Enhancing Q&A With Domain-Specific Fine-Tuning And Iterative Reasoning A 50-percentage point boost in accuracy, driving semiconductor manufacturing decisions with industrial precision. Latest Research Domain-Aware Neurosymbolic Agentic AI Architecture For Consistency And Accuracy Novel agentive approach integrating domain knowledge with AI to achieve over 90% accuracy on complex industrial tasks. Latest Research SemiKong: Curating, Training, And Evaluating An LLM For Semiconductor Industry World's first open-source LLM purpose-built for the semiconductor industry, enabling expert-level manufacturing decisions . Aitomatic: Build The Cognitive Plant Industry-Leading Expertise Led by Panasonic, Google, and Amazon veterans, we’ve spent a century combined solving one problem: how to capture the expertise that lives only in your best people’s heads—and make it work for everyone, around the clock. Aitomatic's SemiKong Uses Al to Reshape Chipmaking Processes Aitomatic Spearheads AI Revolution in $25T Industrial Economy, Releases OpenSSA as Inaugural Member of AI Alliance with IBM & Meta SemiKong, the world's first open-source semiconductor-focused LLM, brings new chips to market 30% faster 3101 Park Boulevard Palo Alto, CA Customer Success Stories Semiconductor Process Optimization Industrial Boilers Field Services Cold Chain Predictive Maintenance Financial Data Management Resources Articles Newsroom LATEST NEWS Aitomatic CEO Named Chief Architect of Project Tapestry, Global Frontier AI Initiative Alongside Yann LeCun and the AI Alliance Home Success Stories About Articles Newsroom ◈ Interior Pages — 11 pages crawledLatest on Domain-Expert Agentic AI for Semiconductor | Aitomatic DXA Factory LATEST NEWS Aitomatic CEO Named Chief Architect of Project Tapestry, Global Frontier AI Initiative Alongside Yann LeCun and the AI Alliance Home Success Stories Semiconductor Process Optimization Industrial Boiler Field Services Cold Chain Predictive Maintenance Financial Data Management About Articles Newsroom Contact Us Contact us one Contact us two Contact us three Industrial AI Insights Expert perspectives on how Domain-Expert agents are reshaping industrial operations, featuring breakthroughs in semiconductor and industrial AI. ‍ October 20, 2024 3 min read From Generalization to Specialization: Reshaping the AI Landscape Highlighting the critical role specialized models will play in advancing AI across various industries. Continue reading August 23, 2023 8 min The Strategic CEO’s Guide to Navigating the AI Landscape As AI rewrites the rules of business, know what’s at stake—and how to lead with clarity. Continue reading 5 min read September 28, 2024 Revolutionizing Semiconductor Manufacturing with AI Agents Powered by SemiKong, the First Open-Source Semiconductor Industry LLM Potentially reshaping the $500B semiconductor industry in the next five years. Continue reading 10 min read June 17, 2024 Agentic AI and Problem Solving: Transforming Industries Agentic AI is reshaping industries, from healthcare to energy, with smarter, sustainable solutions. Discover how this breakthrough empowers leaders for informed decisions that shape our future. Continue reading 5 min read June 12, 2024 Charting AI’s Future: Illuminated by Industrial Beacons Our path is lit by the hard-won wisdom of our industrial past. Continue reading 5 min read June 12, 2024 Five Considerations When Adopting AI: An Executive’s SOLID Compass Five Considerations When Adopting AI: An Executive’s SOLID Compass Continue reading 8 min August 23, 2023 The Strategic CEO’s Guide to Navigating the AI Landscape As AI rewrites the rules of business, know what’s at stake—and how to lead with clarity. Continue reading 7 min read June 12, 2023 Why Manufacturers Should Adopt Domain-Expert AI for Predictive Maintenance Today Manufacturers are facing four key challenges when implementing AI into their product lines. Here’s how you can eliminate (or prevent) them using a knowledge-1st approach. Continue reading 8 min read March 29, 2023 How the Heavy Industry Can Overcome Data Scarcity (Like these three brands) The heavy industry is facing challenges in implementing AI. Find out what they are, what other companies are doing, and how you can overcome them today. Continue reading 11 Min Read From Semiconductor to Maritime: A Blueprint for Domain-Specific AI in Safety-Critical Industries Llamarine is the first open-source maritime foundation model built for safety-critical operations at sea. Developed by Aitomatic and Furuno under the AI Alliance, it demonstrates how domain-specific AI can apply expert maritime knowledge with consistency and compliance—closing the gap where generic large language models fail. The project extends Aitomatic’s proven blueprint from SemiKong (semiconductors) to Llamarine (maritime), showing how trusted, domain-grounded AI can make navigation safer, smarter, and more transparent. Continue reading 3101 Park Boulevard Palo Alto, CA Customer Success Stories Semiconductor Process Optimization Industrial Boilers Field Services Cold Chain Predictive Maintenance Financial Data Management Resources Articles Newsroom Dana for Industry Aitomatic - Sucess Stories LATEST NEWS Aitomatic CEO Named Chief Architect of Project Tapestry, Global Frontier AI Initiative Alongside Yann LeCun and the AI Alliance Home Success Stories Semiconductor Process Optimization Industrial Boiler Field Services Cold Chain Predictive Maintenance Financial Data Management About Articles Newsroom Contact Us Contact us one Contact us two Contact us three 40% Performance Leap in Financial Data Processing Financial Data Management Facing the complexity of managing over 100 million data units annually for 450 companies in the booming financial sector, a leading Thai tech-enabled outsourcing firm found itself at a crossroads. The company's analysts grappled daily with a flood of complex data from various sources. Creating and updating data queries became a time-consuming ordeal, often leading to errors. Producing timely market reports and analyses grew increasingly difficult. As data inconsistencies crept in, accuracy concerns rose, compounded by stricter regulatory demands for transparency. These issues threatened not just the company's efficiency, but its leading position in Thailand's competitive financial market. Recognizing the need for innovation, the company turned to Aitomatic and its DXA Factory to enhance its financial data management. This strategic move not only improved their internal processes but also positioned the firm to offer advanced financial solutions to other industrial companies across Thailand. 85%+ Accuracy +40% Performance Gain 50% Faster Decision Making The Problem Rising Complexity and Efficiency Bottlenecks Increase Financial Risk Financial analysts faced mounting pressure as data complexity increased. Longer processing timesled to extended work hours and missed customer deadlines, straining the company's hard-builtreputation for timely, accurate analysis. Clients expressed concerns about these delays, while more technologically advanced competitorsbegan to attract attention in the market. At the same time, new industry regulations introducedadditional considerations, further emphasizing their need for greater accuracy and transparency. With these pressing issues in mind, the company recognized the need to innovate, focusing on threekey areas: enhancing data processing efficiency, addressing report backlogs, and meeting evolvingclient and regulatory expectations. The Solution Financial Analyst Agent with Highly Accurate, Reliable, Deterministic Outcomes Capturing Human Domain Expertise ‍ DXAs enhanced the company's data management by capturing the experiential expertise of their human analysts, including key performance indicators, expert financial health assessments, and sophisticated market analysis techniques. This integration ensured that the agents' answers were accurate and contextually relevant, mirroring the insights of human financial experts. ‍ Neuro-symbolic Architecture for Accurate, Reliable, Deterministic Outcomes ‍ The DXA's innovative neuro-symbolic architecture overcomes the inconsistency and inaccuracy issues common in other AI agents, which rely on probabilistic inferencing. By combining neural program search with symbolic program execution, DXAs deliver deterministic and explainable outcomes, providing consistent and reproducible results crucial for regulatory compliance and client trust. Thanks to their advanced planning and reasoning capabilities, the agents autonomously handle complex, multi-step tasks. Continuously gathering inputs from various sources, including user input, internal state, external data, time-based triggers, and system performance metrics, the agents break down financial problems, execute solutions, and make optimal decisions. This approach significantly enhances efficiency and reduces the need for constant user intervention. ‍ Continuous Learning and Adaptation ‍ DXAs continuously learn from interactions with financial experts and refine their capabilities based on new data and scenarios. This ensures that Aitomatic remains at the forefront of financial data management, always improving and aligning with the latest industry standards. The Results Impressive, accurate, fast and fully compliant. Total game-changer. Implementing DXAs led to 85% accuracy in handling complex financial queries and a 40% boost in productivity. Routine tasks were automated, allowing analysts to focus on strategic decision-making and client engagement. Additionally, the company saw significant improvements in market report reliability and the elimination of backlogs. Adopting DXAs, the company captured a competitive advantage, reinforcing its position as a leader in AI-driven financial operations. Accuracy 85%+ Performance Gain +40% Faster Decision Making 50% ‍ Explore Success Stories Quisque sapien urna, porttitor nec tempus at, convallis tempor ligula. Proin non quam in orci pulvinar tincidunt. Maecenas vehicula, augue eu dapibus laoreet, lacus risus porta massa, sit amet aliquam lectus Semiconductor — Process Optimization Industrial Boiler — Field Services Cold-Chain — Predictive Maintenance 3101 Park Boulevard Palo Alto, CA Customer Success Stories Semiconductor Process Optimization Industrial Boilers Field Services Cold Chain Predictive Maintenance Financial Data Management Resources Articles Newsroom Dana for Industry Aitomatic Newsroom LATEST NEWS Aitomatic CEO Named Chief Architect of Project Tapestry, Global Frontier AI Initiative Alongside Yann LeCun and the AI Alliance Home Success Stories Semiconductor Process Optimization Industrial Boiler Field Services Cold Chain Predictive Maintenance Financial Data Management About Articles Newsroom Contact Us Contact us one Contact us two Contact us three Newsroom urabitur eget tortor et augue aliquet mattis. Pellentesque vitae nunc ex. Morbi commodo venenatis urna at suscipit. Pellentesque eu suscipit sapien. Duis aliquet aliquam April 7, 2026 Aitomatic CEO Named Chief Architect of Project Tapestry, Global Frontier AI Initiative Alongside Yann LeCun and the AI Alliance Shaping a new class of AI infrastructure designed for the realities of industrial and physical systems and how AI is built, shared, and governed globally. Read more Aitomatic Annouces Partnership With Itochu-Techno Solutions Corporation CTC and Ja Yokohama By leveraging Aitomatic's Industrial Agentic AI technology, the teams will develop a domain-specialist AI assistant that understands employee inquiries, provides accurate responses, and guides them through related procedures. Read more December 5, 2023 Aitomatic Spearheads Ai Revolution in 25T Industrial Economy In a landmark initiative poised to transform the $25 trillion industrial economy, Aitomatic announces its role as an inaugural member of the AI Alliance with IBM and Meta. The company is launching OpenSSA (Small Specialist Agents), a pioneering move to open-source its advanced industrial AI technology. This step underscores Aitomatic's leadership in industrial AI innovation and marks a commitment to fostering collaborative development in this dynamic sector. Read more This is some text inside of a div block. This is some text inside of a div block. This is some text inside of a div block. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tristique. Duis cursus, mi quis viverra ornare, eros dolor interdum nulla, ut commodo diam libero vitae erat. Aenean faucibus nibh et justo cursus id rutrum lorem imperdiet. Nunc ut sem vitae risus tristique posuere. This is some text inside of a div block. This is some text inside of a div block. This is some text inside of a div block. This is some text inside of a div block. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tristique. Duis cursus, mi quis viverra ornare, eros dolor interdum nulla, ut commodo diam libero vitae erat. Aenean faucibus nibh et justo cursus id rutrum lorem imperdiet. Nunc ut sem vitae risus tristique posuere. This is some text inside of a div block. This is some text inside of a div block. This is some text inside of a div block. This is some text inside of a div block. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tristique. Duis cursus, mi quis viverra ornare, eros dolor interdum nulla, ut commodo diam libero vitae erat. Aenean faucibus nibh et justo cursus id rutrum lorem imperdiet. Nunc ut sem vitae risus tristique posuere. This is some text inside of a div block. August 23, 2023 8 min The Strategic CEO’s Guide to Navigating the AI Landscape As AI rewrites the rules of business, know what’s at stake—and how to lead with clarity. Continue reading June 17, 2024 10 min read Agentic AI and Problem Solving: Transforming Industries Agentic AI is reshaping industries, from healthcare to energy, with smarter, sustainable solutions. Discover how this breakthrough empowers leaders for informed decisions that shape our future. Continue reading June 12, 2023 7 min read Why Manufacturers Should Adopt Domain-Expert AI for Predictive Maintenance Today Manufacturers are facing four key challenges when implementing AI into their product lines. Here’s how you can eliminate (or prevent) them using a knowledge-1st approach. Continue reading March 29, 2023 8 min read How the Heavy Industry Can Overcome Data Scarcity (Like these three brands) The heavy industry is facing challenges in implementing AI. Find out what they are, what other companies are doing, and how you can overcome them today. Continue reading June 12, 2024 5 min read Charting AI’s Future: Illuminated by Industrial Beacons Our path is lit by the hard-won wisdom of our industrial past. Continue reading September 28, 2024 5 min read Revolutionizing Semiconductor Manufacturing with AI Agents Powered by SemiKong, the First Open-Source Semiconductor Industry LLM Potentially reshaping the $500B semiconductor industry in the next five years. Continue reading October 20, 2024 3 min read From Generalization to Specialization: Reshaping the AI Landscape Highlighting the critical role specialized models will play in advancing AI across various industries. Continue reading June 12, 2024 5 min read Five Considerations When Adopting AI: An Executive’s SOLID Compass Five Considerations When Adopting AI: An Executive’s SOLID Compass Continue reading 3101 Park Boulevard Palo Alto, CA Customer Success Stories Semiconductor Process Optimization Industrial Boilers Field Services Cold Chain Predictive Maintenance Financial Data Management Resources Articles Newsroom Dana for Industry Constrax - Contact Us Two Home Home one Home two Home three Pages About us one About us two Abou us three Awards and recognition Book a consultation Case studies Experties Request a demo Shop Our services Service one Service two Service three News Blog page one Blog page two Blog page three Contact us Contact us one Contact us two Contact us three 0 Your Cart $ 0.00 USD : Remove Subtotal Pay with browser. Continue to Checkout No items found. Product is not available in this quantity. Get in touch Have questions? contact us Ut imperdiet laoreet libero id auctor. Nam rutrum tortor ac sem consequat posuere. Aenean molestie ornare leo, id fringilla diam con Address : 410 Sandtown, California 94001, USA Contact Number : 888 123 4567 Email : [email protected] Get in touch with us Name * Email * Phone number * Address * Message * Thank you! Your submission has been received! Oops! Something went wrong while submitting the form. About us Expertise Contact Licensing Request a demo Our services News Store Home one Home two Home three Awards & recognitions Book a consultations Case studies Designed by Radiant Templates , Powered by Webflow Aitomatic - Sucess Stories LATEST NEWS Aitomatic CEO Named Chief Architect of Project Tapestry, Global Frontier AI Initiative Alongside Yann LeCun and the AI Alliance Home Success Stories Semiconductor Process Optimization Industrial Boiler Field Services Cold Chain Predictive Maintenance Financial Data Management About Articles Newsroom Contact Us Contact us one Contact us two Contact us three 4X Faster Equipment Diagnosis at Leading Chip Manufacturer Semiconductor — Process Optimization A leading force in the semiconductor industry, renowned for its cutting-edge innovations, faced critical challenges that threatened its operational efficiency and strategic objectives. The scarcity of expert resources and the complexities of automation processes jeopardized vital KPIs including productivity, cost-effectiveness, and knowledge retention. To address these issues, the company leveraged Aitomatic DXAs to create a semiconductor optimization AI advisor. The AI advisor yielded impressive results, including a 4x faster diagnosis time, 10% reduced downtime, and the preservation of invaluable knowledge assets, positioning Tokyo Electron for industry dominance in high value-added system solutions across all four sequential patterning processes. ‍ Reduced Downtime 10% Faster Time to Diagnosis 4X ‍ The Problem Not Enough Experienced Engineers As semiconductors continue to shrink in size and become more diverse and complex, with the minimum line width of the latest circuits being no greater than a few dozens of atoms, innovation in the repeated patterning process becomes crucial. The semiconductor leader, being the only manufacturer offering system solutions for all four sequential patterning processes, faced the scarcity of expert resources and the complexities of automation processes, jeopardizing crucial KPIs such as productivity, cost-effectiveness, and knowledge retention. Investigating these issues required significant effort and expertise, hindering the company’s ability to maintain its competitive edge. The prolonged time required for new engineers to reach competency led to operational inefficiencies and bottlenecks. Engineers and operators often had to sift through extensive documentation and data to resolve issues, leading to delays in decision-making, frequent production delays, and increased downtime. The lack of a streamlined system to effectively utilize expert knowledge and provide real-time guidance, coupled with the constant pressure to innovate in a highly competitive market and the threat of knowledge erosion due to retiring experts, posed significant challenges for the company. The Solution Unmatched Accuracy with Aitomatic DXAs DXAs addressed the company’s operational challenges by providing highly accurate answers to complex questions. With near-perfect accuracy, the agents offer instant, precise recommendations for anomalies in intricate processes like lithography. By digesting long datasheets that engineers previously had to sift through, the agents significantly reduce issue resolution time. For instance, when a process engineer needs to design a deposition layer with a thickness of 4 nm, DXAs quickly suggest the precise temperature and gas flow parameters, reducing the number of required experiments and speeding up time-to-results. They analyze problems, identify causes, and provide step-by-step guidance, minimizing time-consuming trial-and-error and optimizing equipment functionality. DXAs' performance is driven by self-improvement using semiconductor knowledge learned from the company’s experts. As they interact with engineers, the agents continuously learn and adapt, ensuring increasingly accurate and relevant recommendations. Their advanced planning and reasoning capabilities allow them to break down complex information and understand pertinent data, enabling highly accurate answers. This approach facilitates knowledge transfer between junior and senior engineers, reducing the learning curve and enhancing efficiency. The agents' high accuracy delivers reliable solutions yielding a 4x faster time to diagnosis, a 10% reduction in downtime, and the preservation of critical knowledge assets. ‍ The Results Reduced Downtime 10% Faster Time to Diagnosis 4X ‍ Explore Success Stories Quisque sapien urna, porttitor nec tempus at, convallis tempor ligula. Proin non quam in orci pulvinar tincidunt. Maecenas vehicula, augue eu dapibus laoreet, lacus risus porta massa, sit amet aliquam lectus Industrial Boiler — Field Services Cold-Chain — Predictive Maintenance Financial Data Management 3101 Park Boulevard Palo Alto, CA Customer Success Stories Semiconductor Process Optimization Industrial Boilers Field Services Cold Chain Predictive Maintenance Financial Data Management Resources Articles Newsroom Dana for Industry Constrax - Contact Us One Home Home one Home two Home three Pages About us one About us two Abou us three Awards and recognition Book a consultation Case studies Experties Request a demo Shop Our services Service one Service two Service three News Blog page one Blog page two Blog page three Contact us Contact us one Contact us two Contact us three 0 Your Cart $ 0.00 USD : Remove Subtotal Pay with browser. Continue to Checkout No items found. Product is not available in this quantity. Get in touch hello Get in touch with us Address : 410 Sandtown, California 94001, USA Contact Number : 888 123 4567 Email : [email protected] Name * Email * Phone number * Address* Message * Thank you! Your submission has been received! Oops! Something went wrong while submitting the form. 3101 Park Boulevard Palo Alto, CA Customer Success Stories Semiconductor Process Optimization Industrial Boilers Field Services Cold Chain Predictive Maintenance Financial Data Management Resources Articles Newsroom Dana for Industry Aitomatic | Domain-Expert AI Agents (DXA) for Semiconductor LATEST NEWS Aitomatic CEO Named Chief Architect of Project Tapestry, Global Frontier AI Initiative Alongside Yann LeCun and the AI Alliance Home Success Stories Semiconductor Process Optimization Industrial Boiler Field Services Cold Chain Predictive Maintenance Financial Data Management About Articles Newsroom Contact Us Contact us one Contact us two Contact us three where Industrial Expertise Becomes Immortal We capture, retain, and multiply your organization’s expertise—so your best thinking never walks out the door. World-Class, Highly Respected Technical & Domain Expertise in Industrials/Semiconductors 50+yrs Semi Industry 80+yrs industrials experience 20+ patents in AI/ML The $3.1 Trillion Problem Every year, industrial companies lose $3.1 trillion to expertise that's never captured, knowledge that isn't retained, and wisdom that can't scale. Never Captured Your best operators make split-second decisions—preventing scrapped batches, equipment failures, and line stoppages . None of it is written down. Not Retained Even when documented, context fades. The why behind decisions gets lost. Can’t Scale One expert can only be in one place. Their judgment doesn't multiply. Walking Out The Door When veterans leave, retire, or move on, their expertise leaves with them. Captured by Others When you use closed AI, every query teaches their models—not yours. Your expertise becomes their training data. Your moat becomes their product. Our Solution: Cognitive Ontology The Cognitive Plant Aitomatic introduces Cognitive Ontology—a living knowledge graph that captures not just what your enterprise knows, but how things connect and why decisions get made. Think of it as your organization's brain: a living map that grows smarter with every interaction, where procedures connect to reasoning, decisions link to downstream effects, and institutional intelligence compounds rather than decays. Traditional knowledge graphs failed because humans had to build them. Aitomatic’s intelligent agents build the ontology automatically—extracting knowledge from documents, learning from experts, and evolving continuously. The Complete COSTAR Cycle COSTAR: The Complete Cycle of Ontological Map-Making & Map-Using The Domain Knowledge Graph at the center captures Entity, Relations, Rules, and Causalities-enabling Al agents to reason with your institutional knowledge. Business Impact From Automated to Autonomous Before : Expert reviews 200 cases/day with tribal knowledge After : Agent processes 5,000 cases/day with encoded expert judgment Before : 3 AM anomaly waits until morning shift After : 3 AM anomaly resolved at 3:04 AM Before: New hire shadows veterans for 6 months After : New hire works alongside an agent that has the veteran's knowledge Before: Regulatory change → months of manual procedure review ‍ After : Regulatory change → instant impact analysis, draft remediation Proof Points Semiconductors 2,400 defects/shift reclassified autonomously at 94% accuracy. Root-cause analysis: 3 days → 20 minutes Financial Services 14,000 loan files reviewed in 6 hours with full audit trails. Previous: 4 analysts, 3 weeks Industrial Operations 2 AM heat exchanger issue diagnosed and resolved autonomously. Zero human intervention. Zero production lost. Ready to Build Your Cognitive Plant? Transform your experts’ insights into AI solutions you own —working 24/7. No massive infrastructure. Available today. 3101 Park Boulevard Palo Alto, CA Customer Success Stories Semiconductor Process Optimization Industrial Boilers Field Services Cold Chain Predictive Maintenance Financial Data Management Resources Articles Newsroom Dana for Industry Aitomatic - Sucess Stories LATEST NEWS Aitomatic CEO Named Chief Architect of Project Tapestry, Global Frontier AI Initiative Alongside Yann LeCun and the AI Alliance Home Success Stories Semiconductor Process Optimization Industrial Boiler Field Services Cold Chain Predictive Maintenance Financial Data Management About Articles Newsroom Contact Us Contact us one Contact us two Contact us three Global Field Services Delivers Unmatched First-Time Fix Rates Cold-Chain — Predictive Maintenance A large multi-national customer of a multinational supplier of commercial cold-chain equipment operates tens of thousands of refrigeration systems across their chain of supermarkets. Equipment failures and downtime lead to millions of losses annually. At the same time, field service teams are constrained by labor shortages and access to the right expertise when they need it. By applying Aitomatic solutions , with the ability to scale domain expertise for service organizations, the supplier was able to help this customer save millions in downtime costs while driving major productivity improvements for field services in the first 12 months. Before Aitomatic, our field service solutions required more work than the value we got and our technicians were overwhelmed. With Aitomatic’s AI solution, we were able to scale our domain expertise and service operations. Operating Costs Saved $25M Time to Production 6 months Field Operator Productivity +80% The Problem Not Enough Experts to Meet Demand The refrigeration supply chain (cold chain) is a $250B industry globally. Trucks pick up fresh produce. Sea vessels transport food across the ocean. Neighborhood grocery stores maintain ideal climate-controlled conditions until you make the purchase. Failures in refrigeration and freezer equipment translate into costly repairs, loss of produce, and disruptions to the supply chain. A global supplier of commercial cold-chain equipment including refrigeration systems had a large customer that is a multi-national supermarket chain. With a large footprint of stores, equipment failures and downtime are a major issue. The company faced significant challenges in maintaining and servicing their equipment due to a critical shortage of experienced technicians and inefficiencies in field service operations. For example, first-time fix rate was alarmingly low due to the lack of access to timely and accurate diagnostic support. Technicians often resorted to trial and error, leading to prolonged downtime, increased costs, and diminished customer satisfaction. The company wanted a solution to improve service productivity while empowering service technicians from all levels of expertise. The Solution Boosting Productivity with Aitomatic DXAs Facing the complex operational challenges inherent in their industry, the supplier sought a solution that could revolutionize their maintenance workflows. Their answer came in the form of AITOMATIC’s DXAs, a scalable solution designed to empower technicians with near-perfect accurate responses to intricate operational issues. By transforming domain-specific operational knowledge into actionable insights, DXAs empowered technicians of all levels with faster, more accurate failure diagnosis and resolution strategies. ‍ Consider a scenario where a technician encounters a malfunctioning cooling system. Before DXAs, this situation might have stalled for days as the technician searches through various manuals and databases, often waiting for input from more experienced colleagues. DXAs change this dynamic by not only diagnosing issues based on a deep understanding of historical data and expert insights but also by strategizing a comprehensive repair plan. For instance, recognizing symptoms such as unusual vibrations, poor airflow, and leaks, the agents pinpoint a likely compressor failure. With DXAs, the company not only streamlined their field service operations but also saved millions in downtime costs, unlocking new avenues for future business expansion. But DXAs don't stop at diagnosis. They leverage their planning and reasoning capabilities to craft an action plan that factors in the system's current condition, operational demands, and the long-term implications of each proposed solution. For instance, DXAs may recommend prioritizing seemingly minor repairs to preempt more significant issues during peak operational periods, thereby safeguarding the cold chain's integrity with minimal disruption. This sophisticated approach transforms even the newest technician into an efficient problem solver. DXAs' guidance ensures that maintenance is not only timely but optimally scheduled to align with the store's operational rhythms and sustainability goals. Such strategic planning extends the lifespan of critical equipment, reduces energy consumption, and significantly cuts down on operational costs. The agents drastically reduced the time from problem identification to resolution, improving field operator productivity by 80% and saving the company $25M in operating costs in only 6 months . This partnership between the company and Aitomatic sets a new standard for the industry, demonstrating that with the right AI tools, companies can overcome substantial operational challenges. With its ability to scale domain expertise and deliver tangible results, DXAs hold immense potential for broader adoption within the cold chain industry, driving further advancements in productivity and cost savings. The Results Operating Costs Saved $25M Time to Production 6 months Field Operator Productivity +80% ‍ Explore Success Stories Quisque sapien urna, porttitor nec tempus at, convallis tempor ligula. Proin non quam in orci pulvinar tincidunt. Maecenas vehicula, augue eu dapibus laoreet, lacus risus porta massa, sit amet aliquam lectus Semiconductor — Process Optimization Industrial Boiler — Field Services Financial Data Management 3101 Park Boulevard Palo Alto, CA Customer Success Stories Semiconductor Process Optimization Industrial Boilers Field Services Cold Chain Predictive Maintenance Financial Data Management Resources Articles Newsroom Dana for Industry Aitomatic | Capture Expert Knowledge as Autonomous AI Agents | Semiconductor & Industrial LATEST NEWS Aitomatic CEO Named Chief Architect of Project Tapestry, Global Frontier AI Initiative Alongside Yann LeCun and the AI Alliance Home Success Stories Semiconductor Process Optimization Industrial Boiler Field Services Cold Chain Predictive Maintenance Financial Data Management About Articles Newsroom Contact Us Contact us one Contact us two Contact us three EVERY YEAR, industrial companies LOSE $3.1 TRILLION TO EXPERTISE THAT WAS NEVER CAPTURED. MOST AI NAVIGATES KNOWLEDGE. WE BUILD THE MAP. Your Best Operators’ Knowledge—Captured, Multiplied, and Running Your Plants 24/7 Powered by Cognitive Ontology a living map of how your enterprise actually works. Trusted by Global Industrial Leaders Your best operators make split-second decisions based on decades of pattern recognition. None of it is written down. It can’t be searched. And every day, when veterans retire, get promoted, or move on—a little more of it disappears forever. What if you could capture, retain, and multiply that knowledge? 95 % accuracy on decisions that previously required senior engineers 3 weeks deploy from kickoff to production, not months 100 + expert agents each encoding decades of domain expertise 225 % growth in operational capacity without adding headcount Purpose-Built for the Physical World Semiconductor Equipment Maintenance — 2,400 defects classified per shift at 94% accuracy Process Optimization — root-cause analysis in 20 minutes, not 3 days Chemical Etching — expert-level decisions at 3 AM, no human required Maritime Navigation Assistance — real-time route decisions with encoded captain expertise Route Optimization — continuous learning from every voyage Energy Grid Control — anomalies detected and resolved before operators notice Equipment Performance — diagnose tube fouling vs. pump failure instantly Learn more How It Works Traditional AI tools search documents. Aitomatic agents understand your production environment—how things connect, why decisions get made, and what happens downstream when something changes. Our agents follow the COSTAR cycle: → C urate knowledge from your experts and documents → O rganize it into causal relationships → S ee anomalies humans would miss → T hink with domain reasoning → A ct with encoded judgment → R eflect and improve from every outcome. The result? Agents that don’t just follow instructions—they understand your domain. And every action makes them smarter. Your Expertise Is Your Last Moat. Keep It. ”80% of the world’s data is private. OpenAI won’t have access to it. ... that data gives you a real moat.” Kevin Weil, Chief Product Officer, OpenAI Every query to Closed AI sends your hard-won expertise to someone else’s cloud. Aitomatic keeps it yours. Open Models No black boxes. Audit, modify, and own the models that encode your expertise. Self-Hostable Your data and your agents stay on your infrastructure. Nothing leaves. Lower TCO Enterprise-grade AI without enterprise-grade pricing—or enterprise-grade lock-in. Latest Research Enhancing Q&A with Domain-Specific Fine-Tuning and Iterative Reasoning A 50-percentage point boost in accuracy, driving semiconductor manufacturing decisions with industrial precision. Latest Research Domain-Aware Neurosymbolic Agentic AI Architecture for Consistency and Accuracy Novel agentive approach integrating domain knowledge with AI to achieve over 90% accuracy on complex industrial tasks. Latest Research SemiKong: Curating, Training, and Evaluating An LLM for Semiconductor Industry World's first open-source LLM purpose-built for the semiconductor industry, enabling expert-level manufacturing decisions . Services Aitomatic: Build The Cognitive Plant Industry-Leading Expertise Led by Panasonic, Google, and Amazon veterans, we’ve spent a century combined solving one problem: how to capture the expertise that lives only in your best people’s heads—and make it work for everyone, around the clock. Learn more Aitomatic's SemiKong Uses Al to Reshape Chipmaking Processes Aitomatic Spearheads AI Revolution in $25T Industrial Economy, Releases OpenSSA as Inaugural Member of AI Alliance with IBM & Meta SemiKong, the world's first open-source semiconductor-focused LLM, brings new chips to market 30% faster About Aitomatic 3101 Park Boulevard Palo Alto, CA Customer Success Stories Semiconductor Process Optimization Industrial Boilers Field Services Cold Chain Predictive Maintenance Financial Data Management Resources Articles Newsroom Dana for Industry LATEST NEWS Aitomatic CEO Named Chief Architect of Project Tapestry, Global Frontier AI Initiative Alongside Yann LeCun and the AI Alliance Home Success Stories Semiconductor Process Optimization Industrial Boiler Field Services Cold Chain Predictive Maintenance Financial Data Management About Articles Newsroom Contact Us Contact us one Contact us two Contact us three Aitomatic - Success Stories LATEST NEWS Aitomatic CEO Named Chief Architect of Project Tapestry, Global Frontier AI Initiative Alongside Yann LeCun and the AI Alliance Home Success Stories Semiconductor Process Optimization Industrial Boiler Field Services Cold Chain Predictive Maintenance Financial Data Management About Articles Newsroom Contact Us Contact us one Contact us two Contact us three Customer Success Stories From preserving decades of expert knowledge to achieving instant equipment diagnostics, discover how leading industrials are scaling their expertise with DXA agents. ‍ 95% Accuracy 3 Weeks Deploy 100+ Agents 225% Growth Semiconductor — Process Optimization 4X Faster Equipment Diagnosis at Leading Chip Manufacturer Continue Reading Industrial Boiler — Field Services 80% Field Service Productivity Boost with DXAs Continue Reading Cold-Chain — Predictive Maintenance Global Field Services Delivers Unmatched First-Time Fix Rates Continue Reading Financial Data Management 40% Performance Leap in Financial Data Processing Continue Reading 3101 Park Boulevard Palo Alto, CA Customer Success Stories Semiconductor Process Optimization Industrial Boilers Field Services Cold Chain Predictive Maintenance Financial Data Management Resources Articles Newsroom Dana for Industry Aitomatic - Sucess Stories LATEST NEWS Aitomatic CEO Named Chief Architect of Project Tapestry, Global Frontier AI Initiative Alongside Yann LeCun and the AI Alliance Home Success Stories Semiconductor Process Optimization Industrial Boiler Field Services Cold Chain Predictive Maintenance Financial Data Management About Articles Newsroom Contact Us Contact us one Contact us two Contact us three 80% Field Service Productivity Boost with DXAs Industrial Boiler — Field Services In the demanding world of field services, operational efficiency and expertise are necessities. A leading global manufacturer and service provider in industrial boiler maintenance encountered critical challenges as they faced an expanding skills gap with the impending retirement of seasoned engineers. This situation led to prolonged diagnostics, increased operational costs due to unnecessary part replacements, and significant downtime, hindering customer service expansion and global business growth. With the need for a swift and effective solution, the company turned to AITOMATIC to create powerful domain-expert AI agents (DXAs). Aitomatic DXAs empowered their field service operations by making decades of accumulated domain knowledge readily accessible to engineers of varying experience levels. The result was a groundbreaking improvement in operational efficiency: a 15% increase in productivity, a 10% reduction in costs, and the successful preservation of invaluable domain expertise. ‍ Reduced Costs -10% Increased Productivity 15% Time Saved per Day 1000 hrs ‍ The Problem Not Enough Experienced Engineers The manufacturer faced a dire challenge in field service operations as their most experienced engineers approached retirement, threatening the loss of invaluable domain knowledge. This problem was compounded by less experienced engineers who required more time for diagnostics and repairs, leading to inefficient operations. High costs associated with hiring and training competent engineers, coupled with Japan's aging demographic, made it challenging to recruit a high-quality workforce and scale their maintenance capabilities to match their sales growth. Before Aitomatic, the process for accessing documents and sharing knowledge was cumbersome. Engineers had to sift through multiple manuals and rely on scattered experiences, making it difficult to find specific information. The challenge of imparting knowledge to new employees was further exacerbated by the maintenance engineering department's reliance on varied guidance across different regions. Committed to employee success, they urgently needed a solution that could bridge this knowledge gap and help engineers at all experience levels. ‍ The Solution Scaling Domain Expertise with Aitomatic DXAs Faced with the challenge of preserving critical domain knowledge as seasoned engineers retired, the manufacturer turned to AITOMATIC DXAs. More than capturing the knowledge, Aitomatic's powerful DXAs employ sophisticated planning and reasoning paradigms to analyze complex industrial problems and provide near-perfect accurate answers. Previously, when novice engineers encountered an unexpected boiler pressure issue, they had to sift through extensive manuals and scattered documents to determine the cause. This process was time-consuming and often required the expertise of seasoned engineers. With DXAs, the engineers could instantly access a step-by-step diagnostic and repair plan. DXAs quickly identified the issue, even if it involved rare valve malfunctions—a task that typically required a veteran's expertise. As engineers and operators interact with the agents, the system automatically learns from feedback and refines its understanding and responses. Through iterative reasoning, Aitomatic DXAs continuously update their knowledge and adapt their problem-solving approaches to provide increasingly accurate and relevant solutions. The implementation of Aitomatic DXAs marked a transformative era in the company's field service operations. The manufacturer’s team of engineers saved an estimated 1,000 hours a day leveraging Aitomatic DXAs resulting in the manufacturer seeking to scale its application across the business. With the tool's success evident in 4x faster time to diagnosis, 15% increase in productivity and a 10% reduction in operational costs, the manufacturer can confidently expand its customer base and market presence across the industry. ‍ The Results Reduced Costs -10% Increased Productivity 15% Time Saved per Day 1000 hrs ‍ Explore Success Stories Quisque sapien urna, porttitor nec tempus at, convallis tempor ligula. Proin non quam in orci pulvinar tincidunt. Maecenas vehicula, augue eu dapibus laoreet, lacus risus porta massa, sit amet aliquam lectus Semiconductor — Process Optimization Cold-Chain — Predictive Maintenance Financial Data Management 3101 Park Boulevard Palo Alto, CA Customer Success Stories Semiconductor Process Optimization Industrial Boilers Field Services Cold Chain Predictive Maintenance Financial Data Management Resources Articles Newsroom Dana for Industry