JobotNewSolutions Architect - (Data Engineering) JobotSolutions Architect - (Data Engineering)Atlanta, GA$180,000–$205,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. Our teams partner with major cloud platforms and technologies including Snowflake, AWS, Azure, Databricks, dbt, Kafka, Fivetran, and more to deliver enterprise-scale solutions for some of the world’s largest organizations.
Davron LLCNewSales & Landscape Architect Davron LLCSales & Landscape ArchitectRoswell, GASALES & LANDSCAPE ARCHITECT | DESIGN CONSULTANT | LANDSCAPE ARCHITECT | LANDSCAPE DESIGNER | BACHELOR'S DEGREE IN LANDSCAPE ARCHITECTURE | AUTOCAD | MICROSOFT OFFICE | ASPIRE CRM | DYNASCAPE | HIGH-END RESIDENTIAL | LANDSCAPE DESIGN | SALES. This is an exciting opportunity to step into a unique hybrid role that blends creative landscape design, client-facing sales, and project coordination within a collaborative, family-like team known for strong retention, engaging custom work, and a laid-back, non-corporate culture.
JobotNewEnterprise Architect JobotEnterprise ArchitectBerkeley Lake, GA$150,000–$170,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. Design and implement enterprise-wide technology infrastructure, including integration technologies such as APIs, middleware, ESB, ETL, and data integration patterns.
SamsaraNewAI Engineer SamsaraAI EngineerAtlanta, GAYou will collaborate with architects, engineers, and cross-functional stakeholders across Samsara to brainstorm, design, rapidly prototype, and productionalize AI-driven features and capabilities that integrate deeply into real business workflows. Samsara (NYSE: IOT) is the pioneer of the Connected Operations™ Cloud, which is a platform that enables organizations that depend on physical operations to harness Internet of Things (IoT) data to develop actionable insights and improve their operations.
Grafana LabsNewStaff AI Engineer Grafana LabsStaff AI EngineerAtlanta, GARemoteGrafana Labs also helps more than 3,000 companies -- including Bloomberg, JPMorgan Chase, and eBay -- manage their observability strategies with the Grafana LGTM Stack, which can be run fully managed with Grafana Cloud or self-managed with the Grafana Enterprise Stack, both featuring scalable metrics (Grafana Mimir), logs (Grafana Loki), and traces (Grafana Tempo). This role sits within the People Technology team, partnering closely with People Operations, Talent Acquisition, Enablement, Finance, and Go-to-Market teams to design intelligent workflows and data products that improve how we hire, develop, and support Grafanistas worldwide.
Unity SoftwareNewSenior Product Strategy Architect, Graphics Unity SoftwareSenior Product Strategy Architect, GraphicsAtlanta, GADefine and own a product vision, strategy, and roadmap that is informed by technical product expertise, customer feedback from Unity Studio Productions and Customer Success organizations, Production Verification, market research, user feedback, and competitive analysisPartner with stakeholders (e.g. As a Product Strategy Architect in the Engine Product organization, you will play a pivotal role in defining product requirements with technical input on customer need, value, measurability, as well as the ability to use and demonstrate product in a hands-on fashion.
Levi, Ray & ShoupNewAI Developer - Remote Levi, Ray & ShoupAI Developer - RemoteAtlanta, GARemote$40–$70 / hourWe are seeking a highly skilled and innovative AI Developer to design, build, and deploy cutting-edge AI-powered solutions that transform how our business operates. This role focuses on leveraging generative AI technologies to accelerate development, automate workflows, and deliver impactful solutions across the organization.
Pinnacle Technical ResourcesAI/ ML Engineer Pinnacle Technical ResourcesAI/ ML EngineerAlpharetta, Georgia$85–$90 / hourContractorThe Software Developer will support the Cyber Security portfolio within Cyber Data Risk & Resilience (CDRR), contributing to the design, development, and delivery of secure, scalable technology solutions. The specific compensation for this position will be determined by several factors, including the scope, complexity, and location of the role, as well as the cost of labor in the market; the skills, education, training, credentials, and experience of the candidate; and other conditions of employment.
Cox CommunicationsDirector, Solutions Architecture (RapidScale) Cox CommunicationsDirector, Solutions Architecture (RapidScale)Atlanta, GA$148,500–$247,500As an Elite Broadcom VMware VCSP Partner and top partner with AWS, Azure, and Google, our solutions focus on business outcomes with embedded cyber resiliency and AI to protect today and enable tomorrow backed by the strength of the Cox family of companies. Your mission is to drive revenue growth by aligning technical solution strategy to customer business and technology outcomes - ensuring every solution we design is technically sound, scalable, repeatable, and purpose-built for business success.
Komodo HealthNewStaff Data Engineer Komodo HealthStaff Data EngineerAtlanta, GA$208,000–$282,000 / yearAs a Staff-level IC, you will set technical direction across data modeling, productization, analytics enablement, and scalable delivery patterns, partnering with Product, Data Science, and consuming application teams to make Healthcare Map data usable at enterprise scale. Scalable Data Systems: Design and implement high-performance data processing and serving patterns across large-scale healthcare datasets, using the right tools for the problem across SQL, Python, Spark, Rust, C++, and emerging AI-enabled engineering workflows.
SamsaraNewSenior Software Engineer, Growth SamsaraSenior Software Engineer, GrowthAtlanta, GADevelop AI-powered products and agents that drive revenue pipeline and improve GTM operational efficiency - whether thats enhancing lead scoring models, automating content generation and multi-step GTM workflows, enriching data, or building smarter seller-facing tools. • You want to impact the industries that run our world: Your efforts will result in real-world impact—helping to keep the lights on, get food into grocery stores, reduce emissions, and most importantly, ensure workers return home safely.
Levi, Ray & ShoupNewBusiness Analyst - Remote Levi, Ray & ShoupBusiness Analyst - RemoteAtlanta, GARemote$80–$95 / hourThis role requires both technical oversight of the implementation and project leadership to help carriers make broader architecture choices and align our client’s system into the carrier’s overall technical environment. Make complex decisions over the right solution for the customer factoring in delivery capabilities, available data, advancements in technology, and expected market developments.
Alera GroupSenior AI Architect & Engineer Alera GroupSenior AI Architect & EngineerAlpharetta, GeorgiaDevelop and maintain REST API integrations across the ETP tool stack: Attio, Airtable, Notion, Beehiiv, and carrier data feeds. We're seeking a Senior AI Architect & Engineer who will support risk strategy, client service excellence, and operational accuracy through transofrmational technology deliverables.
Stride, Inc.AI Architect Stride, Inc.AI ArchitectAtlanta, GeorgiaDrives the conception, prototyping, and deployment of machine learning models-particularly in natural language processing (NLP) and recommender systems-across multiple product lines; Leverages AWS and Azure ecosystems, containerization, and infrastructure-as-code tools to create and maintain production-ready AI systems that can scale efficiently; Working from proof-of-concept through full productization, including data ingestion, model training, deployment, monitoring for performance drift, and iteration for continuous improvement; Informs, influences, and supports product decisions. Advocates for robust DevOps/MLOps, agile methodologies, and cross-functional collaboration to maximize the impact of AI deployments; Aligns K12's AI capabilities with the needs of our schools & school services teams that will drive the adoption and use of actionable data to deliver improved outcomes; Identifies and defines strategic opportunities for leveraging data science across other businesses and functions in support of K12's mission, vision and long-term strategy; Demonstrates a passion for education and the K12 experience, actively motivating and encouraging the same passion in employees.
SangomaAI Solutions Architect - UC, Voice and Data SangomaAI Solutions Architect - UC, Voice and DataAtlanta, GA$150,000–$190,000Your Background: 3 plus years of experience in Technical Product Architecture, Systems Design, AI Solutions Engineering, or similar role deploying AI/ML solutions in production. At Sangoma, we’re embedding AI directly into the core of our UCaaS and CCaaS platforms to create real competitive advantage and real customer impact.
PeopleNTech LLCAI Architect / Principal Data Scientist PeopleNTech LLCAI Architect / Principal Data ScientistAtlanta, GASoft Skills & Mindset: Strategic Leadership: Ability to align AI initiatives with business goals and drive long-term technology vision Ownership & Accountability: Takes end-to-end ownership of architecture, delivery, and outcomes Influence & Communication: Strong ability to communicate complex technical concepts to senior stakeholders and executives Innovation Mindset: Continuously explores emerging AI trends and drives adoption of next-gen technologies. Architect & Scale AI Solutions: Design end-to-end AI/ML architectures, including scalable, secure, and production-ready systems using Machine Learning, Deep Learning, and Large Language Models (LLMs).
Dolby Laboratories IncAI Architect Dolby Laboratories IncAI ArchitectAtlanta, GA$152,000–$209,000 / yearWhat This Role Is Not This is not a pure research role; the focus is on translating research into production ready solutions This is not an MLOps, LLM only, or infrastructure focused role This role does not center on integrating third party APIs; the work involves developing proprietary models This is not a people management role, though the position involves technical leadership and influence. You will play a critical role in defining technical strategy for developing, training, and deploying AI/ML models-particularly in edge ML and NPU enabled platforms-while collaborating closely with researchers, software engineers, and external partners such as silicon vendors.
Syntricate TechnologiesAI Architect Syntricate TechnologiesAI ArchitectAtlanta, GAFull timeFamiliarity with clinical decision support systems, microservices, and containerization 12+ years in software development/architecture; experience with AI tools. Experience with healthcare domains, scaled agile (SAFe), and conversational platforms like Watson is plus to have healthcare side
PricewaterhouseCoopers LLPAI Insurance Solutions Architect, Sr. Manager PricewaterhouseCoopers LLPAI Insurance Solutions Architect, Sr. ManagerAtlanta, GA$124,000–$280,000 / yearThese individuals analyse client needs, implement software solutions, and provide training and support for seamless integration and utilisation of business applications, enabling clients to achieve their strategic objectives. Examples of the skills, knowledge, and experiences you need to lead and deliver value at this level include but are not limited to: Craft and convey clear, impactful and engaging messages that tell a holistic story.
Ova TechnologiesAI Architect Ova TechnologiesAI ArchitectAlpharetta, GAThe ideal candidate will work on building scalable AI models, optimizing machine learning pipelines, and integrating intelligent systems into business applications. We are looking for a talented AI/ML Engineer to design, develop, and deploy machine learning and artificial intelligence solutions.
ReSource ProPrincipal AI Solutions Architect ReSource ProPrincipal AI Solutions ArchitectAtlanta, GARemoteFull timeServing 2,000+ carriers, brokers, wholesalers, and MGAs, ReSource Pro is a recognized market leader in insurance workflow optimization, data and technology services, and strategic operating model transformation. This highly autonomous role operates at the intersection of client engagement, AI product design, and business strategy, translating complex insurance workflows into scalable AI-enabled solutions.
PeopleNTech LLCAI Solutions Architect PeopleNTech LLCAI Solutions ArchitectAtlanta, GARemoteGuide and supervise coding assistants and AI agents (ChatGPT, Cursor, Claude) to accelerate delivery while ensuring correctness, security, and maintainability • Design and operate event-driven architectures using AWS native services and messaging middleware. Expert-level understanding of enterprise integration patterns, including: o Event-driven and asynchronous integration o API-based and message-based communication o Workflow orchestration and choreography o Integration with shared enterprise services.
Boston Consulting GroupNewBCG Platinion | Principal Architect - AI Platforms Boston Consulting GroupBCG Platinion | Principal Architect - AI PlatformsAtlanta, GAOur consultants and experts globally work across all industries and provide deep experience and expertise across a number of topics including Digital Transformation, Data & Digital Platforms, AI at Scale, Agile, Cybersecurity and Digitizing the Tech Function. You'll work across AI, data, product, and engineering teams to define scalable architectures for AI-driven applications, enabling the seamless integration of large language models (LLMs), data pipelines, and enterprise systems.
Deloitte Touche Tohmatsu LtdNewAI Solutions Architect Deloitte Touche Tohmatsu LtdAI Solutions ArchitectAtlanta, GA$163,400–$322,100 / yearCertifications in artificial intelligence, machine learning, or cloud platforms, such as AWS Certified Machine Learning - Specialty, Google Cloud Professional Machine Learning Engineer, Microsoft Azure AI Engineer Associate, Microsoft Azure Data Scientist Associate, or Microsoft Azure Solutions Architect Expert. Supporting the products and capabilities of the Human Capital Offering Portfolio, our Engineering team is full of passionate, energetic, and multi-talented engineers who are excited about building the world's greatest personalized and business friendly applications.
ManpowerGroup GlobalNewSenior Bloomreach Architect: AI, CDP & CMS - Remote ManpowerGroup GlobalSenior Bloomreach Architect: AI, CDP & CMS - RemoteAtlanta, GARemoteIdeal candidates will have 10+ years in enterprise architecture with proven expertise in CMS architectures, CDP, and Loomi AI. Bloom reach Architect to lead the architectural strategy and technical direction of digital experiences.
Shiftcode Analytics, IncLead AI Governance & Cloud Architect Shiftcode Analytics, IncLead AI Governance & Cloud ArchitectDunwoody, GAThis is both a strategic and hands-on architecture position focused on building secure AI environments, implementing governance frameworks, and creating the operational controls required to scale AI responsibly within HIPAA- and SOC2-regulated systems. The Lead AI Governance & Cloud Architect will design and lead the secure framework powering enterprise-wide adoption of Claude Enterprise and advanced LLM technologies across a nationwide healthcare environment.
Deposco, Inc.Senior AI Architect - Supply Chain Intelligence Deposco, Inc.Senior AI Architect - Supply Chain IntelligenceAlpharetta, GAYou will join a team of world-class, highly motivated engineers delivering a high-quality software architecture that will help solve the challenges at the scale that our customers trust us to get right, and so communication and ability to work in a team environment are key for this position. Design and develop scalable, mission-critical web applications in a SaaS environment utilizing Java technologies, including feature development for concurrent user activity, bulk data processing, integration and messaging, analytics, and generative AI.
Aimpoint DigitalNewSenior AI Strategy Architect Remote Aimpoint DigitalSenior AI Strategy Architect RemoteAtlanta, GARemoteThe role involves working at the intersection of business strategy and modern data platforms, guiding clients in their AI initiatives. A premier analytics consulting firm is seeking an AI Solutions Architect to lead AI strategy engagements remotely within the US.
WorkdayNewForward-Deployed AI Enterprise Architect WorkdayForward-Deployed AI Enterprise ArchitectAtlanta, GA$138,600–$208,000 / yearIdeal candidates have extensive experience in technology solution design and must be able to present effectively to technical and executive audiences. A leading AI platform company is looking for a Forward Deployed Enterprise Architect in Atlanta, Georgia.
EPAM Systems IncGenerative AI Systems Architect EPAM Systems IncGenerative AI Systems ArchitectAtlanta, GABy collaborating with engineering, security, data governance, and product teams, the Architect will translate business goals into platform designs and actionable delivery plans, while mentoring engineers and advocating for best practices in LLMOps/ModelOps. The role involves creating reference architectures, guardrails, and roadmaps to deliver scalable and secure AI solutions-including LLMs, agentic applications, and tool integrations-across multiple clouds.
ProofpointNewRemote AI Integration Architect ProofpointRemote AI Integration ArchitectAtlanta, GARemoteProofpoint is seeking an experienced AI Integration Specialist to drive AI solution delivery across Managed Services, Customer Success, and Technical Account Management. This fully remote role focuses on leveraging the AI platform, implementing configurations, and integrating solutions to enhance customer experiences.
DeloitteSFL AI Technical Project Lead - AI Delivery & Executive Reporting DeloitteSFL AI Technical Project Lead - AI Delivery & Executive ReportingAtlanta, GA$107,600–$198,400 / yearYou will lead strategic planning and coordination, which may include development of comprehensive data strategies, data and AI governance frameworks, support testing and organizational change management plans, and the establishment of data science environments that allow technical teams to deliver novel products, tools, and services. From strategy to execution, this team delivers integrated, end-to-end support and advisory services covering valuation modeling, cost optimization, restructuring, business design and transformation, infrastructure and real estate, mergers and acquisitions (M&A), and sustainability.
Yantran LLCNewSr. Java Full Stack & AI Developer Yantran LLCSr. Java Full Stack & AI DeveloperAlpharetta, GADatabase: Experience with SQL (SQL Server, PostgreSQL), NoSQL (Cosmos DB, MongoDB), and vector databases (good to have for AI use cases). distributed systems, event driven architecture (Kafka/Azure Service Bus/Event Hub), and domain driven design (DDD).
Northside Hospital Inc.Enterprise Automation & AI Program Manager Northside Hospital Inc.Enterprise Automation & AI Program ManagerAtlanta, Georgia
Thought Logic ConsultingSenior Director, Data & AI Solutions Thought Logic ConsultingSenior Director, Data & AI SolutionsAtlanta, GAReporting directly to the overall Managing Partner of our D&A Practice, you'll own our go-to-market engine, driving sales strategy, solutioning excellence, and revenue generation. You'll architect our growth strategy, cultivate high-value client relationships, and position our practice as the trusted partner for data-driven transformation.
Scientific Research CorporationGen AI Subject Matter Expert Scientific Research CorporationGen AI Subject Matter ExpertAugusta, GAScientific Research Corporation (SRC) is seeking a highly experienced Subject Matter Expert (SME) in secure, hardened Generative AI to support the Test Resource Management Center’s operation of the Artificial Intelligence Digital Engineering Test Laboratory (AIDETL) in Augusta, Georgia. Demonstrated deep expertise in the Generative AI landscape, including large language models (e.g., Claude, GPT-series, open-source models), prompt engineering, RAG architectures, fine-tuning, and agentic AI frameworks.
TalentBridgeAI Lead TalentBridgeAI LeadCarrollton, GAThis individual will act as an internal AI catalyst, identifying business pain points, designing and building AI-driven solutions, and helping business teams operationalize AI capabilities. The organization is already actively leveraging tools such as ChatGPT and Microsoft Copilot and is open to implementing additional technologies (e.g., Claude or other emerging AI platforms) as needed.
Accenture PlcLife Sciences Industry Expert - Supply Chain and Manufacturing Data and AI Consultant Accenture PlcLife Sciences Industry Expert - Supply Chain and Manufacturing Data and AI ConsultantAtlanta, GAIn Strategy & Consulting we work with C-suite executives, leaders and boards of the worlds leading organizations, helping them reinvent every part of their enterprise to drive greater growth, enhance competitiveness, implement operational improvements, reduce cost, deliver sustainable 360° stakeholder value, and set a new performance frontier for themselves and the industry in which they operate. We work with our pharmaceutical, biotech, medical technology, distributor and consumer health clients globally to redefine the future of the life sciences industry: combining the latest technology with scientific breakthroughs to revolutionize how medical treatments are discovered, developed and delivered to patients around the world.
CirrusLabsNewSoftware Engineer III (AI) CirrusLabsSoftware Engineer III (AI)Alpharetta, GAAs a senior level AI Software Engineer, you mentor other engineers in software development best practices and exemplify a sense of product ownership, value in creativity and exploration, and a positive, "get to yes" attitude. As an AI Software Engineer, you will be responsible for designing, developing, and deploying world-class Decision Intelligence and AI-enabled products for our customers.
Intercontinental ExchangeNewLead Engineer, Platform Engineering - AI Intercontinental ExchangeLead Engineer, Platform Engineering - AIAtlanta, GA$133,900–$154,500 / yearThey establish design patterns and best practices that span LLM, MCP, and agentic capabilities, ensuring the platform scales securely and operates with consistency across the enterprise. Establish design patterns and best practices for RAG workflow implementation, including ingestion strategies, chunking approaches, embedding model selection, and retrieval optimization.
Purple DriveSenior AWS Cloud & Generative AI Engineer Purple DriveSenior AWS Cloud & Generative AI EngineerAtlanta, GA, GeorgiaUtilize AWS services including CloudFormation, CDK, Step Functions, Lambda, EventBridge, DynamoDB, S3, Glue, and Athena to design and orchestrate robust cloud infrastructures. Integrate and manage Amazon Knowledge Bases and Vector Databases to enhance contextual understanding and retrieval-augmented generation (RAG) workflows.
The Intersect GroupSr. AI Platform Engineer The Intersect GroupSr. AI Platform EngineerAtlanta, GARemoteOur client is a large-scale enterprise at the forefront of digital transformation, investing heavily in next-generation AI capabilities to drive innovation, operational efficiency, and intelligent decision-making across the organization. The Intersect Group is seeking a Senior AI Context & Governance Architect to design and implement core architectural frameworks that enable scalable, efficient, and responsible AI across the enterprise.
SPAR SolutionsSenior Business Analyst SPAR SolutionsSenior Business AnalystSandy Springs, GARemote$100,000–$120,000 / yearOur consulting practice is expanding rapidly, serving as a trusted partner for complex solutions across Health & Life Sciences, Contact Centers, Field Service, and emerging AI technologies including Agentforce and Data Cloud. At SPAR, we help clients scale and grow by delivering cutting-edge Salesforce solutions that improve both Customer and Employee experiences.
PeopleNTech LLCDesignation - AI Engineer PeopleNTech LLCDesignation - AI EngineerAtlanta, GARemoteRAG pipelines: use Hugging Face, LangChain, and Open AI API to architect RAG pipelines and integrate generative AI into enterprise cloud environments. Applied experience with OEE, Six Sigma, SPC, and lean methodologies to drive measurable gains in yield, uptime, and efficiency.
UNUM GroupAVP, AI Enterprise Architecture UNUM GroupAVP, AI Enterprise ArchitectureUSA, GA$133,500–$274,100 / yearThe leader directly contributes to the design and development of enterprise AI platforms, reference architectures, and reusable patterns, while ensuring our AI architecture & technology decisions align to Unum Group’s business strategy and long-term value. General Summary: This role is responsible for defining and advancing the enterprise AI architecture strategy assuring scalable, secure, and flexible AI capabilities that enable rapid delivery of business value.
Finastra LtdAI Application Project Manager Finastra LtdAI Application Project ManagerAtlanta, GARequired Experience: • Experience in project or program management in Banking and Financial implementation projects • Implementation with Client facing experience • Project management certifications (PMI, CSM, Agile, SAFe, etc.,) • Strong communication, negotiation and stakeholder expectation management skills • Experience with Finastra products is a plus We are proud to offer a range of incentives to our employees worldwide. Publishing project reports, KPI metrics, retrospectives, lessons learned and best practices • Project budgeting and costing: Manage and monitor project forecast and budget to ensure projects are executed within allocated budgets by optimizing costs and control cost leakages.
Expert In Recruitment SolutionsSenior AI Engineer LLM & Agentic Systems (Python) Expert In Recruitment SolutionsSenior AI Engineer LLM & Agentic Systems (Python)Atlanta, GAThis role owns the end-to-end development of intelligent solutions from architecture to deployment leveraging Python, modern LLM frameworks, and scalable system design. We are seeking a senior AI engineer to design and build production-grade LLM-powered applications and agentic systems.
Expert In Recruitment SolutionsSenior AI Engineer Expert In Recruitment SolutionsSenior AI EngineerAtlanta, GAJob Requirements - - 2/3 years hand-on experience developing Agentic workflows Strong Python expertise with experience building and deploying production-grade backend systems Hands-on experience developing applications using LLMs, including prompt engineering and orchestration Proven experience with RAG architectures, embeddings, and vector databases Experience with agentic frameworks (e.g., LangChain, LangGraph, AutoGen) Strong system design skills with experience building and scaling cloud-based applications . Required Skills - AI, LLM, Agentic (Python) Job Duties - Architect and deliver end-to-end LLM-powered applications and agentic workflows using Python Design and implement RAG pipelines over enterprise data using embeddings and vector databases Build multi-step, tool-using agents (planning, execution, memory) using frameworks such as LangChain Integrate AI systems with APIs, backend services, and cloud platforms Establish evaluation, reliability, and performance strategies (accuracy, latency, cost) .
Metasys TechnologiesAI Leader Hands-on Smart Program Lead Metasys TechnologiesAI Leader Hands-on Smart Program LeadAtlanta, GA$65–$75 / hourThis role requires a leader who can define AI strategy, lead cross-functional teams, engage with executive stakeholders, and remain hands-on in designing and implementing intelligent solutions that create measurable business value. Client is seeking a highly experienced and strategic AI Leader Hands-on Smart Program Lead with 10+ years of industry experience to drive enterprise-wide AI transformation initiatives.