Sr. AI Software Engineer (C#/.Net, infrastructure & startup exp. req'd) - 100% REMOTE JobotSr. AI Software Engineer (C#/.Net, infrastructure & startup exp. req'd) - 100% REMOTENew York City, NYRemote$170,000–$270,000 / yearThe ideal candidate will be mid-level backend .Net Software Engineer with recent experience within a small, fast-paced, API-focused AI infrastructure startup company with lean, highly collaborative engineering teams, where they have operated with significant ownership, autonomy, and a strong “go-getter” mentality. Information 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.
Senior AI Engineer JobotSenior AI EngineerNew York, NY$225,000–$280,000 / 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. The product sits at the intersection of AI, automation, and real world impact, using LLMs and agentic systems to replace hours or weeks of manual work with intelligent, scalable software.
NewGenerative AI Training Specialist IconmaGenerative AI Training SpecialistNew York, NY$84.66–$89.66 / hourBuild and deliver training on AI coding assistants such as Claude Code and OpenAI Codex, helping engineering and technical teams learn to use these tools effectively in their day-to-day development work. Responsibilities: Design and facilitate live and on-demand training on generative AI tools, including (but not limited to) client GPT, ChatGPT Enterprise, Microsoft Copilot, and Claude.
Senior Software Engineer II - AI Tooling and Interfaces DoubleVerifySenior Software Engineer II - AI Tooling and InterfacesNew York, NY$107,000–$193,000 / yearSoftware Engineer II in AI Tooling and Interfaces, youll design and build systems purpose-built for AI agents, automations, and decisioning engines that drive real outcomes for our clients and internal teams. If you enjoy turning high-volume data into clean, powerful systems—and you want your work to drive real business outcomes rather than just dashboards—this role puts you right at the center of the action.
NewAgentic AI Developer Intern JobTarget LLCAgentic AI Developer InternStamford, CT$27–$30 / hourYou will work closely with software engineers, AI/ML engineers, product managers, and data teams to develop prototypes, integrate large language models, build APIs, evaluate model outputs, and contribute to production-quality AI features. Familiarity with tools or concepts such as: OpenAI, Anthropic, Gemini, Azure OpenAI, or similar LLM platforms LangGraph, LangChain, LlamaIndex, Semantic Kernel, or similar AI application frameworks.
NewAI & Data Associate Director - Energy Providers EM&V GuidehouseAI & Data Associate Director - Energy Providers EM&VHoboken, NJRemote$135,000–$225,000 / yearThe Associate Director will oversee cross-functional teams and collaborate directly with client executives and business leaders to drive value through cutting-edge evaluation of program including of load management and demand response, energy efficiency, renewable, EV, energy storage, decarbonization, and electrification. We are seeking an experienced Associate Director to join our growing AI and Data practice, with a dedicated focus on Evaluation, Measurement & Verification (EM&V) of utility energy efficiency and demand side management (DSM) programs for commercial energy providers.
NewGenerative AI Training & Support Specialist JobotGenerative AI Training & Support SpecialistNew York, NY$80–$90 / hourInformation 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. Reporting to the Senior Manager of User Engagement, Education & Tech Academy, this individual will be responsible for designing, delivering, and supporting generative AI training and enablement programs across the enterprise.
NewTechnical Project Manager III (AI/Initiatives) BC ForwardTechnical Project Manager III (AI/Initiatives)New York, NYFull timeThe ideal candidate will have strong experience in planning and coordinating information systems, systems analysis, and software delivery and a proven ability to lead large cross-functional initiatives to successful outcomes . With delivery centers and offices across North America and India, we take pride in building long-term relationships and delivering excellence through innovation, collaboration, and integrity.
IT Project / Program Manager (PMP / AI & Cloud platform) TRIGYN TECHNOLOGIES, INC.IT Project / Program Manager (PMP / AI & Cloud platform)White Plains, NY$75–$78 / hourContractorThe successful candidate will be responsible for ensuring the successful delivery of projects and use cases in this program by coordinating across teams, managing timelines, budgets, and resources, and maintaining alignment with organizational goals. The ideal candidate will possess deep expertise in IT project management, AI technologies, cloud platforms, and governance structures.
AI Governance Lead Yantran LLCAI Governance LeadWarren, NJday to day driver of an enterprise AI governance implementation programme, co leading delivery with the client s Privacy and Security leadership. *** represents the connected world, offering innovative and customer-centric information technology experiences, enabling Enterprises, Associates, and Society to Rise.
Full Stack AI Software Engineer BC ForwardFull Stack AI Software EngineerJersey City, NJ$68–$68.25 / hourFull timeThe ideal candidate will have strong experience in full stack development across modern UI frameworks and Python backends and a proven ability to deliver scalable, low-latency, AI-enabled enterprise applications. With delivery centers and offices across North America and India, we take pride in building long-term relationships and delivering excellence through innovation, collaboration, and integrity.
Machine Learning / AI Contractor: 10+ years (Expert) ApolisMachine Learning / AI Contractor: 10+ years (Expert)New York, NYRemote$72–$75 / hourTool & System Integration: Architect the "connective tissue" between our AI agents and live enterprise infrastructure (e.g., Oracle database Google Workspace, Jira, Salesforce, BigQuery) using Model Context Protocol (MCP) servers and custom APIs and Oracle Database MCP server. • Complex Workflow Automation: Develop long-running agents capable of managing multi-day, multi-step workflows, utilizing complex reasoning patterns (e.g., ReAct, hierarchical delegation, self-reflection).
Cloud Security Architect (AI) ApolisCloud Security Architect (AI)New York, NY$60 / hourThe AI Security Team is responsible for establishing secure-by-design principles for AI and Agentic AI systems, ensuring appropriate controls, governance, monitoring, and regulatory alignment across platforms such as ChatGPT Enterprise, AWS Bedrock, Databricks, and other enterprise AI services. The role will serve as a hands-on technical contributor responsible for defining, implementing, and validating security controls and solutions that protect AI and data development, deployment, and usage across the enterprise.
Senior Python Developer - Generative AI (GenAI) BC ForwardSenior Python Developer - Generative AI (GenAI)Jersey City, NJ$68–$68.25 / hourFull timeThe ideal candidate will have strong experience in Python, GenAI lifecycle management, RAG pipelines, vector databases, and API-first application development and a proven ability to deliver secure, scalable AI-driven applications for document processing, risk analytics, and compliance reporting . With delivery centers and offices across North America and India, we take pride in building long-term relationships and delivering excellence through innovation, collaboration, and integrity.
Senior GenAI Engineer / AI Engineer BC ForwardSenior GenAI Engineer / AI EngineerJersey City, NJ$68–$68.25 / hourFull timeWith delivery centers and offices across North America and India, we take pride in building long-term relationships and delivering excellence through innovation, collaboration, and integrity. BCforward is a leading global IT consulting and workforce solutions firm providing services and support to Fortune 500 and government clients.
Senior AI Engineer BC ForwardSenior AI EngineerJersey City, NJ$68–$68.25 / hourFull timeThe ideal candidate will have strong experience in end-to-end GenAI solution delivery, data management, and Python engineering, and a proven ability to translate business strategy into actionable, governed AI solutions. We are seeking an experienced Application Programmer III to join our team and lead development for a high-visibility Generative AI initiative focused on document summarization and chatbot capabilities across multiple lines of business.
Principal or Senior Principal Anthropic AI Solutions East Region Slalom IncPrincipal or Senior Principal Anthropic AI Solutions East RegionNYRemote$157,000–$216,000 / yearLead the design and delivery of enterprise AI solutions using Anthropic technologies, including large language model integrations, agentic workflows, and retrieval-augmented generation pipelines, to drive measurable client outcomes. You spend roughly 40% of your time delivering: architecting Claude-based solutions, leading technical engagements, and acting as the SME on model usage, MCP integrations, agentic workflows, and enterprise deployment patterns.
Solution Engineer - Cloud & AI Infrastructure Microsoft CorpSolution Engineer - Cloud & AI InfrastructureNY$106,400–$203,600 / yearRequired Qualifications: 5+ years technical pre-sales or technical consulting experience OR equivalent experience OR Bachelors Degree in Computer Science, Information Technology, or related field AND 4+ years technical pre-sales or technical consulting experience OR Masters Degree in Computer Science, Information Technology, or related field AND 3+ years technical pre-sales or technical consulting experience. Build trusted advisor relationship with customers' technical decision makers and use proactive effort to find and understand customers' pain points and work together with customers to co-develop secure & resilient solution architecture for production scale delivery using Cloud Adoption Framework (CAF) best practices including Unified Support and Cloud Migration Factory (CMF) offer for every opportunity.
AI Enablement Specialist Kyndryl IncAI Enablement SpecialistNew York, NY$100,080–$190,080 / yearKyndryl currently does not require employees to be fully vaccinated against COVID-19, however, if you are hired to work at a client, customer, or partner location, you may be required to show proof of vaccination to align with their respective COVID-19 vaccination policies. With state-of-the-art resources and Fortune 100 clients, every day is an opportunity to innovate, build new capabilities, new relationships, new processes, and new value.
Principal Solution Architect, AI Agents Wolters Kluwer N.V.Principal Solution Architect, AI AgentsNY$146,900–$262,400 / yearIn addition to creating proof-of-concepts to demonstrate best practices and accelerate adoption, you'll play a key role in driving the evolution of the GenAI platform by identifying gaps, proposing enhancements, and collaborating with platform engineering teams to deliver new capabilities. Help product engineering teams design and implement scalable AI solutions that leverage WKs GenAI platform to drive impact in healthcare, legal, tax, and compliance industries.
AI Governance Capgemini SEAI GovernanceBrooklyn, NY$103,330–$128,656 / yearThe disclosed range takes into account the wide range of factors that are considered in making compensation decisions including, but not limited to, geographic location, relevant education, qualifications, certifications, experience, skills, seniority, performance, sales or revenue-based metrics, and business or organizational needs. Important Notice: Compensation (including bonuses, commissions, or other forms of incentive pay) is not considered earned, vested, or payable until it becomes due under the terms of applicable plans or agreements and is subject to Capgemini's discretion, consistent with applicable laws.
AI Forward Deployed Engineer ZipHQ IncAI Forward Deployed EngineerNew York City, NY$130,000–$150,000 / yearAs an AI Forward Deployed Engineer, you will embed directly inside our most strategic accounts, uncover the operational problems that are hardest to see from the outside, and build working solutions using Zips agent infrastructure and AppStudio. You will work where Zips platform meets real enterprise complexity, across procurement, finance, legal, and risk workflows, and you will be expected to see what needs to exist before the customer can articulate it.
AI Engineering, Vice President (New York, New Jersey, Toronto) The Goldman Sachs Group IncAI Engineering, Vice President (New York, New Jersey, Toronto)Newark, NJ$115,000–$180,000 / yearJoin our engineering teams that build massively scalable software and systems, architect low latency infrastructure solutions, proactively guard against cyber threats, and leverage machine learning alongside financial engineering to continuously turn data into action. We''re committed to fostering and advancing diversity and inclusion in our own workplace and beyond by ensuring every individual within our firm has a number of opportunities to grow professionally and personally, from our training and development opportunities and firmwide networks to benefits, wellness and personal finance offerings and mindfulness programs.
Data Architect with Snowflake & AI Platforms Capgemini SEData Architect with Snowflake & AI PlatformsNY$90,786–$110,762 / yearArchitect and implement AI‑powered solutions using Snowflake Cortex including Cortex LLM functions, Cortex Search for semantic/vector/RAG capabilities, Cortex Analyst for conversational analytics, Document AI, and integration with external LLMs (e.g., for fine‑tuning, agents, and multimodal data processing). Lead end‑to‑end data architecture and solution design for Snowflake‑based data platforms including logical/physical data models, ingestion patterns (batch, streaming, Snowpipe), storage layers (raw, curated, consumption/semantic), and consumption patterns for analytics, BI, and AI/ML.
Client Success Specialist- AI The Circana GroupClient Success Specialist- AINY$90,000–$100,000 / yearThis role bridges product support, user experience, and development by investigating issues, coordinating resolutions, coaching commercial teams, and managing communication between users, client service teams, and product development. An employee's position within the salary range will be based on several factors including, but not limited to, relevant education, qualifications, certifications, experience, skills, seniority, geographic location, performance, shift, travel requirements, sales or revenue-based metrics, any collective bargaining agreements, and business or organizational needs.
Principal AI Engineer Salesforce IncPrincipal AI EngineerNY$172,500–$313,700 / yearYou'll build and maintain the core infrastructure, CI/CD pipelines, and platform services that underpin our machine learning initiatives and go further in designing the harnesses, sandboxes, and evaluation frameworks that let AI agents be developed, tested, and trusted in production. Implement evaluation frameworks for agent behavior using a combination of vendor, open source or in house built tools - covering task success, tool selection accuracy, trajectory evaluation, hallucination rates, latency, and cost.
AI Architect, Finance ZipHQ IncAI Architect, FinanceNew York City, NY$130,000–$150,000 / yearAs an AI Architect, Finance, you will work directly with enterprise customers to design, deploy, and optimize AI agents across the full AP cycle: invoice inbox, PO and invoice coding, three-way matching, approval workflows, invoice processing, disbursements, payments, and wallet management. Design and Build AP AI Agents: Collaborate with customers to understand their AP and P2P workflows and configure agents that handle invoice intake, GL coding, three-way matching, exception routing, and payment approvals.
Director, AI Product / Program Facilitator Pfizer IncDirector, AI Product / Program FacilitatorNew York City, NY$162,900–$271,500 / yearSubject to further legal review and statutory or regulatory clarification, which Pfizer intends to pursue, reimbursement of recruiting expenses for licensed physicians may constitute a reportable transfer of value under the federal transparency law commonly known as the Sunshine Act. You turn an initiative's goals into a running program: you own the plan and key milestones, drive cadence, manage dependencies and risk, coordinate vendors and contractors, and keep the delivery team, the business sponsor, and the governance functions moving as one.
Digital Experience & AI Enablement Partner World Economic Forum SwitzerlandDigital Experience & AI Enablement PartnerNY$120,000–$140,000 / yearThis position will lead the adoption and effective use of the Forum's core digital and AI-enabled products across internal teams and external users, while continuously identifying opportunities to streamline workflows through practical automation. The Digital Experience & AI Enablement Partner will report to the Head of Digital Success & Support in Geneva and will work closely with the Intelligent Workplace Product Team and internal stakeholders across the New York and San Francisco offices.
Lead Software Engineer - Core AI Zeta Global CorpLead Software Engineer - Core AINY$200,000–$215,000 / yearAs a Lead Software Engineer on our AI Platform Team, you will drive the design and development of the next generation of agentic, reliable, and scalable GenAI platforms supporting state-of-the-art large language models, evaluation systems, and secure developer tooling. Zeta Global (NYSE: ZETA) is the AI-Powered Marketing Cloud that leverages advanced artificial intelligence (AI) and trillions of consumer signals to make it easier for marketers to acquire, grow, and retain customers more efficiently.
AI Forward Deployed Engineer Railway Health IncAI Forward Deployed EngineerNew York City, NY$180,000–$225,000 / yearPrototypes or demos do not measure success in this role; it's measured by operational leverage: faster workflows, fewer manual processes, lower costs, and teams that can scale far more efficiently because of the systems you deployed. At most insurance companies, teams such as underwriting, claims, premium finance, member support, care navigation, and sales operations each rely on extensive ecosystems of external vendors and legacy SaaS tools.
Lead AI Engineer, Data Solutions Salesforce IncLead AI Engineer, Data SolutionsNY$172,500–$260,100 / yearThis role focuses on developing intelligent decisioning systems and building an agent flywheel-a system of feedback loops that continuously evaluate, optimize, and improve agent performance over time. The world of work as we know it is changing and we're looking for Trailblazers who are passionate about bettering business and the world through AI, driving innovation, and keeping Salesforce's core values at the heart of it all.
Solution Engineer - AI Business Process Microsoft CorpSolution Engineer - AI Business ProcessNY$85,100–$169,800 / yearYoull collaborate closely with engineering leaders and platform teams to accelerate Dynamics 365, Power Platform, and AI through hands-on engagements like Proof of Concepts (PoC), hackathons, and architecture workshops. There is a different range applicable to specific work locations, within the San Francisco Bay area and New York City metropolitan area, and the base pay range for this role in those locations is USD $112,000 - $185,300 per year.
NewVP Applications Data & AI Services For The Underserved, Inc.VP Applications Data & AINew York, New YorkFull timeThis role is the organizational authority on the Microsoft Fabric, AI agents, Microsoft Power Platform, process automation, and the full analytics and reporting ecosystem that enables S:US leadership and program staff to make data-informed decisions at scale. Reporting to the CIO, the VP will lead a team of engineers, data professionals, and automation specialists, serving as both a hands-on architect and a strategic partner to Operations, Finance, HR, Clinical Services, and Housing program leadership.
NewMedical Academy, AI Enablement & Professional Development Director PfizerMedical Academy, AI Enablement & Professional Development DirectorNew York City, New YorkCandidate demonstrates a breadth of diverse leadership experiences and capabilities including: the ability to influence and collaborate with peers, develop and coach others, oversee and guide the work of other colleagues to achieve meaningful outcomes and create business impact. Stakeholder Management and collaboration: Collaborating with key stakeholders across the organization, such as the Regional Medical Affairs Leadership, broader Medical Engagement and Impact Team, and other relevant teams to ensure alignment and integration of learning program design and delivery.
Applied AI Engineer RampApplied AI EngineerNew York City, New YorkYou will work on exciting projects such as AI Agents, Retrieval-Augmented Generation, Structured Extraction (we made https://github.com/1rgs/jsonformer ), internal tooling for customer-facing teams, fine-tuning models, and build infrastructure for LLM inference. We automate how over $200B in annualized spend flows in and out of 70,000+ companies: authorizing payments, flagging risk, categorizing spend, and closing books.
Software Engineer - AI BrelliumSoftware Engineer - AINew York City, New YorkWe’ve built AI-powered technology that helps healthcare providers deliver safer, higher-quality care - starting with the first real-time medical review platform built to fix clinical and compliance risks before they impact patients. Brellium is building the AI-powered platform that helps providers deliver safer, more consistent care by mitigating risk early and aligning patient visits with clinical best practices.
Full Stack AI Engineer MLabsFull Stack AI EngineerNew York, NYRemoteThe client develops advanced intelligence and analytics solutions designed to help participants in digital asset markets make more informed decisions by combining financial data, automation, and modern AI technologies to transform complex information into actionable insights. System Design: Demonstrated success building scalable web platforms, APIs, and backend services, alongside a strong understanding of both relational and non-relational database technologies.
Specialist Account Executive, AI & Data driven Agentic Transformation Salesforce IncSpecialist Account Executive, AI & Data driven Agentic TransformationNY$99,500–$247,800 / yearYou will operate as a trusted advisor, guiding customers through complex, multi-cloud solutions and demonstrating how Salesforce delivers measurable business value through AI-powered outcomes. We are seeking a driven, technically fluent sales professional with experience selling complex, multi-product SaaS solutions and a strong understanding of AI and data-driven technologies.
NewVice President, Product Management - Agentic AI Publicis Groupe SAVice President, Product Management - Agentic AINew York, NY$164,500–$351,000 / yearThis is a critical role at the intersection of AI and the future of marketing - an opportunity to shape how the world's largest brands harness AI to evolve planning, execution, measurement, and optimization of marketing campaigns spanning owned and paid advertising channels in an increasingly autonomous era. As VP of Product Management - Agentic AI, you will own the vision, strategy, roadmap, and commercialization of AI agents and agentic worfklows that deliver measureable outcomes for marketers, agencies, and publishers, ultimately translating to commercial value for Epsilon.
Senior Manager, AI Solutions Architect Salesforce IncSenior Manager, AI Solutions ArchitectNY$172,500–$260,100 / yearOwn agent identity and session design - author and maintain agent context files (identity files, session startup protocols, memory structures, and skill definitions) that govern how agents behave consistently across sessions, users, and evolving workflows. LLM context file design as a craft - knows how to write durable agent context (identity, memory, startup protocols, skill definitions) that holds up across sessions - not one-off prompts, but role-level design.
AI & Product Transformation Manager Sovos Compliance LLCAI & Product Transformation ManagerNY$100,000–$120,000 / yearOperating as a program manager, you''ll lead AI skill-building across the support org, serve as the support-side liaison for major product launches, and make sure every agent has the documentation, training, and tooling they need to succeed---in both English and Spanish. The Work You''ll Do: At Sovos, we''re transforming how companies around the world manage tax compliance---helping half of the Fortune 500 and thousands more stay ahead in a complex, ever-changing global landscape.
Quantitative AI Strategist DRW Holdings LLCQuantitative AI StrategistNY$175,000–$250,000 / yearPrototype and validate quantitative workflows end-to-end - from data retrieval and signal construction through to strategy evaluation, PnL simulation, testing, and risk/scenario analysis - while defining how the AI should interact with data sources, analytics libraries, desk-specific tools, etc., and work with engineers to deliver them as production platform capabilities. Your job is to make it indispensable - by working directly with trading desks to understand their workflows, building the quantitative and AI capabilities they need to generate better ideas and make better decisions, and partnering with software engineers to deliver them at production quality.
Senior Software Engineer - AI Enablement Mercury Technologies IncSenior Software Engineer - AI EnablementNew York, NY$166,600–$218,700 / yearShape and maintain structured context artifacts-clean, reliable, agent-consumable-so LLMs working in Mercury''s systems can reason accurately about our domain. Has hands-on experience building LLM-powered systems-RAG pipelines, agents, eval frameworks-and has shipped at least one of these to production.
NewAI Forward Deployed Engineer ArloAI Forward Deployed EngineerNew York, NY$180,000–$225,000 / yearPrototypes or demos do not measure success in this role; it's measured by operational leverage: faster workflows, fewer manual processes, lower costs, and teams that can scale far more efficiently because of the systems you deployed. Target Compensation Range$180,000 – $225,000 + equityWhy Join Arlo:High ownership: You'll get real responsibility from day one—our high‑trust team empowers you to run with big problems and shape core parts of the company.
Applied AI Designer Thread AIApplied AI DesignerNew York, New YorkHeadquartered in New York, our growing team is a group of AI, product, and engineering experts, who have a track record of creating and executing against complex workflows and infrastructure. You will be responsible for creating innovative, intuitive, and user-centered experiences that make complex and powerful AI workflows simple and accessible to profiles across the technical spectrum.
AI Enablement Specialist KyndrylAI Enablement SpecialistNew York, New YorkKyndryl currently does not require employees to be fully vaccinated against COVID-19, however, if you are hired to work at a client, customer, or partner location, you may be required to show proof of vaccination to align with their respective COVID-19 vaccination policies. With state-of-the-art resources and Fortune 100 clients, every day is an opportunity to innovate, build new capabilities, new relationships, new processes, and new value.
Software Engineer, AI DevX RampSoftware Engineer, AI DevXNew York City, New YorkOur ideal candidate combines deep software engineering expertise with a passion for AI, an obsession with developer productivity, strong collaborative instincts, and proven experience shipping and maintaining tools that developers rely on daily. We automate how over $200B in annualized spend flows in and out of 70,000+ companies: authorizing payments, flagging risk, categorizing spend, and closing books.
Applied AI Strategist Thread AIApplied AI StrategistNew York, New YorkThis role requires a curious and analytical approach, a sharp intuition for value-oriented agentic workflows, and a strong degree of user empathy to ultimately empower our customers to build better. Headquartered in New York, our growing team is a group of AI, product, and engineering experts, who have a track record of creating and executing against complex workflows and infrastructure.
Security Engineer - AI Agent Builder CapgeminiSecurity Engineer - AI Agent BuilderNew York, NY$80,420–$106,050 / yearThe disclosed range takes into account the wide range of factors that are considered in making compensation decisions including, but not limited to, geographic location, relevant education, qualifications, certifications, experience, skills, seniority, performance, sales or revenue-based metrics, and business or organizational needs. It delivers end-to-end services and solutions leveraging strengths from strategy and design to engineering, all fueled by its market leading capabilities in AI, generative AI, cloud and data, combined with its deep industry expertise and partner ecosystem.