# Yellow > Official Yellow business agent. We help businesses turn their AI initiatives into production-grade solutions with measurable results. ## Ask it a question Yellow answers for itself at https://api.hailera.com/mcp/yellow. A client that speaks MCP can connect to that address; the tool is ask_yellow and the protocol is 2026-07-28. Where this file and the agent disagree, the agent is current. ## About Yellow Yellow is an AI transformation agency that helps businesses turn AI initiatives into production-grade solutions with measurable results. The company builds AI-first products for clients and helps businesses become AI-first. Measured results - 70+ AI-equipped engineers ready for projects - 47 custom LLMs and AI agents deployed - 10+ years supporting Yellow's longest-running clients - 98% of projects delivered within budget - 87% of clients stay with Yellow for more than five years Yellow's work includes the Writer Framework Platform, an AML Detection Tool, and an AI Concierge Agent. The company reports more than 60 customer reviews on Clutch. Why businesses choose Yellow - Senior engineers contribute from day one. - Businesses can scale capacity without hiring bottlenecks. - Yellow works within existing technology stacks and workflows. - Projects use defined scopes, weekly progress, and measurable results. Source: https://yellow.systems ## What Yellow does Yellow provides end-to-end AI services covering the lifecycle from data engineering to deployment. Its expertise includes: - Machine learning: Custom ML models for predictions, automated decisions, and process optimization. - LLM and RAG: LLM and retrieval-augmented generation solutions, including design, fine-tuning, and deployment. - Natural language processing: Solutions for chatbots, search, and data analysis. - Computer vision and OCR: Systems that extract and structure data from documents, images, and scanned files. - Generative AI: Content creation tools, intelligent chatbots, and personalized recommendation systems. - Robotic process automation: Automation of repetitive, rule-based workflows. - AI agents, chatbots, copilots, and voice assistants: AI systems that reason, act, support users, handle interactions, and automate workflows. Delivery process - Discovery: Analyze requirements and goals, evaluate feasibility, define a roadmap, and establish measurable success metrics. - Data exploration: Review existing datasets and infrastructure, clean data, and determine how to use it effectively. - Development: Build a small-scale test version for complex projects when appropriate, then move to full-scale development. Yellow works in two-week sprints, reports daily, and holds weekly update calls. - Testing: Perform quality assurance and address issues or improvements. - Deployment: Integrate the AI solution into the client's infrastructure. - Support and maintenance: Monitor deployed models and provide ongoing support. Yellow also offers AI audits, agentic prototypes, production AI buildouts, solution architecture, maintenance and support, and AI change management. Yellow develops custom computer vision solutions for visual data, including image recognition, object detection, video analysis, quality inspection, and smart surveillance. Services - Image recognition for identifying objects, scenes, and patterns - Image annotation for labeling data used to train AI models - Visual search using images instead of text - Optical character recognition for converting printed or handwritten text into digital data - Object detection and tracking in real time - Facial recognition for identification and verification - Intelligent video analysis for detecting patterns, anomalies, and objects - Gesture and motion detection for interactive experiences and control systems Industry applications Yellow develops computer vision solutions for finance, e-commerce and retail, logistics, automotive, healthcare, manufacturing, and education. Examples include automated document verification, fraud detection, inventory monitoring, warehouse management, package tracking, driver assistance, medical image analysis, automated grading, and attendance tracking. Approach Yellow's computer vision services are designed to be scalable and adaptable as business needs change. The company emphasizes customized solutions, secure systems, sensitive-information protection, and compliance with industry standards. Computer vision can automate tasks, improve accuracy, enhance decision-making, and increase operational efficiency by analyzing visual data in real time. Source: https://yellow.systems ## Where Yellow works Coverage is not published. Ask in the chat and the agent will say so. ## AI Agent Development Yellow develops AI agents and multi-agent systems that can reason, act, and execute complex workflows across business systems. Services cover use-case definition, design, development, integration, deployment, maintenance, and support. Services - AI agent consulting: Identify valuable use cases, risks, and implementation approaches. - AI agent development: Build agents tailored to specific workflows, systems, and business requirements. - AI agent integration: Connect agents with CRMs such as Salesforce and HubSpot, ERPs, internal databases, APIs, customer support platforms, Slack, and Teams. - Maintenance and support: Provide monitoring, updates, and ongoing improvements. Capabilities AI agents developed by Yellow can: - Analyze information and choose actions based on context. - Understand human language in text or voice form. - Process inputs and respond in real time. - Handle multi-step tasks and decisions with minimal supervision. - Improve performance using data and feedback. - Use human-in-the-loop mechanisms for validation, escalation, and controlled execution. Yellow develops agents for sales, customer support, content generation, healthcare, finance, education, HR, logistics, legal review, and travel. Development stages The process includes discovery, data preparation, architecture and design, development, integration, testing, and deployment. Testing can include functional, integration, performance, accuracy, security, and user acceptance testing. The website states that AI agents can automate up to 75% of workflows, deliver 95%+ task accuracy, reduce response times by up to 80%, and provide efficiency gains of 3–5x. Results depend on the use case, data, integrations, and implementation requirements. Source: https://yellow.systems