Articles by John Godel

Transform your AI agents into real-time responders with streaming and CDC! Learn how to build event-driven agents that react instantly to data changes from Kafka, Pulsar, and Debezium. Implement contracts, governance, and observability for production-ready agents that automate tasks, prevent fraud, and enhance customer experiences with low-latency and auditability.

Unlock the power of AI agents with enterprise databases! This article provides a practical blueprint for securely integrating AI agents with production-grade RDBMS like PostgreSQL and SQL Server. Learn how to navigate contracts, governance, and auditability with patterns that ensure compliance and prevent incidents. Discover robust architectures, read/write patterns, and security measures for dependable AI-database collaboration.

AI agent deployments often fail due to data layer weaknesses. This article outlines how to build robust data layers for AI agents, emphasizing contracts for data access, semantic models, feature stores, and action APIs. Learn to ensure agents use certified metrics, versioned features, and governed retrieval for reliable, traceable actions.

OpenAI's Atlas browser integrates ChatGPT directly into web browsing, offering agentic automation, side-by-side chat, and personalized memory. Built on Chromium, it aims to streamline tasks like form filling and reservations. This move positions OpenAI to compete with Chrome and Edge, potentially shifting web interaction from search-and-click to AI-assisted goal completion. Will it be safe and reliable?

Discover how to leverage AI agents within Microsoft Fabric to revolutionize report sharing and data collaboration. This article outlines a reference architecture for building report-aware agents that ensure secure, governed access to insights. Learn how to automate sharing, enforce policies, and create auditable workflows, empowering teams to make faster, data-driven decisions while minimizing bottlenecks and fostering a culture of data-driven teamwork.

Automate treasury cash forecasting and liquidity rebalancing with AI agents. This solution consolidates fragmented financial data, generates forecasts, applies guardrails, and proposes executable actions like sweeps and intercompany loans. Ensure compliance, minimize idle cash, and optimize treasury operations with auditable, receipt-based workflows. Improve efficiency and reduce risk in your treasury management.

Automate IT access reviews and deprovisioning with AI agents. This solution continuously evaluates user entitlements against least-privilege policies, identifies stale or risky access, and executes revocations with verifiable receipts. Improve security, reduce errors, and streamline audits by automating access governance. Ideal for organizations seeking to enhance compliance and minimize security risks associated with excessive or outdated user permissions.

Automate expense report auditing and reimbursement with AI Agents. This pattern details an agent that normalizes expenses, validates receipts, enforces policy, detects duplicates, and submits compliant reports for payment. Includes prompts, code, and tool interfaces for rapid deployment and integration with existing finance systems. Improve efficiency and accuracy in expense processing.

Automate sales lead qualification and routing with AI Agents! This pattern normalizes, enriches, and scores leads, ensuring ICP fit and routing to the correct owner (AE/SDR/CSM). It integrates with your CRM, providing full auditability and fast feedback loops. Improve lead management and GTM efficiency.

Automate document filing and classification with AI agents! This article provides prompts and code for an agent that organizes, categorizes, and stores documents, ensuring compliance and saving time. Learn how to classify contracts, invoices, and reports automatically, improving data governance and reducing errors. Implement document management policies with ease.

Automate invoice dispute resolution with an AI agent! This article provides prompts and code for building an agent that identifies discrepancies between invoices, purchase orders, and contracts. Streamline accounts payable, reduce manual workload, and ensure compliance with company policies. Learn how to implement tool interfaces and adapt the agent to your ERP system for efficient invoice management and dispute resolution. Improve accuracy, save time, and minimize financial errors.

Explore AI-powered fraud detection with this agent! Learn how to automatically flag suspicious transactions, detect anomalies, and prevent financial losses in real-time. Includes a YAML contract, Python code, and a model prompt for building your own fraud prevention system. Protect your business from fraudulent activities using machine learning and predefined rules.

Automate customer onboarding with an AI agent! This agent streamlines data collection, identity verification (KYC), and compliance checks, reducing errors and improving efficiency. Includes prompts, code, and tool interfaces for seamless integration. Learn how to build your own automated customer onboarding solution. Improve customer experience and reduce manual workload.

Build an AI inventory agent that checks stock levels, applies restocking policies, proposes purchase orders, and records tool receipts for ERP-integrated inventory workflows.

Streamline employee leave requests with an AI agent! This agent automates leave processing by verifying eligibility, checking policy compliance, and managing approvals. It ensures accurate leave balance tracking, policy adherence, and efficient workflow management, reducing HR workload and improving employee experience. Perfect for vacation, sick leave, and PTO requests.

Build a customer support AI agent that triages inquiries, drafts responses, escalates issues, and records tool receipts for auditable, policy-driven workflows.

Streamline employee onboarding with an AI Agent! Automate tasks like document collection, policy acknowledgment, equipment provisioning, and system access setup. Reduce errors, increase efficiency, and ensure compliance. This agent validates data, secures approvals, and confirms task completion with receipts, saving HR time and resources. Perfect for modern HR departments seeking automation.

Automate legal document review with AI! This agent streamlines contract analysis, identifies non-compliant clauses (confidentiality, payment terms, termination), and suggests edits. Ensure policy adherence, reduce legal risks, and accelerate contract cycles. Integrates with existing systems for seamless deployment and continuous improvement. Achieve faster turnaround times and improved compliance.

Automate invoice processing with an AI Agent! This agent verifies invoices against payment policies, manages approvals, and authorizes payments, ensuring compliance and efficiency. It uses a structured contract for reliable operation and provides auditable decision-making. Learn how to implement this production-grade pattern for your business.

Automate corporate travel booking with AI agents! This article details a production-ready pattern for an agent that handles flight requests, enforces travel policies (fare caps, preferred carriers), manages approvals, and purchases tickets, ensuring compliance and efficiency. Learn how to implement and adapt this solution for your organization. Optimize travel workflows with AI!

Automate IT access requests with AI! This agent streamlines provisioning by validating identity, enforcing policies, and ensuring approvals. It grants least-privilege, time-boxed access to systems like databases, improving security and efficiency. All decisions are backed by policy claims and receipts.

Automate expense report auditing with AI! This article provides a production-ready AI agent, complete with prompts and code, to verify policy eligibility, flag issues, and process reimbursements. Learn how to build an Expense Report Auditor & Reimbursement Agent that integrates seamlessly with your existing systems, ensuring accuracy and efficiency while adhering to your specific expense policies. Includes practical examples and implementation tips.

Build practical AI agents with this hands-on guide! Learn to create an Order Return & Refund agent using prompts, tool interfaces, and Python code. This example emphasizes safety, transparency, and verifiable actions with receipts. Discover how to adapt this pattern to your own workflows, ensuring reliable and auditable AI interactions. Implement robust AI solutions with clear contracts and explicit evidence.

Unlock safer, cheaper, and trustworthy AI with Temporal Contracts. This innovative approach treats time as a core constraint, defining when AI can act, for how long, and on what data. By setting freshness windows, decision horizons, and latency budgets, Temporal Contracts prevent stale data usage, reduce latency, and control costs. This leads to more reliable and efficient AI systems that deliver timely and accurate results.