# agentsite-static-version=1b55c652-4652-4d0a-bab7-9e5abc8b3b75
# guild.ai

> AI-optimized mirror of guild.ai containing 206 pages totalling 262,968 words of clean markdown content, structured data, and semantic HTML. Original source: https://guild.ai. Last updated: 2026-10-14T15:07:36.169Z.

Each page is available as HTML (with JSON-LD structured data) and Markdown (text-only, ideal for LLMs and RAG).

## Homepage

- [Guild.ai | The Control Plane for AI Agents](/content/site-root.html): The control plane for AI agents. Guild lets engineering teams manage, govern, and share every agent in production — with security and observability built in. (389 words)

## Articles & Blog Posts

- [[FINAL LOCKED] Guild.ai - Data Processing Agreement](/content/pdf/guild-dataprocessingagreement-pdf.html) (5,934 words)
- [pricing/index.html](/content/pricing/index.html) (567 words)
- [Customer Terms of Service](/content/customer-terms-of-service/index.html): Ready to deploy? Read the Guild.ai Customer Terms of Service for essential details on licensing, legal agreements, and usage rights for our AI solutions. (7,838 words)
- [knowledge/news/james-everingham-speed-structure-agents-ai-for-founders.html](/content/knowledge/news/james-everingham-speed-structure-agents-ai-for-founders.html) (2,667 words)
- [Glossary](/content/glossary/index.html): Master artificial intelligence terminology with the Guild.ai glossary. Explore clear definitions for key machine learning and AI concepts to stay fully informed. (2,362 words)
- [knowledge/ai-agent-identity/index.html](/content/knowledge/ai-agent-identity/index.html) (808 words)
- [openapi-json.html](/content/openapi-json.html) (293 words)
- [AI Agent Runtime | Guild.ai](/content/glossary/ai-agent-runtime/index.html): An AI agent runtime is the execution infrastructure that powers AI agents in production — managing their lifecycle, state, compute resources, and interactions with external systems so they operate reliably, securely, and at scale. (3,816 words)
- [AI Agent Access Control: Why 91% of MCP Servers Skip OAuth](/content/blog/agent-governance/the-credential-crisis-is-already-here/index.html): 91.5% of MCP servers ship without OAuth, and 88% of orgs hit an agent security incident this year. Why AI agent access control starts with credentials, not roles. (1,628 words)
- [knowledge/what-is-ai-agent-control-plane/index.html](/content/knowledge/what-is-ai-agent-control-plane/index.html) (2,233 words)
- [knowledge/ai-insights/the-state-of-agent-governance/index.html](/content/knowledge/ai-insights/the-state-of-agent-governance/index.html) (2,432 words)
- [llms-txt.html](/content/llms-txt.html) (1,402 words)
- [knowledge/news/james-everingham-agents-unintentionally-bad-actors/index.html](/content/knowledge/news/james-everingham-agents-unintentionally-bad-actors/index.html) (1,983 words)
- [Data Processing Agreement](/content/data-processing-agreement/index.html): Ensure compliance. Review the Guild.ai Data Processing Agreement (DPA) to understand our strict data security measures and GDPR-compliant handling standards. (5,970 words)
- [Guild.ai](/content/blog/engineering/guild-user-control-plane-tips-tricks/index.html) (1,966 words)
- [News & Information](/content/blog/index.html): Explore the Guild.ai knowledge base. Discover expert tutorials, strategic guides, and best practices to maximize your AI initiatives and optimize your workflows. (786 words)
- [knowledge/how-to-manage-ai-agents-at-scale/index.html](/content/knowledge/how-to-manage-ai-agents-at-scale/index.html) (2,042 words)
- [knowledge/ai-insights/agent-sprawl-isnt-the-problem/index.html](/content/knowledge/ai-insights/agent-sprawl-isnt-the-problem/index.html) (1,812 words)
- [AI Insights](/content/blog/ai-insights/index.html): Stay ahead with Guild.ai AI Insights. Read expert analyses, evolving industry trends, and strategic perspectives shaping the future of artificial intelligence. (854 words)
- [The State of Agent Governance](/content/blog/ai-insights/the-state-of-agent-governance/index.html): Review the state of agent governance in 2026 and how current infrastructures are evolving to make agents more responsible at scale. (2,578 words)
- [knowledge/ai-insights/ai-agent-governance-frameworks/index.html](/content/knowledge/ai-insights/ai-agent-governance-frameworks/index.html) (1,563 words)
- [4 Pillars of AI Agent Infrastructure](/content/blog/ai-insights/ai-agent-infrastructure-4-pillars-that-stop-produc/index.html): Learn about the 4 pillars of AI agent infrastructure—and why they don't exist inside the agent. (1,859 words)
- [Community | Guild.ai](/content/community/index.html): Where builders think together. Not in isolation. Not in silos. But as a Guild—like the ones that came before. (917 words)
- [The Age of Unmanaged AI is Over: Introducing New Tools for for Guild Insights](/content/blog/product/new-tools-guild-insights/index.html): With Guild Insights, enterprise leaders can manage cost, improve model calls, and maximize the ROI of every production agent in real time. (754 words)
- [AI Agent Permissions: Why They're Different from Human Permissions | Guild.ai](/content/knowledge/ai-insights/ai-agent-permissions/index.html): AI agents need per-agent identity, scoped credentials, time-bound access, and audit logs. Here's how agent permissions differ from human permissions — and what to do about it. (1,474 words)
- [AI Agent Portability | Guild.ai](/content/glossary/ai-agent-portability/index.html): AI agent portability is the ability to move an AI agent — its logic, configuration, memory, tool integrations, and behavioral context — across different models, frameworks, platforms, and infrastructure environments without rebuilding from scratch. (2,065 words)
- [AI Observability Vs AI Governance](/content/blog/agent-governance/why-ai-observability-is-not-ai-governance/index.html): Find out what AI observability is and why it's just one component of an effective agent governance platform. (1,502 words)
- [The Academic Case for the AI Agent Control Plane | Guild.ai](/content/blog/ai-insights/ai-agent-governance-frameworks/index.html): Two independent research groups converge on the same architecture for AI agent governance. What Gaurav et al. (GaaS) and Huang et al. (AAGATE) found — and how NIST AI RMF maps to production. (1,608 words)
- [Inside our "what-shipped" workspace](/content/blog/ai-insights/inside-our-what-shipped-workspace/index.html): The "what-shipped" workspace is one of the most boring things we run. It looks at our GitHub merges and writes them up. Once a day for an internal audience and once a week for our developer community. That's it, that's the product. (1,902 words)
- [AI Agent Observability: Why You Can't Run What You Can't See | Guild.ai](/content/blog/ai-insights/ai-agent-observability-why-you-can-t-run-what-you-can-t-see.html): Your agent-powered deployment pipeline approved a PR, merged it to main, triggered a rollout, and took down staging. (2,024 words)
- [How to Manage AI Agents at Scale Without Losing Control](/content/blog/ai-insights/how-to-manage-ai-agents-at-scale-without-losing-control.html): AI agents are multiplying across the enterprise. Without governance, you're headed for shadow AI, runaway costs, and security blind spots. Here's how to think about solving it. (2,042 words)
- [knowledge/ai-wont-replace-engineers-but-its-changing-the-job/index.html](/content/knowledge/ai-wont-replace-engineers-but-its-changing-the-job/index.html) (922 words)
- [Least Privilege for AI Agents: Why RBAC Breaks and What to Do Instead](/content/blog/ai-insights/least-privilege-for-ai-agents-at-1441-nhi-scale/index.html): The enterprise NHI-to-human ratio hit 144:1. RBAC wasn't built for that. Learn how per-endpoint scoping enforces least privilege for AI agents at scale. (2,251 words)
- [platform/govern/index.html](/content/platform/govern/index.html) (611 words)
- [Developers | Guild.ai](/content/solutions/developers/index.html): The control plane for AI agents. Built for the engineers. TypeScript SDK, CLI, typed I/O, scoped integrations, and full session tracing. (788 words)
- [Agent Sprawl Isn't the Problem. Your Governance Strategy Is.](/content/blog/ai-insights/agent-sprawl-isnt-the-problem/index.html): Discover why agent control is the antidote to agent sprawl, and what you can do about it. (1,828 words)
- [Product](/content/blog/product/index.html): Optimize your workflow with Guild.ai product resources. Explore the latest feature updates, technical documentation, and expert tips to maximize platform value. (339 words)
- [How to Orchestrate Multi-Agent Systems in Production | Guild.ai](/content/blog/ai-insights/how-to-orchestrate-multi-agent-systems-in-production.html): You wired up three agents on a Thursday afternoon. (1,910 words)
- [News](/content/blog/news/index.html): Get the latest Guild.ai news. Stay updated on key company announcements, upcoming product launches, partnerships, and developments in the AI industry. (519 words)
- [What Is an AI Agent Control Plane? | Guild.ai](/content/blog/product/what-is-an-ai-agent-control-plane/index.html): What is an AI agent control plane? The infrastructure layer for deploying, governing, observing and sharing agents in production — like Kubernetes, but for AI agents. (2,976 words)
- [AI Governance Report: Why IT Leaders Are Wrong About AI Security](/content/blog/agent-governance/ai-governance-report/index.html): IT leaders believe their agents are secure. The data says otherwise. Explore the widening gap between confidence and capabilities in this AI governance report. (942 words)
- [Guild Software Factory: Autonomous Agents Write 34% of Our Merged PRs](/content/blog/product/introducing-guild-software-factory/index.html): Guild Software Factory is a pipeline of specialized agents that finds, plans, implements, reviews, and maintains engineering work autonomously. 34% of Guild's merged PRs come from the Factory at roughly $12 per merged PR, with 91% needing no engineer commits. (1,441 words)
- [User Terms of Service](/content/terms/index.html): Accessing Guild.ai? Review our Website Terms of Use to understand your rights, user responsibilities, and guidelines for navigating our AI platform securely. (2,835 words)
- [Agent Hub | Guild.ai](/content/agent-hub/index.html): Discover, run, and share production-ready AI agents on the Guild control plane. Browse real-world agents, connect tools, and scale from experiment to production., Guild.ai - AI-powered development workspace (359 words)
- [Guild Insights Dashboard: Two Questions Every Agent Platform Has to Answer](/content/blog/product/insights-dashboard-explained/index.html): Dive deep into Guild Insights Dashboard and find out how it's being used to help teams audit, identify, and control agent spend faster. (1,352 words)
- [AI Agent Orchestration: Definition, How It Works & Patterns | Guild.ai](/content/glossary/ai-agent-orchestration/index.html): Learn what AI Agent Orchestration is, how multiple agents coordinate on complex tasks, and the patterns and frameworks driving multi-agent systems. (2,903 words)
- [Model Context Protocol (MCP): Definition, How It Works & Benefits | Guild.ai](/content/glossary/model-context-protocol-mcp/index.html): Learn what the Model Context Protocol (MCP) is, how it connects AI agents to tools and APIs, and why it's becoming the universal standard for AI integrations. (2,243 words)
- [Engineering - Blog | Guild.ai](/content/blog/engineering/index.html) (160 words)
- [Software Factories Compared, by the Numbers: Guild, Devin, Factory.ai](/content/blog/developer-insights/software-factories-by-the-numbers/index.html): What a software factory actually is, the six metrics worth measuring, and what Guild, Devin, Factory.ai, and Claude Managed Agents publish in public: merge rates, autonomous share, cost per merged PR, and time to fix. (1,210 words)
- [Unit Testing (AI Agents) | Guild.ai](/content/glossary/unit-testing-ai-agents/index.html): Unit testing for AI agents is the practice of validating the individual components of an AI agent system — including prompt templates, tool-calling logic, memory operations, and reasoning chains — in isolation to verify they behave correctly before the agent runs as a complete system. (1,976 words)
- [Bring Your Own Agents: OpenClaw and LangChain, now on Guild](/content/blog/engineering/bring-your-own-agents-openclaw-langchain/index.html): Guild now runs agents written for OpenClaw and LangChain alongside Goose recipes. OpenClaw agents run unchanged in sandboxed containers; LangGraph graphs run in-process with governed models and tools, a few lines of diff, no rewrite. (1,166 words)
- [The Control Plane for AI Agents — Guild.ai Is Now Live](/content/blog/news/the-control-plane-for-ai-agents-is-now-open/index.html): Guild is the control plane for AI agents — build, deploy, govern, and share agents in production across any model or framework. Open beta now available. (1,295 words)
- [The Guild API Is Now Public: Control Guild from Code](/content/blog/engineering/guild-api-announcement/index.html): The Guild API is now public: account-scoped keys at api.guild.ai/v1 to converse with agents, provision workspaces, and publish agent and skill versions from code and CI. (653 words)
- [The Hard Part of Product Was Never the Code: Why Empathy is the Ultimate AI Leverage](/content/blog/ai-insights/the-hard-part-of-product-was-never-the-code-why-empathy-is-the-ultimate-ai-leverage.html): AI can ship code 10x faster, but it can’t feel user pain. Explore why empathy, taste, and human judgment remain the true competitive advantages for engineering leaders in the age of AI. (1,675 words)
- [Developer Experience (DX) | Guild.ai](/content/glossary/developer-experience-dx/index.html): Developer Experience (DX) is the overall quality of interactions, perceptions, and friction points developers encounter while building, testing, deploying, and maintaining software. (1,930 words)
- [The AI Agent Management Gap Report | Guild.ai](/content/ai-agent-management-gap-report/index.html): How enterprises are scaling AI agents faster than they can see, secure, and control them — 2026 research from Morning Consult and Guild. (681 words)
- [AI Agent Permissions: Authorization Engines vs. Governance Layer | Guild](/content/blog/agent-governance/your-authorization-platform-doesnt-govern-your-age/index.html): Teams embed WorkOS FGA, OPA, or Oso and assume agent permissions are solved. That's one layer. Who governs your agents' credentials, spend, and audit trail across systems? (923 words)
- [investors/index.html](/content/investors/index.html) (658 words)
- [Guild Optimizer: Make Your Agents Cheaper Automatically](/content/blog/product/optimizer-announcement/index.html): Guild Optimizer cuts AI agent costs automatically while holding quality, using evals built from production sessions to test cheaper models, tools, and prompts. (1,450 words)
- [When a Skill Becomes a Shadow Agent | Guild.ai](/content/blog/engineering/when-a-skill-becomes-a-shadow-agent/index.html): Agent skills are portable and easy to install. They're also a vector for shadow agents. Learn where the governance boundary belongs between skills and tools. (1,032 words)
- [How a CTO Built 20 Governed AI Agents on Guild](/content/blog/ai-insights/rebuilding-the-engineering-lifecycle-one-agent-at-a-time.html): Native Teams' CTO rebuilt most of his engineering lifecycle with ~20 agents on Guild: scoped credentials, one CLI push, all forkable on the Agent Hub. (1,124 words)
- [Developer Friction | Guild.ai](/content/glossary/developer-friction/index.html): Developer friction is the cumulative tax of everything that prevents engineers from writing code — context switching, brittle tooling, unclear documentation, (1,876 words)
- [Zero-Shot Learning | Guild.ai](/content/glossary/zero-shot-learning/index.html): Zero-shot learning is a machine learning paradigm in which a model classifies or performs tasks on categories and inputs it was never explicitly trained on, using transferred semantic knowledge instead of labeled examples. (1,744 words)
- [Function Calling (LLM) | Guild.ai](/content/glossary/function-calling-llm/index.html): Function calling is the ability of a large language model to analyze a user's natural language input, determine that an external function or API should be invoked, and produce a structured output specifying the function name and arguments — without executing the function itself. (1,733 words)
- [What Are Multi-Agent Systems? How They Work & Why They Matter | Guild.ai](/content/blog/ai-insights/why-multi-agent-systems-are-changing-how-we-solve-problems.html): Learn what multi-agent systems are, how autonomous agents collaborate, and why they enable scalable, adaptive AI for complex real-world problem-solving. (1,874 words)
- [Reports & guides | Guild.ai](/content/reports/index.html): Free research reports and practical guides on governing, costing and scaling AI agents in production, from the Guild.ai team. (156 words)
- ["Bring Your Own Agents": Introducing Goose for Guild](/content/blog/product/bring-your-own-agents-goose/index.html): Guild now runs Goose recipes natively: drop in recipe.yaml and get typed schemas, versioning, and a governed runtime. No rewrite. (1,148 words)
- [The State of Agent Governance Guide | Guild.ai](/content/state-of-agent-governance-guide/index.html): Discover four of the biggest gaps in agent governance based on available data — and what you need to solve them. Download the 2026 report. (342 words)
- [AI Agent Permissions: Why They're Different from Human Permissions | Guild.ai](/content/blog/news/ai-agent-permissions/index.html): AI agents need per-agent identity, scoped credentials, time-bound access, and audit logs. Here's how agent permissions differ from human permissions — and what to do about it. (1,243 words)
- [How to Choose an AI Agent Governance Platform in 2026](/content/blog/ai-insights/how-to-choose-an-agent-governance-platform/index.html): Visibility isn't governance. A field guide to four "AI agent governance platforms" in 2026 —  and how to choose the right one for your ecosystem. (1,223 words)
- [Software Factories: Build vs Buy Guide | Guild.ai](/content/software-factory-build-vs-buy-guide/index.html): Try our custom build vs buy calculator, learn how to maximize flexibility without complexity, and discover two of the most common pitfalls impacting enterprise software factory deployments. (345 words)
- [YAML Configuration (AI Systems) | Guild.ai](/content/glossary/yaml-configuration-ai-systems/index.html): YAML configuration in AI systems is the practice of using YAML (YAML Ain't Markup Language) — a human-readable data serialization format — to declaratively define the parameters, behaviors, and infrastructure of machine learning pipelines, AI agents, and intelligent workflows. (1,801 words)
- [Guild for IT: The Control Plane for Enterprise AI Adoption](/content/solutions/it/index.html): Guild gives IT one platform to make every AI agent observable, governable, and discoverable across the organization, without slowing engineering teams down. (696 words)
- [XGBoost | Guild.ai](/content/glossary/xgboost/index.html): XGBoost (eXtreme Gradient Boosting) is a popular and powerful machine learning algorithm used for supervised learning tasks, particularly in regression, classification, and ranking problems. (1,409 words)
- [Guild Agent Hub: Discover, Run, and Share Production-Ready AI Agents](/content/blog/product/introducing-guild-agent-hub/index.html): Guild Agent Hub is an open platform to discover, install, connect, and share AI agents built for real workflows. Browse open-source agents, run them on the Guild control plane, and fork them for new use cases. (770 words)
- [The Build vs Buy Guide for AI Infrastructure | Guild.ai](/content/build-vs-buy-guide/index.html): Every enterprise needs a centralized way to run their agents — but should you buy it or build it yourself? Explore four factors that shape the build versus buy decision. Download the 2026 guide. (271 words)
- [Why the Linux Foundation Teamed Up with Guild to Bring Agent Control to an Open Source Legend](/content/blog/news/linux-foundation-announcement/index.html): Read about how Linux Foundation is partnering with Guild to build and manage their internal agents. (996 words)
- [Stop Making the Wrong Thing Better](/content/blog/ai-insights/stop-making-the-wrong-thing-better/index.html): Guild.ai CEO James Everingham shares five hard-earned principles for chasing product–market fit — from hacking your way to the truth to debugging products into existence. (607 words)
- [How AI Collaboration Tools Improve Meetings in 2025 | Guild.ai](/content/blog/ai-insights/why-ai-collaboration-tools-are-making-team-meetings-better-in-2025.html): AI collaboration tools are cutting meeting waste, saving teams a full workday weekly, and improving decisions through automation, context awareness, and smarter workflows. (1,347 words)
- [The AI Agent Management Gap: New Guild and Morning Consult Research](/content/blog/news/ai-agent-management-gap/index.html): New research from Guild and Morning Consult: 96.4% of IT leaders are confident in their AI agent inventory, yet 66.7% had an agent-related incident in the past year. Inside the AI Agent Management Gap. (823 words)
- [Talk to sales | Guild.ai](/content/talk-to-sales/index.html): Talk to the Guild.ai team about running, governing, and controlling AI agents in production. Tell us what you’re building and we’ll follow up. (84 words)
- [Agent Governance - Blog | Guild.ai](/content/blog/agent-governance/index.html) (96 words)
- [Agent Sprawl | Guild.ai](/content/glossary/agent-sprawl/index.html): - Agent sprawl is the uncontrolled proliferation of AI agents across an organization without centralized visibility, governance, or ownership — the AI equivalen (2,106 words)
- [Build vs. Buy: A Framework for AI Agent Infrastructure](/content/blog/ai-insights/build-vs-buy-ai-infrastructure/index.html): Four factors that decide whether to build or buy your AI agent infrastructure — cost, complexity, expertise, and time-to-value. A practical framework for enterprise teams. (2,764 words)
- [Privacy Policy](/content/privacy-policy/index.html): Your data security is our priority. Read the Guild.ai Privacy Policy to learn how we protect, collect, and manage your information across our AI platform. (2,500 words)
- [Guild.ai](/content/blog/community/what-i-learned-during-my-guild-internship/index.html) (844 words)
- [Developer Insights - Blog | Guild.ai](/content/blog/developer-insights/index.html) (34 words)
- [Guild.ai](/content/blog/ai-insights/what-happens-when-ai-stops-being-magic/index.html) (711 words)
- [Why AI Agents Are Unintentionally Bad Actors in Your Infrastructure](/content/blog/news/james-everingham-agents-unintentionally-bad-actors/index.html): James Everingham explains why non-deterministic agents need OS-level governance, per-team policy controls, and centralized infrastructure to run safely at scale. (2,474 words)
- [Webhook Automation | Guild.ai](/content/glossary/webhook-automation/index.html): Webhook automation is the practice of using event-driven HTTP callbacks to trigger automated workflows between systems the moment a relevant event occurs. (1,575 words)
- [Introducing Guild.ai](/content/blog/news/introducing-guild-ai.html): Guild.ai is a new platform making AI development as open, reliable, and collaborative as open source. Built for developers who care about craft and scale. (717 words)
- [Agent Engineering - Blog | Guild.ai](/content/blog/agent-engineering/index.html) (23 words)
- [Introducing the Guild Insights Dashboard](/content/blog/news/guild-insights-dashboard-announcement/index.html): Guild Insights Dashboard is the first dashboard to understand all your agent resource and token costs in real time. With Insights, Guild teams can: (568 words)
- [Guild Joins the Linux Foundation’s Agentic AI Foundation](/content/blog/news/aaif-announcement/index.html) (393 words)
- [Introducing AI Spend Explorer—See Every Dollar for Free](/content/blog/product/spend-explorer-announcement/index.html): Connect Anthropic, OpenAI, or Cursor and instantly see up to 90 days of AI usage and spend across your organization. No credit card. No lengthy setup. Secure, read-only access. (289 words)
- [AI Won’t Replace Engineers. Here’s How to Actually Use It.](/content/blog/ai-insights/ai-wont-replace-engineers-how-to-use-it/index.html): AI isn’t replacing engineers—it’s changing the work. Learn how builders and engineering leaders can use AI for real leverage without losing reliability. (1,198 words)
- [Building the Foundation for Enterprise AI—Why I Joined Guild](/content/blog/news/why-ben-oren-joined-guild/index.html): Ben Oren shares his thoughts on the future of AI and why he thinks Guild is building the right foundation. (853 words)
- [Agentic Workflow | Guild.ai](/content/glossary/agentic-workflow/index.html): An agentic workflow is a structured, AI-driven process where autonomous agents dynamically plan, execute, and adjust a sequence of tasks to achieve a defined goal — adapting to real-time data and unexpected conditions without waiting for step-by-step human instructions. (2,025 words)
- [James Everingham: Technology Wars Are Distribution Wars | Guild.ai](/content/blog/news/james-everingham-distribution-wars-ai-control-plane.html): Guild CEO James Everingham explains why AI will follow the same pattern as browsers and social — and why infrastructure wins over technology every time. (1,756 words)
- [Guild Glossary Update: 20 New Terms for Managing AI Agents](/content/blog/engineering/guild-glossary-updates/index.html): The Guild Glossary just added 20 new terms for how AI agents get built, versioned, and governed. Ephemeral Builds, Model Policies, LLM Preferences, Qualified Names, and more. (439 words)
- [Human-in-the-Loop | Guild.ai](/content/glossary/human-in-the-loop/index.html): Human-in-the-loop (HITL) is a system design pattern in which a human actively participates in the operation, supervision, or decision-making of an automated or AI-driven process, typically by approving, rejecting, or modifying outputs at critical checkpoints before they take effect. (1,960 words)
- [Stop Forcing AI on Developers | Guild.ai](/content/blog/ai-insights/stop-forcing-ai-on-developers/index.html): Mandating AI won’t make teams innovative. Real adoption happens when AI removes friction, builds trust, and helps developers ship faster—no forcing required. (498 words)
- [Why Generic Models Fail Engineering Teams: The Problem with "AI Slop"](/content/blog/ai-insights/specialized-ai-agents-vs-generic-llms/index.html): Generic AI chatbots create "AI slop"—code that looks good but fails in production. The future is specialized, model-agnostic agents that work where you do, specialized AI agents, AI for software engineering, developer productivity, autonomous agents, engineering workflows (616 words)
- [Guild Platform: The Control Plane for AI Agents in Production](/content/platform/index.html): Guild is the vendor-neutral control plane for AI agents. Deploy, govern, and observe any agent from any framework, with unified identity, credentials, and audit trails. (1,174 words)
- [Why Val Bays Joined Guild](/content/blog/news/why-i-joined-guild/index.html): Val Bays shares what inspired her about Guild and why she chose to go all in on agent control planes. (714 words)
- [AI Developer Productivity Explained: Measuring Impact & Performance | Guild.ai](/content/glossary/ai-developer-productivity/index.html): What is AI developer productivity? Learn how teams measure speed, quality, and impact when developers work with AI tools across the entire software lifecycle. (2,258 words)
- [The Year of Agents Is Really the Year of Control Plane | Guild.ai](/content/blog/ai-insights/james-everingham-year-of-control-plane/index.html): James Everingham on why 2026 isn't the Year of Agents — it's the Year of Control Plane. Three forces, four functions, and what to do on Monday. (2,496 words)
- [Community - Blog | Guild.ai](/content/blog/community/index.html) (16 words)
- [Guild Raises $44M to Build the Agent Control Plane](/content/blog/news/guild-raises-44m-agent-control-plane/index.html): Guild AI raises $44M led by GV. CEO James Everingham on the agent control problem, what customers want, and Agent Hub. (1,781 words)
- [How BasicOps Makes Agents Team Members with Guild](/content/blog/customer-stories/basicops-case-study/index.html): Justin Oberbauer from BasicOps shares how he's using Agent Users to streamline the company’s work with Guild. (826 words)
- [AI Agent Observability | Guild.ai](/content/glossary/ai-agent-observability/index.html): AI agent observability is the practice of instrumenting, tracing, and analyzing the end-to-end behavior of autonomous AI agents — including their reasoning steps, tool invocations, inter-agent communication, and decision outcomes — so engineering teams can debug, govern, and improve agents in production. (1,601 words)
- [AI Agent Governance — Definition, Architecture, and Why It Matters](/content/glossary/ai-agent-governance/index.html): AI agent governance is the runtime policy enforcement layer that controls what AI agents are allowed to do. Definition, the four functions, and academic + industry sources. (1,759 words)
- [You Can’t Run Production on Probability](/content/blog/ai-insights/you-cant-run-production-on-probability/index.html): Agents are entering production, but production was built around determinism. When non-determinism becomes operational risk, agents need more than prompts. They need a control plane. (453 words)
- [The Hidden Cost of Developer Friction: Why Your Best Engineers Aren't Coding](/content/blog/ai-insights/hidden-cost-developer-friction/index.html): Senior engineers spend less than 30% of their time coding. The rest is "friction"—logs, compliance, and context switching. Here is how AI agents can reclaim that lost time. (639 words)
- [The DevMate Origin Story — What Meta Taught Guild's CEO About Agents](/content/blog/news/james-everingham-devmate-origin-story-theory-ventures.html): Guild.ai CEO James Everingham on how DevMate went viral at Meta, why you need thousands of agents not dozens, and intent-based programming. (1,966 words)
- [Tool Use (AI Agents) | Guild.ai](/content/glossary/tool-use-ai-agents/index.html): Tool use in AI agents is the capability that allows a language model to invoke external functions, APIs, databases, or services to complete tasks it cannot perform with its training data alone. (1,772 words)
- [What Is Data Residency? | Guild.ai](/content/glossary/data-residency/index.html): Data residency is the geographic location where data is stored and processed. Learn how it affects compliance, security, performance, and global market access. (1,568 words)
- [Collaborative AI Agents: How They Really Work | Guild.ai](/content/blog/ai-insights/collaborative-ai-agents-explained-from-basics-to-real-results.html): Collaborative AI agents work like digital teams—planning, communicating, and executing tasks with far higher success rates than single-model systems. Learn how they work. (2,341 words)
- [Prompt Engineering | Guild.ai](/content/glossary/prompt-engineering/index.html): Prompt engineering is the process of designing, testing, and optimizing natural language inputs — called prompts — to reliably elicit desired outputs from large language models (LLMs) and other generative AI systems. (2,073 words)
- [Jen (JR) Rettig Joins Guild.ai as First Chief People Officer](/content/blog/news/jen-rettig-joins-guild/index.html): Guild.ai as reached a stage where scaling thoughtfully requires dedicated executive leadership focused on people, culture, and talent. We believe Jen (JR) Rettig is the right person to lead that work. (296 words)
- [Speed Without Structure Is Expensive Guessing — Guild CEO on Agents](/content/blog/news/james-everingham-speed-structure-agents-ai-for-founders.html): Guild AI CEO James Everingham on why founders need governance and reproducibility, not just speed, to win in the agent era. (1,951 words)
- [JSON Schema (AI) | Guild.ai](/content/glossary/json-schema-ai/index.html): JSON Schema in AI is a declarative specification that constrains large language model outputs and tool interactions to predictable, machine-readable structures — ensuring that every response, function call, or agent action conforms to a developer-defined contract. (1,962 words)
- [Fine-Tuning vs Prompt Engineering | Guild.ai](/content/glossary/fine-tuning-vs-prompt-engineering/index.html): Learn how fine-tuning and prompt engineering differ, how each works, and when to use them. A clear, developer-focused guide from Guild.ai. (1,059 words)
- [Knowledge Graph | Guild.ai](/content/glossary/knowledge-graph/index.html): A knowledge graph is a structured data model that represents real-world entities — people, places, events, concepts — and the relationships between them as a network of nodes and edges, enabling machines to query, reason over, and infer new facts from connected information. (1,799 words)
- [What Is On-Premise AI? | Guild.ai](/content/glossary/on-premise-ai/index.html): On-premise AI runs models and processing entirely inside an organization’s environment. Learn how it improves data security, compliance, latency, performance, and long-term cost efficiency. (1,046 words)
- [Vector Database: What It Is & How It Works | Guild.ai](/content/glossary/vector-database/index.html): Learn what a vector database is, how it stores embeddings for semantic search and RAG, and why it’s essential infrastructure for modern AI applications. (1,548 words)
- [OpenAPI Spec: The Standard Format for Describing REST APIs, and How Guild Uses It](/content/glossary/open-api-spec/index.html): An OpenAPI Spec is a machine-readable YAML or JSON file that describes a REST API's endpoints, schemas, and auth. Guild uses OpenAPI specs to bulk-import integration operations agents can call as tools. (1,034 words)
- [Trigger: How Guild Automates Agent Execution with Webhooks and Schedules](/content/glossary/trigger/index.html): A Guild trigger runs an agent automatically when an external event fires or on a recurring schedule. Supports webhooks from Slack, GitHub, Linear, Jira, and more, plus hourly, daily, weekly, and monthly time triggers. (1,137 words)
- [The AI-Enthusiast Trap: The Hidden Reality of Vibe-Coding](/content/blog/ai-insights/ai-enthusiast-trap/index.html): Free to build doesn't mean free to own. Inside the AI-enthusiast trap, and the hidden cost of vibe-coded deployments. (1,480 words)
- [Qualified Name in Guild: The owner~resource Naming Convention](/content/glossary/qualified-name/index.html): A Guild qualified name is the fully addressable identifier for a resource in the format owner~resource-name. Agents, workspaces, skills, and integrations all use this convention, with a tilde separator between owner and resource. (1,055 words)
- [AI Guardrails | Guild.ai](/content/glossary/ai-guardrails/index.html): AI guardrails are the technical controls, validation layers, and policy enforcement mechanisms that constrain AI system behavior within defined safety, compliance, and operational boundaries. (1,647 words)
- [Zod: TypeScript Schema Validation for AI Agents on Guild](/content/glossary/zod/index.html): Zod is a TypeScript-first schema validation library used across the Guild SDK to define inputSchema and outputSchema for coded agents. Learn how it works, why Guild requires it, and how to use it in production. (1,034 words)
- [AI Agent Testing | Guild.ai](/content/glossary/ai-agent-testing/index.html): AI agent testing is the process of evaluating autonomous or semi-autonomous AI systems to ensure they perform tasks correctly, safely, and reliably across real-world conditions. (1,526 words)
- [Meet Smith: How Guild's Meta-Agent Works](/content/blog/engineering/inside-smith/index.html): Smith is Guild's built-in assistant. What you can ask it for, and how it works: a Guild agent itself, skill-driven, with a strict allowlist proxy as its security boundary. (1,362 words)
- [Retrieval-Augmented Generation (RAG): Definition, How It Works & Benefits | Guild.ai](/content/glossary/retrieval-augmented-generation-rag/index.html): Learn what RAG is, how it grounds AI responses in real data, and why it's essential for enterprise AI—covering retrieval, embeddings, and best practices. (1,304 words)
- [Guild for Cost Control: Cut AI Spend, Prove Agent ROI](/content/solutions/cost-control/index.html): Monitor AI token spend across every agent, model, and provider. Reduce costs with evals and circuit-breaker limits, and prove ROI on every agent in production. (835 words)
- [Non-Deterministic Systems | Guild.ai](/content/glossary/non-deterministic-systems/index.html): A non-deterministic system is a system that can produce different outputs from the same input under identical conditions, meaning its behavior is not fully prescribed by its specification and cannot be exactly repeated across runs. (1,672 words)
- [Guild for Engineering: Run and Reuse Any AI Agent Safely](/content/solutions/engineering/index.html): Give engineers a vendor-neutral control plane to run, monitor, and reuse any AI agent from any framework, without changing how they build or ship. (699 words)
- [Guild.ai Raises a Series A to Build the Neutral Control Plane for AI Agents](/content/blog/news/guild-ai-raises-a-series-a.html): Guild.ai has raised a Series A to help companies and developers operate and scale AI agents safely — with governance, auditability, and cost visibility built in by default. (1,238 words)
- [Low-Rank Adaptation (LoRA) Explained | Guild.ai](/content/glossary/low-rank-adaptation-lora/index.html): Low-Rank Adaptation (LoRA) is a parameter-efficient fine-tuning method that reduces trainable parameters by up to 10,000× while matching full fine-tuning performance. Learn how LoRA works, why it’s efficient, and how teams use it to customize large AI models cost-effectively. (857 words)
- [Brownfield AI Adoption | Guild.ai](/content/glossary/brownfield-ai-adoption/index.html): Brownfield AI adoption is the practice of deploying artificial intelligence systems — including AI agents, ML models, and intelligent automation — into enterprise environments where legacy infrastructure, existing data pipelines, and established business processes are already in production. (1,532 words)
- [LLM Observability | Guild.ai](/content/glossary/llm-observability/index.html): LLM observability is the practice of collecting, tracing, and analyzing telemetry data from large language model applications in production to understand not just if something is wrong, but why, where, and how to fix it. (1,144 words)
- [LLM Preferences and Model Policies in Guild: Agent Intent vs. Org Authority](/content/glossary/llm-preferences-model-policies/index.html): Guild agents declare llmPreferences to express which LLM providers and models they want to use. Org-level Model Policies decide which are actually allowed. Preferences are hints, policies are enforced rules, and failures name the refused preferences. (1,174 words)
- [What Is an Agent Control Plane? James Everingham (Meta DevMate) — Guild](/content/blog/news/james-everingham-agent-control-plane-guild/index.html): James Everingham, ex-Meta Dev Infra and CEO of Guild.ai, explains DevMate, why 2026 is the year of agents, and what an agent control plane actually does. (1,640 words)
- [Skills in Guild: Reusable, Versioned Content Packages for AI Agents](/content/glossary/skills-guild-context/index.html): A Guild skill is a versioned Markdown content package that gives an agent domain-specific knowledge. Agents see only a skill's title and description and inject the body into context at runtime when relevant. (1,484 words)
- [Customer Stories - Blog | Guild.ai](/content/blog/customer-stories/index.html) (70 words)
- [General AI Agent: Definition, How It Works & Use Cases | Guild.ai](/content/glossary/general-ai-agent/index.html): Learn what a General AI Agent is, how it works, and where it’s used—covering autonomy, learning, workflows, and real business impact across industries. (1,313 words)
- [Semver Range in Guild: Version Constraints for Skills, Agents, and Integrations](/content/glossary/semver-range/index.html): A semver range is a version-constraint syntax like ^1.4.0. Guild follows the same conventions as npm: the caret allows compatible minor and patch versions, exact pins lock to one version, and version numbers always move forward. (1,383 words)
- [Workspace: Guild's Container for Agents, Triggers, and Credentials](/content/glossary/workspace/index.html): A workspace is Guild's primary organizational container for AI agents. It holds agents, triggers, workspace context, and credential policies, and is the unit at which access and runtime behavior are governed. (1,197 words)
- [Ephemeral Build: Guild's Disposable Agent Version for Local Testing](/content/glossary/ephemeral-build/index.html): An ephemeral build is a cached, throwaway agent version Guild creates when you run guild agent test or guild agent chat from a local agent directory. It never enters version history. (1,014 words)
- [Guild Insights Dashboard: Real-Time AI Usage, Cost, and Optimization](/content/glossary/guild-insights-dashboard/index.html): Guild Insights is the admin dashboard for tracking AI spend, token consumption, and performance across an organization. See usage by workspace, agent, provider, and model, with real-time drill-down into what is driving cost. (1,152 words)
- [Meet Smith: A Legendary Resource to Run Your Agents at Scale](/content/blog/product/meet-smith/index.html): Introducing Smith, Guild's meta-agent for platform setup. Describe what you want to automate; Smith builds the agent, workspace, triggers, and integrations, all governed. (628 words)
- [Tokenmaxxing: Why Maximizing AI Token Consumption Is a Vanity Metric](/content/glossary/tokenmaxxing/index.html): Tokenmaxxing is the practice of aggressively maximizing AI token consumption. It has become a vanity metric for AI adoption, but tokens are inputs, not outcomes. Learn what to measure instead. (1,262 words)
- [Why AI Agents Need Their Own GitHub: The Case for Agent Infrastructure](/content/blog/ai-insights/why-ai-agents-need-github/index.html): GitHub transformed code from files on hard drives into a social, collaborative ecosystem. AI agents need the same transformation — here's what that looks like. (1,271 words)
- [Jinja Templates: The Python Templating Format Used in Goose Recipes](/content/glossary/jinja-templates/index.html): Jinja is a widely used Python text templating format. Guild honors Jinja syntax inside Goose recipe instructions and prompts, letting recipe authors parameterize agent behavior at render time. (1,050 words)
- [AI Agent Portability: Why Sharing Agents Across Teams Is Still Broken | Guild.ai](/content/blog/ai-insights/the-ai-agent-portability-problem/index.html): Engineering teams are building powerful AI agents but sharing them like napkin recipes. Learn why AI agent portability, collaboration, and security infrastructure is the missing layer — and how to fix it. (1,406 words)
- [Interoperability: What It Is & Why It Matters for Dev Tools | Guild.ai](/content/glossary/interoperoperability-dev-tools/index.html): Learn what interoperability is, how dev tools exchange data across systems, and why shared standards, APIs, and semantic models are essential for modern engineering workflows. (742 words)
- [AI Developer Tools Explained: What They Are & How They Work | Guild.ai](/content/glossary/ai-developer-tools/index.html): What is AI developer productivity? Learn how teams measure speed, quality, and impact when developers work with AI tools across the entire software lifecycle. (1,123 words)
- [Embedding Model: What It Is & How Embeddings Work | Guild.ai](/content/glossary/embedding-model/index.html): Learn what an embedding model is, how embeddings convert data into vectors, and why they power semantic search, recommendations, and modern AI systems. (856 words)
- [Agents Are Non-Deterministic — Treat Them Like Your Workforce — Guild](/content/blog/news/james-everingham-agents-non-deterministic-governance.html): Guild AI CEO James Everingham on why agents need workforce-level governance, what went wrong at OpenClaw, and how to get engineers to actually adopt AI. (1,672 words)
- [Agent-to-Agent Protocol (A2A): Definition, How It Works & Benefits | Guild.ai](/content/glossary/agent-to-agent-protocol-a2a/index.html): Learn what the Agent-to-Agent Protocol (A2A) is, how it enables AI agents to discover and collaborate, and why it matters for multi-agent systems. (1,195 words)
- [Agent Control Plane — Definition, Capabilities, and Architecture](/content/glossary/agent-control-plane/index.html): What an agent control plane is, the six core capabilities, centralized vs federated architectures, and how it differs from the agent runtime — explained with citations. (813 words)
- [AI Hallucinations | Guild.ai](/content/glossary/ai-hallucinations/index.html): Learn what AI hallucinations are, why they occur, and how to prevent them. A clear developer-focused guide to building reliable AI systems. (919 words)
- [Code Review Automation: Benefits, Risks & How It Works | Guild.ai](/content/glossary/code-review-automation/index.html): Learn how code review automation improves quality, speeds up development, catches vulnerabilities early, and combines with human review for best results. (846 words)
- [Session in Guild: The Durable Log of an Agent's Execution Run](/content/glossary/session/index.html): A Guild session is the durable, resumable record of one agent execution. It captures every event, every tool call, and every state change, and can be resumed with --resume even after a poll timeout. (1,175 words)
- [Guild Native Agent: Markdown-Only Agents That Skip Build Validation](/content/glossary/guild-native-agent/index.html): A Guild Native agent defines behavior in PROMPT.md and DESCRIPTION.md instead of TypeScript. No SDK, no build step. The agent transitions directly to READY on initialization. (911 words)
- [Guild.ai](/content/blog/agent-engineering/agent-design-best-practices-for-reliable-and-secur/index.html) (984 words)
- [The Next Evolution of Open Source Is Sharing Intelligence, Not Just Code](/content/blog/news/james-everingham-gv-portfolio-welcome-agents-open-source.html): Guild CEO James Everingham on GV: why agents are the next open source, why general agents are overhyped, and why it will take community to build the future. (888 words)
- [AI Coding Assistants Explained: How They Work & Why They Matter | Guild.ai](/content/glossary/ai-coding-assistant/index.html): What is an AI coding assistant? Learn how AI tools help developers write, review, and understand code faster through context-aware suggestions and automation. (852 words)
- [Goose Recipes: Block's YAML Agent Format, Now Running on Guild](/content/glossary/goose-goose-recipe/index.html): Goose is Block's open-source AI agent framework. Guild supports Goose recipe.yaml files as a first-class agent type, with declarative parameters, Jinja-templated prompts, and no TypeScript required. (866 words)
- [AI Pair Programming | Guild.ai](/content/glossary/ai-pair-programming/index.html): AI pair programming is a software development practice in which a human developer collaborates in real time with an AI assistant that suggests, generates, reviews, and explains code within the developer's workflow. (809 words)
- [Agent Hub: Guild's Marketplace for Discovering and Running Open-Source Agents](/content/glossary/agent-hub/index.html): Agent Hub is Guild's marketplace and catalog for discovering, installing, and running open-source, community-built AI agents. Browse by use case, install into a workspace, and run on Guild's control plane. (966 words)
- [Agent Version States in Guild: Saved, Validated, and Published](/content/glossary/agent-version-states/index.html): Every Guild agent version moves through three states: Saved (code uploaded), Validated (build and schemas verified), Published (available to the organization). Agents must be published to install into a workspace. (918 words)
- [What Is Semantic Search? | Guild.ai](/content/glossary/semantic-search/index.html): Semantic search improves information retrieval by understanding intent, context, and meaning—not just keywords. Learn how semantic search works, why it matters, and how it enables more intuitive search and AI systems. (951 words)
- [API Throttling: What It Is & How It Works | Guild.ai](/content/glossary/api-throttling/index.html): Learn what API throttling is, how it works, and why managing request rates is essential for reliable, secure APIs and modern dev workflows. (843 words)
- [Smith: Guild's Built-In Assistant Agent, guildai~the-smith](/content/glossary/smith/index.html): Smith is Guild's built-in support and assistant agent, opened via guild chat. Every new user meets Smith through the /onboarding tour, and every workspace opens into a Smith chat by default. (985 words)
- [Acceptable Use Policy](/content/acceptable-use-policy/index.html): Help us maintain a safe AI ecosystem. Read the Guild.ai Acceptable Use Policy to review permitted activities, user restrictions, and compliance guidelines. (939 words)
- [AI IDE (Artificial Intelligence IDE) | What Are AI IDEs & How They Work](/content/glossary/ai-ide/index.html): Learn what an AI IDE is, how AI-powered development environments work, and how they boost productivity, code quality, and collaboration. Explore benefits, risks, and why AI IDEs are reshaping modern software development. (754 words)
- [BYOA (Bring Your Own Agent): Run Agents from Other Platforms on Guild](/content/glossary/byoa-bring-your-own-agent/index.html): BYOA is the model where teams bring agents built on other platforms or frameworks and run them on Guild's control plane. Guild supports multiple agent architectures — TypeScript, Goose recipes, and Guild Native Markdown — so most existing agents can be adapted rather than rewritten. (979 words)
- [Agentic AI: Definition, How It Works & Use Cases | Guild.ai](/content/glossary/agentic-ai/index.html): Learn what Agentic AI is, how autonomous agents reason and execute tasks, and where it's used—covering planning, tool use, and real-world applications. (892 words)
- [What Is Semantic Understanding? | Guild.ai](/content/glossary/semantic-understanding/index.html): Semantic understanding helps AI interpret meaning and intent—not just keywords. Learn how semantic understanding works, why it matters for developers, and how it powers modern AI systems. (819 words)
- [Why the Future of Engineering Is Multi-Agent, Not Single-Agent](/content/blog/ai-insights/single-agents-wont-win/index.html): From faster development cycles to better decision-making, multi-agent systems are changing how engineers design and ship software. Here’s why collaborating agents outperform monolithic AI — and what that means for modern engineering teams. (657 words)
- [Workspace Context: Versioned Markdown Prepended to Every Guild Agent Session](/content/glossary/workspace-context/index.html): Workspace context is versioned Markdown attached to a Guild workspace and automatically prepended to every agent session. It has a draft/publish lifecycle and is distinct from the LLM context window. (925 words)
- [Specialized AI Agents: What They Are & How They Work | Guild.ai](/content/glossary/specialized-ai-agents/index.html): Learn what specialized AI agents are, how they operate, and why they deliver higher accuracy, speed, and automation across domains compared to general-purpose AI systems. (786 words)
- [Query Routing (AI) | Guild.ai](/content/glossary/query-routing-ai/index.html): Query routing is the process of analyzing an incoming request and directing it to the most appropriate model, data source, index, or processing pipeline based on the query's intent, complexity, and operational constraints. (842 words)
- [Multi-Agent Systems (MAS): How Distributed AI Works | Guild.ai](/content/glossary/multi-agent-systems/index.html): Learn how Multi-Agent Systems (MAS) use autonomous, cooperating agents to solve complex problems, boost efficiency, and scale distributed intelligence across real-world applications. (863 words)
- [Guild for AI Transformation: Scale Agents Across the Enterprise](/content/solutions/ai-transformation/index.html): Move AI agents from isolated experiments to a repeatable operating model. Shared infrastructure to discover, operate, and improve agents across every team. (690 words)
- [What Is a Monorepo? | Guild.ai](/content/glossary/monorepo/index.html): A monorepo is a single repository that stores multiple independent projects with shared dependencies, unified tooling, and streamlined CI/CD. Learn how monorepos improve collaboration, eliminate version conflicts, and scale large engineering teams. (722 words)
- [AI Won’t Replace Engineers, But It’s Changing the Job](/content/blog/ai-insights/ai-wont-replace-engineers-but-its-changing-the-job/index.html): AI isn’t replacing engineers. It’s changing how great engineers work. Learn what AI can and can’t do today, and why the future of engineering stays human. (923 words)
- [AI Evaluation (Evals) | Guild.ai](/content/glossary/ai-evaluation-evals/index.html): AI evaluation (evals) is the structured process of testing and measuring the performance, accuracy, and reliability of AI systems — including LLMs, RAG pipelines, and autonomous agents — against predefined metrics and business objectives. (514 words)
- [Careers at Guild.ai: Build the Control Plane for AI Agents](/content/careers/index.html): Guild is hiring builders, engineers, and creators to shape how enterprises run AI agents. Join us to build the control plane that makes AI adoption scale., Guild.ai Jobs (111 words)
- [Guild Help Center: Answers to Common Questions](/content/help/index.html): Find answers to common questions about Guild, the control plane for AI agents. Setup, security, credentials, integrations, and more. (92 words)
- [robots-txt.html](/content/robots-txt.html) (80 words)

## Products

- [product/agent-hub/index.html](/content/product/agent-hub/index.html) (209 words)
- [knowledge/product/what-is-an-ai-agent-control-plane/index.html](/content/knowledge/product/what-is-an-ai-agent-control-plane/index.html) (2,955 words)
- [Optimizer — Get the same AI outcomes for less](/content/product/optimizer/index.html): Optimizer automatically finds ways to reduce agent costs — without sacrificing quality. Every recommendation is tested against your evals before you apply it. (440 words)
- [Software Factory — Turn tasks into shipped code](/content/product/software-factory/index.html): Software factory autonomously plans, builds, tests, reviews, and hands your engineers validated pull requests. Get set up with 100M free tokens on us. (1,419 words)
- [Guild AI Observability: Trace, Audit, and Evaluate AI Agents](/content/product/ai-observability/index.html): See every model call, tool use, and decision your AI agents make. Guild delivers full session traces, complete audit trails, and eval-based scoring. (827 words)
- [Guild MCP Gateway: One Access Layer for Every Agent Tool](/content/product/mcp-gateway/index.html): The Guild MCP Gateway connects AI agents to every tool, model, and integration in your stack, with unified access control, credentials, and approval flows. (729 words)
- [Guild AI Governance: The Control Plane for AI Agent Policy](/content/product/ai-governance/index.html): Guild AI Governance brings every AI agent under one control plane. Manage access, provision credentials, enforce policies, and maintain compliance at scale. (637 words)
- [Guild Token Monitoring: Track and Control AI Spend by Agent](/content/product/token-monitoring/index.html): Track AI spend by agent, workspace, user, provider, and model. Set circuit-breaker limits to stop overruns and prove ROI on every agent in production. (496 words)
- [Guild CLI: Control Plane for AI Agents, from Your Terminal](/content/product/cli/index.html): The Guild CLI brings the AI agent control plane into your terminal. Deploy, monitor, and govern every agent, with credentials and audit trails built in. (789 words)
- [Guild Insights: The Control Plane Dashboard for AI Spend](/content/product/insights-dashboard/index.html): Guild Insights gives every team cross-platform visibility into AI spend, model performance, and agent ROI. Optimize with evals, enforce budgets with circuit breakers. (769 words)

## About Pages

- [About | Guild.ai](/content/about/index.html): Make building with AI as collaborative as open source. Meet the team, our investors, and explore open positions (816 words)
- [Contact Guild.ai](/content/contact/index.html): Get in touch with Guild.ai for demos, support, press inquiries, or general questions about the control plane for AI agents. (133 words)

## Resources

- [Full Page Index](/index.html): Browse all cached pages with rich metadata
- [About This Cache](/about.html): Methodology, technical details, and usage guidelines
- [XML Sitemap](/sitemap.xml): Machine-readable sitemap for crawler discovery
- [Robots.txt](/robots.txt): Crawler directives
- [Agentsite Network](https://agentsite.network/network.html): Public index of Agentsites and their machine-readable resources