Guild.ai

Guild.ai is a model-neutral control plane that lets engineering and IT teams catalog, monitor, govern and cost-optimize AI agents, with a Software Factory that turns backlog issues into reviewable pull requests.

Guild.ai positions itself as a control plane for AI agents, aimed at engineering and IT teams that already have agents scattered across tools, models and repositories and cannot easily say what is running, what it costs, who owns it or what happens when it fails. Instead of asking teams to rebuild agents, it sits above them and brings them into a single model-neutral platform where they can be cataloged, run, monitored and restricted. In practice the product is organized around a few jobs. Spend tracking breaks usage down by agent, team, model and provider, with forecasting and budgets to catch overages. Observability adds tracing and evaluations that produce audit trails of what happened at runtime. Governance covers scoped credentials, permissions, policies and human approval gates. An MCP Gateway lets agents run against whichever models and providers a team brings, and a CLI, an Agent Hub and a public API support the developer side. A newer Optimizer looks for cheaper models, leaner prompts and unused tools, then tests each suggestion against the team's own evals before it is applied. Software Factory is the most concrete application shown. Specialized agents pick up issues from connected repositories, plan the work, implement it, test it and review it, then hand engineers a validated pull request. Humans approve and merge, loop limits and retry controls stop runaway cycles, and agents work in sandboxed environments with recorded history. A free spend breakdown tool offers a read-only look at current AI usage without a card. Guild fits buyers who want governance and cost visibility more than another agent builder. It competes with in-house tooling and with observability or gateway products that cover only one slice. Security claims on the homepage include SSO, SAML, SCIM, SOC 2 Type 1, ISO 27001 and GDPR, which suggests a target of larger organizations with compliance requirements, though smaller teams can start with a free trial.