# AI in Qualflare Source: https://docs.qualflare.com/docs/ai · Last updated: 2026-10-27 Qualflare's AI features: AI Insights, Failure Clusters, AI Launch Analysis, Quo and the AI filter, with the project AI switch and per-plan usage limits. In Qualflare, AI features analyze the test results you upload and help you write tests; one project switch, **Enable AI Features**, turns AI analysis, Quo and the AI filter on or off, and AI Launch Analysis runs on every plan. | Fact | Detail | | ----------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | Where | **AI Insights** and **Failure Clusters** under **Analysis** in the project sidebar; AI Launch Analysis on a launch's **Overview** tab; the switch in **Project Settings** > **AI Features** | | Plans | AI Launch Analysis: (available on Starter, Core, Scale, Enterprise, Open Source). Failure Clusters: (available on Starter, Core, Scale, Enterprise). AI Insights: (available on Core, Scale, Enterprise) | | Who | Viewing: (requires the Viewer role or higher in the project). Merging clusters or accepting recommendations: (requires the Editor role or higher in the project). The switch: (requires the Editor role or higher in the workspace), and in the web app also (requires the Editor role or higher in the project) | | Limits | Each feature has its own allowance; see [AI usage limits](https://docs.qualflare.com/docs/ai/limits#ai-usage-limits) | | CLI and MCP | `qf clusters list` and `qf cluster get ` ([Clusters commands](https://docs.qualflare.com/docs/cli/read-commands#clusters)); `list_failure_clusters` and `get_failure_cluster` ([MCP server reference](https://docs.qualflare.com/docs/api/mcp-reference)) | ## What runs after each upload Each time you upload results, for example with `qf collect` ([Upload results](https://docs.qualflare.com/docs/cli/collect)), Qualflare runs three jobs on the new launch: * [failure clustering](https://docs.qualflare.com/docs/ai/failure-clusters), when the launch has failures; * [AI Launch Analysis](https://docs.qualflare.com/docs/ai/launch-analysis); * case analysis, meaning flaky detection and the redundancy check behind [AI Insights](https://docs.qualflare.com/docs/ai/insights). Launches you start in the app ([manual runs](https://docs.qualflare.com/docs/runs/manual-testing)) are not clustered and get no AI Launch Analysis. ## Analysis features Qualflare's analysis features each have their own page: - [AI Insights](https://docs.qualflare.com/docs/ai/insights): Recommendations that flag flaky and redundant test cases for you to accept or dismiss. - [Failure Clusters](https://docs.qualflare.com/docs/ai/failure-clusters): Failures grouped by root cause, named at 5 failures, with a defect for each cluster. - [AI Launch Analysis](https://docs.qualflare.com/docs/ai/launch-analysis): A risk level, summary, failing areas and recommendations for every uploaded launch. - [AI Features settings and limits](https://docs.qualflare.com/docs/ai/limits): Per-plan AI allowances, when they reset, and the project AI switch. ## Assistants and coding agents Qualflare's assistants and coding agents each have their own page: - [Quo agent](https://docs.qualflare.com/docs/ai/quo): Analyze coverage, suggest test cases and generate steps; nothing changes until you confirm. - [AI filter in Explore](https://docs.qualflare.com/docs/ai/ai-filter): Turn a plain-English request into Explore filters. - [Claude Code plugin](https://docs.qualflare.com/docs/ai/claude-code): Generate tests, upload results and fix failures from Claude Code. - [Claude Code plugin reference](https://docs.qualflare.com/docs/ai/claude-code-reference): Every slash command, the coverage nudge rules and the state files. ## Turn AI on or off To turn Qualflare's AI on or off for a project, use the **Enable AI Features** switch in **Project Settings** > **AI Features** ([Project Settings](https://docs.qualflare.com/docs/administration/project-settings#accessing-project-settings)); it is on for new projects. Off stops clustering, new launch analyses, the redundancy check, Quo and the AI filter, while flaky detection keeps running; see [Project AI settings](https://docs.qualflare.com/docs/ai/limits#project-ai-settings). ## AI usage limits Each AI feature in Qualflare has its own allowance, set by the workspace's plan: Quo has daily and monthly message limits, the other features have monthly allowances, and failure clusters count the clusters a workspace holds at once; some plans have no cap on launch analysis or failure clusters. Only the workspace Owner sees usage, on **Plan & Billing**; see [AI usage limits](https://docs.qualflare.com/docs/ai/limits#ai-usage-limits) and [Plans and limits](https://docs.qualflare.com/docs/administration/plans#ai-usage-limits). ## Related * **Guides:** [Defects](https://docs.qualflare.com/docs/defects) · [Analyze launch results](https://docs.qualflare.com/docs/runs/analyze-results) * **Reference:** [AI Features settings and limits](https://docs.qualflare.com/docs/ai/limits) · [Glossary: Failure cluster](https://docs.qualflare.com/docs/reference/glossary#failure-cluster) * **CLI/API:** [Clusters commands](https://docs.qualflare.com/docs/cli/read-commands#clusters) · [MCP server reference](https://docs.qualflare.com/docs/api/mcp-reference)