Arize AX
for LuumenAI

Read Arize projects, datasets, and prompts, then add versions with approval

Connect Arize AX with an API key and Luumen can read your projects, datasets, prompts, experiments, and experiment runs on request. Ask what changed between two prompt versions, or which examples a dataset holds. When it is time to write — a new prompt version, fresh examples, another experiment run — Luumen shows the change first and waits for your approval.

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The Arize AX toolbox

24 tools: 15 read, 9 write. Reads answer instantly. Writes require approval by default. Everything is logged.

  • ReadGet DatasetGet one Arize dataset and its versions by dataset ID.
  • ReadGet ExperimentGet one Arize experiment by its ID, without its experiment runs.
  • ReadGet ProjectGet one accessible Arize project by its ID.
  • ReadGet PromptGet an Arize prompt with its current, explicitly selected, or labeled version.
  • ReadGet SpaceGet one accessible Arize space by its ID.
  • ReadList Dataset ExamplesList one page of examples from an Arize dataset or a specific dataset version, preserving user-defined example fields.
  • ReadList DatasetsList one page of Arize datasets, optionally filtered by space or dataset name.
  • ReadList Experiment RunsList one page of runs and outputs for an Arize experiment, preserving additional run fields.
  • ReadList ExperimentsList one page of Arize experiments, optionally filtered by dataset, space, or name.
  • ReadList ProjectsList one page of accessible Arize projects, optionally filtered by space or project name.
  • ReadList PromptsList one page of Arize prompts, optionally filtered by space or prompt name.
  • ReadList Prompt VersionsList one page of versions for an Arize prompt, newest first.
  • ReadList SpacesList one page of Arize spaces accessible to the connected API key, optionally filtered by organization or name.
  • ReadList SpansRead one bounded page of spans for an Arize project using optional time and filter constraints.
  • ReadList TracesRead one bounded page of traces and nested spans for an Arize project using optional time and filter constraints; nested spans may be truncated per trace.
  • WriteAdd Dataset ExamplesAppend arbitrary-field examples to an Arize dataset or a specified dataset version. Approval by default
  • WriteAdd Experiment RunsAppend one or more runs to an existing Arize experiment. Approval by default
  • WriteCreate DatasetCreate an Arize dataset in a space with an explicit initial array of examples. Approval by default
  • WriteCreate ExperimentCreate an Arize experiment with initial runs, associated with exactly one dataset or space. Approval by default
  • WriteCreate PromptCreate an Arize prompt and its initial version in a space. Approval by default
  • WriteCreate Prompt VersionCreate a new immutable version of an existing Arize prompt. Approval by default
  • WriteUpdate DatasetRename an existing Arize dataset. Approval by default
  • WriteUpdate Dataset ExamplesUpdate existing Arize dataset examples by ID, optionally creating a named dataset version. Approval by default
  • WriteUpdate PromptUpdate or clear an Arize prompt's description. Approval by default

One prompt, start to finish

What a governed Arize AX run looks like inside Luumen.

Questions

How does LuumenAI connect to Arize AX?

Authorize once with API token. Luumen lists the scopes each action needs before you approve the connection, and credentials never appear in the chat.

Can LuumenAI change things in Arize AX on its own?

Read actions answer immediately. Anything that writes — add dataset examples, add experiment runs, create dataset, create experiment, and more — is shown as a plan and requires approval by default. Administrators configure that per tool, so you decide exactly which actions can ever run unattended.

Who gets access to the integration?

You decide. Actions are granted per agent, skill, and team, and per environment — production is not staging. Read access can be broad while writes stay narrow.

Is there an audit trail?

Every call to Arize AX — read or write, approved or declined — is recorded with the actor, the input, and the result, and can be linked to the ticket or change record.

All integrations
Adobe Marketing Agent MCPAdobe Experience Platform context, sandbox switches, and async task statusAffindaRead parsed documents, collections, and annotations — change them with approvalAgent MailGive the agent its own mailbox for reading threads and sending updatesAI/ML APIInspect assistants, threads, and runs — and change them as approved steps

Put Arize AX to work with Luumen

Connect in minutes. Every action scoped, approved, and audited from day one.

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