AI & ML integration

Weights & Biases integration for AI agents

Insiro connects AI agents to Weights & Biases so they can act in it under your rules. Weights & Biases is an MLOps platform for tracking experiments, models, sweeps, artifacts, and reports. It helps ML teams monitor runs, compare results, and manage model development in one place. Every Weights & Biases action runs through Insiro's governed gateway, using each person's own connection (API key).

What can AI agents do with Weights & Biases?

With Insiro, agents can call models and AI services as steps in a pipeline, compare outputs and keep the best result, enrich records with generated summaries and route requests to the right model by cost, all inside the permissions you set for Weights & Biases.

  • Call models and AI services as steps in a pipeline.
  • Compare outputs and keep the best result.
  • Enrich records with generated summaries.
  • Route requests to the right model by cost.

A journey through Insiro

Weights & Biases logo Weights & BiasesInsiroNotion

Example: Weights & Biases → Insiro → Notion to write generated research into a shared doc. Insiro checks permissions, applies approvals and records the evidence at every hop.

Frequently asked questions about Weights & Biases

Can Insiro AI agents use Weights & Biases?

Yes. Insiro connects AI agents to Weights & Biases through its governed MCP gateway. Agents can call models and AI services as steps in a pipeline and compare outputs and keep the best result using each person's own Weights & Biases access, with read-only as the default and approvals for actions that change data.

How does Insiro connect to Weights & Biases?

Weights & Biases connects with API key. Each user connects their own account once; Insiro stores the credential encrypted and brokers it to the tool only at the moment of a call, so models never see it. Admins can also register a workspace-level connection.

Can I make Weights & Biases read-only for agents?

Yes. In Insiro Governance, set Weights & Biases to Off, Read only, or Read and write in a click. Write actions can require confirmation or owner approval by risk tier, and every call is logged with the user, tool, tokens and cost.

Put Weights & Biases to work with governed AI agents.

A 30-minute working session: we connect one data source and one app, then run a governed agent on a task you choose.

  • 13governance checks on every agent tool call
  • 1,700+SaaS apps agents can act in
  • 30+data dialects for plain-English questions