Zara drafts a team by talking. Zen Studio is where that draft becomes something engineering can actually stand behind: configured node by node, guarded on purpose, versioned like it matters.
Every workflow you build runs the same four stages, enforced by the runtime, not a policy someone can quietly skip under deadline pressure.

Consensus mode runs the same canvas differently: specialists answer independently, and where they land, together or apart, is itself the signal worth reading.

Not a prompt box with a friendly name. A full inspector: system prompt, temperature, token limits, and the guardrails that apply before anything downstream ever sees the output.

Guardrails a node ships with, visible and toggleable per agent, not hidden three settings menus deep.
An agent's ceiling is a number someone chose on purpose. A deterministic fallback covers what happens if it's ever reached.
When Zara says "Dr. Neha is in," this is where Dr. Neha actually lives. 168 named agents, all mapping to six universal archetypes. Only the domain knowledge inside changes, which is why a new solution takes weeks, not months.
Opens the case, classifies what it's looking at, routes it to the right specialists. Claims Handler, Lead Auditor.
Tests what's been found against the rules that actually apply. Policy Validator, Compliance Expert.
Pulls, hashes, and cross-references the documents everything else depends on. Evidence Collector, Doc Intelligence.
Tries to break the conclusion on purpose, from a different model than the one that reached it. The Skeptic, Fraud Investigator.
Turns everything upstream into the artefact a human actually files. Report Writer, Board Pack Generator.
Holds the gate. Nothing releases without a named human on record. Decision Officer, Approving Authority.
Same harness, wherever the data has to stay. Model choice is configuration, per agent, at runtime, not a decision you make once and live with.
Agent equals model plus harness. Only one half is yours.
Runs in your AWS, Azure, or GCP tenancy. Data never leaves your boundary, KMS keys stay yours.
Multi-tenant or dedicated single-tenant. Instant start, zero infrastructure overhead for your operations team.
Bare metal or OpenShift in your data centre, using self-hosted open-weights models. Zero external egress.
A run from March and a run from September should agree with each other if nothing about the case actually changed. That's not a promise you take on faith, it's what pinning the version, the prompts, and the rule pack together is built to guarantee.
Yes. The canvas is visual and drag-and-drop. Process owners routinely adjust thresholds and persona sliders without writing code.
Every node has explicit step and token caps. If reached, the runtime invokes the deterministic fallback and notifies the supervisor.
Yes. Model endpoints are configured per node. You can mix OpenAI, Anthropic, open-weights (Llama, Mistral), or custom internal endpoints in the same workflow.
Describe the process, and get a first draft of the team back in the same session, before anyone opens Zen Studio.
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