Builder

Create production‑ready agents and multi‑step workflows in minutes. Drag‑and‑drop orchestration, instant evaluations, versioned releases, and deep analytics—no heavy setup required.

Visual Orchestration

Compose agents, tools, and policies as reusable blocks. Parameterize environments and publish once for dev, staging, and prod.

Testing & Evaluation

Golden sets, regressions, A/B experiments, and guardrail checks so every change is measurable and safe.

Full Observability

Traces, logs, prompts, inputs/outputs, token and cost telemetry, and per‑step performance insights.

Versioning & Rollouts

Semantic versions, release channels, gradual rollouts, and instant rollbacks with audit trails.

Governance & Policies

Role and tenant controls, safety filters, data retention policies, and approvals embedded in your release flow.

Collaboration

Invite teammates, review diffs, annotate traces, and share live previews with stakeholders.

How It Works

  1. Start with a template or a blank canvas. Drag blocks for LLMs, tools, and conditionals.
  2. Connect data and tools via Swfte Connect or your private endpoints (MCP, webhooks, DBs).
  3. Define input/output schemas, error handling, retries, and fallbacks.
  4. Create evaluations: golden questions, expected outputs, policy checks, and cost/time budgets.
  5. Version and promote to environments. Roll out gradually and monitor live traffic.
  6. Observe traces, fix regressions, and iterate quickly with confidence.

Trigger from anywhere

Deploy workflows behind a stable HTTPS endpoint. Invoke from apps, backend jobs, webhooks, or the Embedded SDK. Inputs are validated against your schema and runs are fully traceable.

https request
// Example: trigger a deployed workflow with inputs

POST /api/workflows/:workflowId/run
{
"input": {
"customerEmail": "hey@contoso.com",
"attachments": ["invoice-1043.pdf"],
"priority": "high"
}
}

// Response
{
"runId": "rwk_7db1...",
"status": "queued",
"estimatedCompletionSeconds": 12
}

What you can build

Customer Support Triage

Auto‑classify emails and chats, extract entities (order ID, sentiment), propose replies, and escalate with full context.

Trigger from anywhere
Campaign Copilot

Generate briefs, variants, and localized assets; enforce brand tone with evaluation gates before publishing.

Trigger from anywhere
Invoice & Spend Analyzer

Parse invoices, flag anomalies against policy, reconcile vendors, and route approvals with audit logs.

Trigger from anywhere
IT Ops Runbooks

Detect incidents, summarize logs, run safe shell actions via MCP, and file tickets with evidence.

Trigger from anywhere
Sales Researcher

Enrich leads, map org charts, draft personalized outreach, and sync outcomes to your CRM.

Trigger from anywhere
Analytics & Insights

Answer natural‑language questions on your warehouse with governed SQL generation and cached summaries.

Trigger from anywhere

Example workflows

RMA Assistant: generate shipping labels, validate warranty policy, and inform customers with next‑best actions.
Deploy workflows behind a stable HTTPS endpoint. Invoke from apps, backend jobs, webhooks, or the Embedded SDK. Inputs are validated against your schema and runs are fully traceable.
Knowledge Bot: retrieve relevant docs with citations, summarize changes, and capture feedback to improve prompts.
Deploy workflows behind a stable HTTPS endpoint. Invoke from apps, backend jobs, webhooks, or the Embedded SDK. Inputs are validated against your schema and runs are fully traceable.
Risk Review: score requests against rules, ask for missing data, and route to human with a concise dossier.
Deploy workflows behind a stable HTTPS endpoint. Invoke from apps, backend jobs, webhooks, or the Embedded SDK. Inputs are validated against your schema and runs are fully traceable.

Workflow canvas preview

Trigger
Classify
Summarize
Enrich
Validate
Notify

Guardrails example

// TestGuard: block PII leakage

when output.matches(/SSN|d{3}-d{2}-d{4}/) then reject('Contains PII')

// Retry on transient failure
on error(code = 'RATE_LIMIT') then retry(backoff = 'exp', limit = 3)