FEATURE DEEP DIVE

Autonomous
Workflows.

Schedule complex, multi-step LLM pipelines that act as your autonomous content team. Research, draft, verify, and publish—all on autopilot.

See It In Action

The Flow Engine

Build pipelines, not just prompts.

Multi-Step Logic

Chain together data retrieval, synthesis, formatting, and API calls. Pass outputs from one step as inputs to the next to build complex reasoning loops.

Scheduled Execution

Run flows on a cron schedule. Generate a weekly competitive analysis digest every Monday at 8 AM, or scan all legal docs for regulatory changes nightly.

Budget Controls

Set strict token and cost budgets per flow run. If a loop gets stuck or a generation goes rogue, the engine kills it before it drains your API credits.

USE CASE

The Release Notes Generator

See how a multi-step flow replaces hours of manual coordination between engineering, product, and marketing.

  • 1
    Ingest PRs & CommitsThe flow queries the Knowledge Graph for all merged GitHub PRs tagged with the current release version.
  • 2
    Synthesize & CategorizeAn LLM step groups the technical changes into user-facing categories (New Features, Bug Fixes, Performance).
  • 3
    Draft & FormatA second LLM step drafts the actual release notes in Markdown, applying your brand's specific tone and voice guidelines.
  • 4
    Publish to DraftThe final artifact is pushed to your CMS (e.g., Webflow) as a draft, ready for a final human review.
Flow Configuration
1
Query Knowledge Graph
SELECT * WHERE tag="v2.4.0" AND source="github"
2
LLM: Categorize
Model: gemini-3.1-pro-preview
3
LLM: Draft Markdown
Prompt: "Using the categories..."
GOVERNANCE

Human-in-the-Loop

Full autonomy is powerful, but sometimes you need a human touch. WUF.AI allows you to inject approval gates at any point in a flow.

  • Approval GatesPause a flow before it publishes to production. Send a Slack notification to the content owner for a one-click approval.
  • Conditional AutonomySet rules: auto-publish if the LLM confidence score is > 95%, otherwise route to a human reviewer.
Pending ApprovalWAITING
Review Generated Content
"We are excited to announce the release of v2.4.0, featuring significant performance improvements..."
run_history.json
{
"run_id": "run_98765",
"flow_name": "Weekly Digest",
"status": "COMPLETED",
"metrics": {
"duration_ms": 14520,
"tokens_used": 4250,
"cost_usd": 0.042
},
"steps": [ ... ]
}
OBSERVABILITY

Complete Audit Trail

Every execution is logged in detail. You can inspect exactly what data was retrieved, what prompts were used, and what the model generated at every step.

  • Step-by-Step DebuggingIf a flow fails or produces unexpected output, you can replay the exact sequence of events to pinpoint the issue.
  • Performance MetricsTrack execution time, token consumption, and API costs for every run to optimize your pipelines.
PUBLISHING

Native CMS Integration

Flows don't just generate text; they publish it. WUF.AI natively integrates with your existing content platforms.

Webflow
WordPress
Ghost
Shopify

Automate The Truth.

Stop manually copying and pasting data. Let WUF.AI build your content automatically.

Book a Custom Demo