Built for Scrollhouse

AI-POWEREDSCRIPTAPPROVALENGINE

A 7-stage autonomous agent pipeline that drafts, critiques, and delivers client chasers — with human oversight at every step, few-shot learning from your edits, and multi-channel delivery.

LANGGRAPH AGENTHITL REVIEW6D SCORINGFEW-SHOT LEARNINGMULTI-CHANNELAUTO-ESCALATION
use greenlit

Agent Pipeline

Seven autonomous stages from memory retrieval to human approval.

RAG Retrieval
Sentiment
Channel Strategy
Generation
Self-Critique
Revision
HITL Review

Core Capabilities

Everything the agent does, and how you stay in control.

Human-in-the-Loop

LangGraph interrupt() pauses the pipeline. Team leads review, edit, or reject every AI draft before delivery. State persisted across sessions.

Quality Scoring

6-dimension analysis: hook strength, CTA clarity, brand alignment, platform fit, pacing, tone consistency. Binary pass/fail self-critique prevents score inflation.

Few-Shot Learning

The agent learns from team lead edits. Last 3 approved examples injected per client to continuously improve future generations.

Channel Strategy

Sliding-window response-rate comparison between email and WhatsApp. Automatically selects the channel with 20%+ advantage. Escalation sends both.

Memory System

RAG retrieval with pgvector embeddings. AI consolidation summarizes 20+ memories into 6 actionable statements using Claude Haiku.

Auto-Escalation

After 3 failed chasers, scripts escalate automatically. Overdue cron job triggers the full agent pipeline on a schedule.

Integrations

Connected services for onboarding, delivery, and analytics.

Google Drive
Notion
Airtable
Instagram
YouTube
Resend
Twilio

End-to-End Workflows

From onboarding to final approval, fully automated.

Client Onboarding

SSE-streamed automation: welcome email, Google Drive folder, Notion page, Airtable record, WhatsApp notification. All optional, graceful skip.

Content Briefs

Form intake parsed by Claude into structured briefs. Context-aware: pulls client brand voice and memories for accurate parsing.

Review Cycle

Versioned review links via Resend. Each chase bumps the version, generates a new token, and clears stale feedback. One-click approval.

Next.js 16React 19SupabaseLangGraphClaudepgvectorResendTwilio

Ready to automate approvals?

Set up your pipeline in minutes. Let the agent handle the chasing while you focus on creative.

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