Play 31 — Low-Code AI Builder 🧩

Visual AI pipeline designer — drag-and-drop workflows, template library, one-click deploy.

Build AI pipelines without writing code. Drag nodes onto a canvas, connect them, configure properties, and deploy with one click. Pre-built templates for document classification, sentiment analysis, FAQ bots, email triage, and data enrichment. Citizen developers can ship AI in minutes.

Quick Start


cd solution-plays/31-low-code-ai-builder
az deployment group create -g $RG -f infra/main.bicep -p infra/parameters.json
code .  # Use @builder for pipeline designer, @reviewer for validation audit, @tuner for performance

Architecture

📐 See architecture.md for full data flow, service roles, security architecture, and scaling tables.

Pre-Built Templates

Template	Use Case
Document Classifier	Auto-sort incoming documents by type
Customer Sentiment	Real-time review/feedback scoring
FAQ Bot	Quick RAG chatbot from knowledge base
Email Triager	Auto-classify and route incoming email
Data Enricher	Batch LLM augmentation on records

Key Metrics

Pipeline success: ≥95% · Deploy success: ≥90% · Time to first pipeline: <5min · Load: <3s

DevKit (Low-Code Platform-Focused)

Primitive	What It Does
3 agents	Builder (designer/templates/connectors), Reviewer (validation/security), Tuner (execution speed/model routing/cost)
3 skills	Deploy (105 lines), Evaluate (105 lines), Tune (101 lines)
4 prompts	`/deploy` (builder platform), `/test` (pipeline execution), `/review` (validation), `/evaluate` (template quality)

Cost

💰 See cost.json for full pricing breakdown with SKUs, notes, and optimization tips.

Service	Purpose	Dev	Prod	Enterprise
Azure OpenAI	Pipeline AI node execution (GPT-4o + mini)	$50	$300	$1,000
Container Apps	DAG engine, node orchestrator, deployed APIs	$10	$100	$300
Cosmos DB	Pipeline definitions, run history, templates	$5	$65	$300
Static Web Apps	Visual drag-and-drop builder UI	$0	$9	$9
Blob Storage	Pipeline artifacts, uploaded documents	$2	$15	$50
Key Vault	API keys, user secrets, pipeline encryption	$1	$3	$10
App Insights	Pipeline metrics, node latency, token usage	$0	$25	$100
Log Analytics	Pipeline runs, deployment events	$0	$15	$50
Total		$68	$532	$1,819

📖 Full docs · 🌐 frootai.dev/solution-plays/31-low-code-ai-builder

FAI Manifest

Field	Value
Play	`31-low-code-ai-builder`
Version	`1.0.0`
Knowledge	O2-Agent-Coding, F1-GenAI-Foundations, T3-Production-Patterns
WAF Pillars	security, reliability, cost-optimization, operational-excellence
Groundedness	≥ 85%
Safety	0 violations max