ClaudSkills / Engineering / architecture

AI Ready Data Architecture

Quality score: 70/100 · Category: Engineering · Sub-category: architecture

tool:salesforceai:ragtype:audit

Use when designing or auditing a Salesforce data architecture to support AI features — Einstein, Agentforce, Data Cloud, or custom ML models. Covers field-level data quality requirements, structured vs unstructured data placement, embedding-ready text field design, knowledge article structure for RAG grounding, Data Cloud harmonized data model, Einstein Feature Store patterns, grounding data for Agentforce actions, AI-ready field naming conventions, and data freshness requirements for model retraining. Trigger phrases: design data model for AI, make Salesforce data AI-ready, data quality for Einstein, grounding data for Agentforce, Data Cloud for AI, RAG data architecture Salesforce. NOT for Data Cloud initial setup and licensing, not for LWC or Flow implementation, not for general data migration, not for Einstein Analytics dashboard design.

What this skill does

AI Ready Data Architecture is a production-ready Claude Code skill (quality score 70/100) in the architecture sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/ai-ready-data-architecture/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when designing or auditing a Salesforce data architecture to support AI features — Einstein, Agentforce, Data Cloud, or custom ML models. Covers field-level data quality requirements, structured vs unstructured data placement, embedding-ready text field design, knowledge article structure for RAG grounding, Data Cloud harmonized data model, Einstein Feature Store patterns, grounding data for Agentforce actions, AI-ready field naming conventions, and data freshness requirements for model retraining.

Who uses this skill

The AI Ready Data Architecture skill is built for software engineers, backend developers, full-stack teams, and technical leads building and maintaining production systems. It is part of the open ClaudSkills registry, a community-curated catalog of 15,000+ capabilities you can install for Claude Code — the Claude CLI agent.

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/ai-ready-data-architecture
curl -L https://claudskills.com/skills/ai-ready-data-architecture/SKILL.md \
  -o ~/.claude/skills/ai-ready-data-architecture/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/ai-ready-data-architecture/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/ai-ready-data-architecture/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\ai-ready-data-architecture\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

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