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Part of Build Product Strategy With AI-Powered PM Skills

Product & Design Blueprint

Build AI-Shaped Products and Agent Workflows

0June 2026

Skills for product teams building AI-powered features, multi-agent systems, and evaluating AI maturity.

What problem does this solve?

Guides product teams through the distinct challenges of building AI products: assessing whether you're automating existing tasks (AI-first) or redesigning workflows (AI-shaped), engineering context for agents, and orchestrating multi-agent systems. Prevents context stuffing, brittle AI workflows, and misalignment between AI capabilities and product strategy.

How does it work?

Use ai-shaped-readiness-advisor to assess whether your work is AI-first or AI-shaped, then identify which of five PM competencies to build first. Use context-engineering-advisor to diagnose context stuffing (jamming volume without intent) vs. context engineering (shaping structure for attention), with tactical practices like bounded domains and episodic retrieval. Use agent-orchestration-advisor to guide multi-agent workflow design across four dimensions (agent specialization, handoffs, failure handling, state management). Use recommendation-canvas to evaluate AI product ideas across outcomes, hypotheses, risks, and positioning. Output: clarity on AI maturity, context architecture for agents, and multi-agent workflow designs.

Included Skills

No skills in this group

Key Features

ai-shaped-readiness-advisor

Assess AI-first vs. AI-shaped, then recommend which PM competency to build first.

context-engineering-advisor

Diagnose context stuffing vs. context engineering with practices like bounded domains and episodic retrieval.

agent-orchestration-advisor

Guide multi-agent workflow design across specialization, handoffs, failure handling, and state management.

recommendation-canvas

Evaluate AI product ideas across outcomes, hypotheses, risks, positioning, and value justification.

About This Blueprint

Industry
Technology
1 File
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Sales

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Ishani D.

Account Manager at G2