Prompt Kit: OpenClaw and Agents — The Web Is Forking

This kit turns the article's analysis of the emerging agent infrastructure stack into actionable tools. Whether you're a founder figuring out where to build, a developer making your product agent-ready, or a strategist assessing which parts of your business are vulnerable to agent economics, these prompts operationalize the core frameworks from the piece.

Prompt 1: Agent Stack Opportunity Mapper

Job: Analyzes your business, product, or idea against the five layers of the emerging agent infrastructure stack (money, content, search, execution, identity) to find where you should build, integrate, or defend.

When to use: You're a founder, product leader, or strategist trying to figure out where the agent web creates opportunity or threat for your specific situation.

What you'll get: A structured assessment mapping your business against each infrastructure layer, with specific opportunities ranked by feasibility and impact, plus a prioritized action plan.

What the AI will ask you: What your business/product does, who your customers are, what your current tech stack looks like, and whether you're looking for offensive opportunities (build for agents) or defensive positioning (protect against agent disruption).

Prompt 2: Agent-Readiness Audit for Your Website or Product

Job: Conducts a detailed technical audit of how agent-ready your website, API, or digital product is — and produces a specific implementation checklist to make it accessible to the agent web.

When to use: You're a developer, technical founder, or product manager who wants to make your digital presence discoverable, readable, and transactable by AI agents.

What you'll get: A gap analysis across agent-readiness dimensions (content format, discoverability, payment, API structure) with specific technical implementation steps, code snippets where applicable, and priority ordering.

What the AI will ask you: Your website/product URL, what you sell or offer, your hosting/CDN setup, whether you have existing APIs, and what agent interactions you want to enable.

Prompt 3: Agent Economics Viability Analyzer

Job: Evaluates whether a specific task, workflow, or business process is a good candidate for autonomous agent execution — using the domain accuracy framework from the article (structured/data-driven tasks vs. cultural/aesthetic judgment tasks).

When to use: You're deciding whether to automate a workflow with autonomous agents, invest in agent-based products, or assess which parts of your business are vulnerable to agent competition.

What you'll get: A structured viability assessment that maps your task against the accuracy spectrum, estimates the economics (cost comparison: human vs. agent), identifies the failure modes, and recommends the right human-agent split.

What the AI will ask you: The specific task or workflow you're evaluating, the current human process and cost, the quality requirements, and the consequences of errors.

Prompt 4: "Web Fork" Strategic Briefing Generator

Job: Produces a concise strategic briefing for leadership on how the agent web fork affects a specific industry, company, or competitive landscape — written in the language of business strategy, not tech hype.

When to use: You need to brief executives, investors, or a board on what the emerging agent infrastructure means for your industry. You need it to be specific, evidence-based, and free of both hype and dismissiveness.

What you'll get: A 2-3 page strategic briefing with an executive summary, industry-specific impact analysis, competitive implications, and recommended strategic posture — written for people who don't read tech newsletters.

What the AI will ask you: Your industry, your company's position in it, who the briefing is for, and what decisions it needs to inform.

How to Use This Kit

Pick based on your role:

Founders and product leaders → Start with Prompt 1 (Opportunity Mapper) to understand where you sit in the agent stack, then use Prompt 2 (Agent-Readiness Audit) if you decide to build for agent clients.
Developers and technical PMs → Start with Prompt 2 (Agent-Readiness Audit) for specific implementation guidance on making your product agent-accessible.
Operations leaders evaluating automation → Use Prompt 3 (Agent Economics Viability Analyzer) to assess specific workflows before committing budget.
Executives and strategists → Use Prompt 4 (Strategic Briefing Generator) to produce a briefing you can share with leadership or investors.

Chaining prompts: The outputs chain naturally. Prompt 1 identifies which infrastructure layers matter for you → Prompt 2 tells you how to implement → Prompt 3 validates the economics of specific use cases → Prompt 4 packages the whole story for decision-makers.

Which AI to use: These prompts work in Claude, ChatGPT (GPT-4+), or Gemini. For Prompt 2 (the technical audit), Claude and GPT-4 tend to give more specific code snippets. For Prompt 4 (the strategic briefing), Claude tends to produce cleaner business writing. Use whichever you have access to.