Career roadmaps / AI Engineer (Claude)

AI Engineer (Claude)

Build reliable products and agents on Claude: prompting, tools, retrieval and evaluation, with Anthropic's certification path.

Rising quickly as organisations move from AI pilots to production systems.

Day to day

  • •Design prompts and tool schemas
  • •Build retrieval and agent workflows
  • •Write evals that catch regressions
  • •Balance quality, latency and cost

Start from: Comfortable programming in Python or TypeScript

  1. 1

    Using Claude well

    2–3 weeks

    Get consistently good output and know when not to trust it.

    Prompt structure

    Clear instructions, context and examples drive most quality gains.

    Evaluating output

    Checking model output is the skill that separates production use from demos.

    Choosing models and products

    Picking the right model for the task controls cost and latency.

    Certifications

    • Claude Certified Associate – Foundations · AnthropicPractise

    Portfolio project

    Write a prompt for a real business task and a checklist that catches its failure modes.

  2. 2

    Building on the API

    4 weeks

    Ship features that call Claude safely and efficiently.

    Messages API and SDKs

    Every integration starts here.

    Tool use

    Tools connect the model to your systems and data.

    Prompt caching and cost control

    Production budgets depend on it.

    Certifications

    • Claude Certified Developer – Foundations · AnthropicPractise

    Portfolio project

    Build an assistant that answers from your own documents and calls one internal tool.

  3. 3

    Agents and architecture

    4–6 weeks

    Design agentic systems that are reliable and safe.

    Agent loops and orchestration

    Multi-step work needs clear control flow and stopping conditions.

    Context management

    Long tasks fail when context is managed badly.

    MCP and tool design

    Well-designed tools make agents both more capable and safer.

    Certifications

    • Claude Certified Architect – Foundations · AnthropicPractise
    • Claude Certified Architect – Professional · Anthropic

    Portfolio project

    Build an agent with an eval suite, a human approval step, and a written threat model.

  4. Finish line

    Prove you're ready to apply

    22 workplace scenarios. Reach 80% with no area below 60% for a job-ready signal.

    Take the readiness exam

Certification requirements, prices and exam formats change. Always confirm on the issuer's site, linked from the certifications page.

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