AI Solution Architect. The role, the market signal, and how to build it in your org.
Designs the AI system around the model, orchestration, retrieval, evals, guardrails, security boundary, observability. YouTube's JD frames it as 'bypass traditional dev cycles via AI-assisted development and low-code solutions.' The engineering peer to the Vibecoder: same toolchain, very different accountability, Architect owns durability + safety, Vibecoder owns speed + iteration.
In a workforce of people and AI agents, this role takes shape around the workflows it supports. Define its responsibilities and handoffs, then prepare people to perform that work.
132 postings · 92 distinct titles · from 264,613 real job postings · see the live data →
What the postings ask this role to do
2,303 tasks extracted from real AI Solution Architect job descriptions, classified Automate / Augment / Human-only. Only 1.7% can be fully automated: companies are hiring this role for the judgment, not the keystrokes.
- Monitor model bias.
- Maintain crm hygiene
- Monitor model drift.
- Keep documentation current
- Track opportunity progress
- Help customers develop evaluation frameworks to measure claude's performance for their specific use cases
- Support customers building with both the claude api and claude for work
- Identify common integration patterns and contribute insights back to product and engineering teams.
- Maintain strong knowledge of the latest developments in llm capabilities and implementation patterns.
- Guide technical architecture decisions and help customers integrate claude effectively into their existing technology stack.
- Coordinate internally across multiple teams and stakeholders to drive customer success.
- Travel occasionally to customer sites for workshops, technical deep dives, and relationship building
- Mentor team members.
- Serve as the primary technical advisor to enterprise customers throughout their claude adoption journey, from discovery to initial evaluation through deployment.
- Supervise team members.
From the market's version of this role to your version of it
Start with the work, not the org chart.
Define what this role will own, then connect those responsibilities to practice and assessment.