System
From implementing one integration to owning a multi-system production architecture.
ROLE DECODER
Job descriptions tell the truth that titles cannot.
Titles are reused inconsistently. Compare technical ownership, customer outcome ownership, specialization, and the artifact you are expected to ship.
Directional role map
These are market patterns, not universal rules. Read each company's job description.
| Role | Direct code ownership | Customer ownership | Center of gravity |
|---|---|---|---|
| Solutions Engineer | Low-medium | High | Technical evaluation, demos, integrations, pre/post-sales enablement |
| Solutions Architect | Low-medium | High | Architecture, constraints, technical strategy, stakeholder alignment |
| Applied AI Engineer | Medium-high | Medium-high | Model behavior, prototypes, evals, and AI application implementation |
| Forward Deployed Engineer | High | Very high | Production outcome across discovery, build, rollout, and learning |
| Forward Deployed SWE | Very high | High | Production code, custom systems, and reusable software abstractions |
| Deployment Lead / Strategist | Low-medium | Very high | Workflow shaping, sequencing, adoption, KPIs, and multi-team execution |
EVALUATE THE ROLE
Seven questions to ask the hiring team.
A good interview works both ways. Replace vague claims about “impact” with concrete ownership boundaries.
- 01What production artifact will I personally own?
- 02How often do I write and review production code?
- 03Who owns the outcome after the proof of concept?
- 04How much time is discovery, building, rollout, and adoption?
- 05Does field learning change the core product? How?
- 06What travel, on-site, clearance, or support load exists?
- 07How are success and seniority measured?
SENIORITY
Scope grows in four directions.
Customer
From scoped delivery to shaping ambiguous, consequential workflows with senior stakeholders.
Reuse
From solving once to turning field patterns into platform primitives and product improvements.
Organization
From individual delivery to sequencing teams, managing risk, and raising engineering quality.