Applied ML engineers
People who can work across data, model behavior, evaluation, and system-level tradeoffs instead of optimizing in isolation.
Consultant network
Join Pixtell's network for real visual AI projects.
We work with independent specialists who want to contribute to client-facing systems where deployment, integration, and clear delivery standards matter.
Who we look for
Profiles that fit real client delivery.
We care less about titles and more about whether someone can work through practical constraints, communicate clearly, and contribute to systems that have to function in production.
MLOps and deployment specialists
Consultants comfortable with packaging, monitoring, infrastructure choices, and the friction of getting systems live.
Edge, embedded, and robotics engineers
Profiles who understand latency, hardware constraints, reliability, and the realities of running systems outside the data center.
Data and domain specialists
People who bring subject-matter context, data QA discipline, annotation leadership, or workflow knowledge from the field.
How collaboration works
Structured, project-based, and flexible.
The goal is simple: bring the right people into the right phase of the work without creating unnecessary process or role confusion.
Project-based involvement
Some contributors join for one well-defined phase. Others stay across feasibility, deployment, and post-launch improvement.
Clear scope and communication
Responsibilities are defined around actual delivery needs, with direct access to project context and decision makers where appropriate.
Flexible setup
Work can be remote, hybrid, or occasionally on-site depending on the project, the client, and the operational requirements.
Good fit if
You like work that has to function outside ideal conditions.
- 1You are comfortable with imperfect data, changing environments, and practical tradeoffs.
- 2You can explain technical decisions in plain business terms when needed.
- 3You care about handover, maintainability, and how the system will actually be used.
- 4You want flexibility without losing standards for delivery quality.
Join the network
Interested in contributing to Pixtell projects?
Send a short introduction, the kind of work you want to do, and links that help us understand your experience.