48-hour verdict

Delivered outcome · production evidence

Manual robotics rollouts turned into repeatable factory deployments

Factory deployments were still manual and the orchestration dashboard was too dense for fast operational use.

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Delivered outcomeMoved factory rollouts toward repeatable deployments with clearer UX and a stronger production cloud backbone.

What Zenveus built

The work behind the result.

Automated factory infrastructure workflows, redesigned dashboard UX, and production AWS/Docker/FastAPI deployment foundation.

WORKSTREAM / 01

Operator-focused control experience

Reworked a dense robotics dashboard into clearer operational views for monitoring equipment, workflows, and factory activity.

WORKSTREAM / 02

Repeatable deployment foundation

Automated AWS and Docker-based environment setup so factory deployments could move away from one-off manual rollout procedures.

WORKSTREAM / 03

Robotics and platform integration

Connected React and Next.js product surfaces with FastAPI, Python, and ROS 2 services, supported by automated testing and code-quality tooling.

Implementation stackCapabilities used in delivery
ReactNext.jsViteTailwind CSSFastAPIPythonROS 2AWSDockerDocker Composepytestblackisortmypyvcstool.

Engineering takeaway

Industrial AI products need deployment automation and usable operations dashboards to scale beyond one site.

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The services behind this outcome.

Start with the part of the system that matches your constraint. We will scope the smallest engagement that creates usable production evidence.

Service / 01

Elastic Infrastructure

Create cost-aware deployment, observability, scaling, and release foundations.

Explore service Service / 02

AWS DevOps

Engineer cloud infrastructure, security controls, deployment automation, monitoring, and cost discipline.

Explore service Service / 03

Forward Deployed AI Engineer

Embed senior engineering into the product, codebase, and operating workflow until the outcome ships.

Explore service

Related evidence

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Bring us the constraint

Build the evidence your product needs next.

We can audit, harden, take over, or build the system — with a defined outcome and a production handoff.

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