Architect & Redesign

This phase turns operational bottlenecks into deployable system architecture- decision flows, escalation paths, approvals, integrations, and the redesigned workflows your team will actually run on. Every dependency gets surfaced. Every edge-case gets documented. No code gets written until the design is signed off.

FEATURE 01

Architecture decisions, not vibes.

Model choice, retrieval vs. context window, where state lives, how data flows, what gets cached, what runs synchronously, what runs in the background. These look like technical decisions. They aren't. Each one changes how the agent behaves in production. Output: a documented architecture spec with every major decision and the trade-off behind it.

FEATURE 02

Workflow redesign with the team that runs it.

The agent doesn't replace the workflow. It changes it. We sit with the operating team and redesign the human-system handoff before the agent ships, not after. What stays manual, what the agent owns, where escalations go, who sees what. Output: a redesigned workflow your team has already signed off on, with adoption built into the design.

FEATURE 03

Production guardrails designed in, not bolted on.

Escalation paths, rollback triggers, audit logging, confidence thresholds, named owners, and security review all get scoped during design, not after deployment. The nine production-ready items every shipped agent needs are specified before a line of code is written. Output: a production-readiness spec your CISO and COO can both sign off on.

BY THE NUMBERS

Numbers that speak for themselves

3 wks

Standard design duration

20+

Architecture decisions documented

5-8

Stakeholders aligned before build

9/9

Production guardrails specified

Find the medtech workflows AI should rebuild first

Rozeta runs a 4-week operational audit across your commercial, regulatory, quality, and field workflows — then ships production AI systems into the ones where coordination overhead, submission cycles, and manual handoffs are actually slowing the business down.

Production AI agents for medical device companies

©2026 Rozeta Labs LLC. All rights reserved.

Production AI agents for medical device companies

©2026 Rozeta Labs LLC. All rights reserved.

Production AI agents for medical device companies

©2026 Rozeta Labs LLC. All rights reserved.