Who sits in an embedded AI pod.
FDE, senior engineers, product design, and compliance-as-needed — roles and anti-patterns for shipping regulated AI in 12–20 weeks.
·7 min read
TL;DR
A Brandlabs embedded pod is a forward-deployed engineer, two senior builders, product design for AI trust UX, and compliance support when the domain demands it. It is not a slide team with a junior implementer. Roles exist to keep evals, UX, and production code moving on one cadence.
What roles does a Brandlabs pod include?
A forward-deployed product engineer who owns the engagement, two senior AI/full-stack engineers who write production code, a product designer focused on trust and explainability, and compliance architecture as needed for HIPAA/DPDP. Everyone ships evidence on Fridays.
Anti-patterns we refuse:
- PM-only “AI consultants” who do not merge code
- Designer-free LLM UIs that confuse clinical users
- Compliance bolted on after alpha
- One overworked generalist with no backup for production
The pod is sized to finish a zero-to-one arc, not to look large on a staffing chart.
How do roles interact on evals and compliance?
Engineering owns harnesses and CI gates; design owns refusal/escalation UX; compliance shapes data flows and vendor posture; the FDE keeps the scorecard honest. Separating these into silos recreates the demo-vs-production gap.
Example Friday:
- Eng shows eval deltas
- Design shows trust UX changes
- Compliance shows BAA / logging status
- FDE names risks and asks
That is the operating system.
When should the client add their own hire into the pod?
As soon as a durable internal owner appears — usually mid engagement — so handover is apprenticeship, not a document dump in week 20. The worst outcome is a black-box delivery no one inside can run.
We plan pairing intentionally: client engineer on the harness, client PM on thresholds, client security on vendor review.
Pods that never touch the client team create expensive orphans.
Frequently asked questions
Do we always need a dedicated compliance lead?
For US healthcare and heavy personal-data products, yes at least part-time. For lower-risk internal tools, the FDE may carry sequencing with counsel on call.
Can the pod be fully remote?
Yes. Presence means Slack + weekly evidence, not necessarily the same zip code. Brandlabs runs NY and Mumbai against one cadence.