9 AI agents unifying content operations across 5 integrations

Content operations were spread across five tools with a person acting as the integration layer. We replaced the routing with nine narrow agents and kept the human on approval.

EwinntAI Agents & WorkflowsEmbedded Delivery Teams

9
agents in production: 5
systems unified: -70%
manual routing effort

Abstract computational art of a data network topology in deep charcoal and bright teal tones.

The constraint

Content operations spanned five tools, and the integration layer between them was a person. The obvious pitch was one large agent to orchestrate everything, which is the pitch we declined to make.

What we changed

Nine narrow agents, each owning a single well-defined handoff, with a human approving anything that leaves the building. Narrow agents fail in ways you can diagnose; broad ones fail in ways you can only apologise for.

One agent per handoff, each independently testable
Evaluation harness per agent, run on every change
Human approval preserved on outbound publication

Where it landed

Manual routing effort dropped by about seventy percent, and the system has run for months without anyone assigned to watch it.

Nine small agents that each do one thing well, instead of the one big agent everyone else pitched us. It has been running for months without babysitting.

Dr. Henry Park

VP Engineering

Related work

3D high-dimensional vector embeddings rendered as a point cloud in deep charcoal and bright teal.

NDAAI & Enterprise Data

Vector search at 510M embeddings holding p99 under 40ms

510M

embeddings indexed

40ms

p99 query latency

0.95

recall@10 held

Have a system to ship

Bring us the problem that keeps stalling.

A 30-minute working session with the engineers who would do the build — not an account manager. You leave with an architecture opinion either way.

Book a call Send a message

Know a market better than we do

Partner with us on your domain.

You bring the domain judgement and the relationships. We bring the engineers who turn it into shipped software. Revenue-shared, no exclusivity.

How partnership works