TA Studios AI
Services · AI Flotilla

Need agents? Two ways to get them.

AI Flotilla is the studio's agent service, two ways. Custom systems designed and built for enterprise teams. Pre-built agents for everyday tools like Gmail, QuickBooks, and others.

aiflotilla.com
AI Flotilla agent dashboard
Custom

Four phases. One loop.

Most custom engagements move through all four. We can pick up at any phase — you don't need to start from Design if you already have something in flight.

Design

Phase 01

For first-agent projects or restarts after a stalled build. The phase before the code, where bad assumptions get caught.

  • Workflow discovery
  • Agent + tool architecture
  • Eval harness scoping
  • Data + integration planning
  • Production scope

Build

Phase 02

We write the software, production-grade from the start. Tests, traces, and evaluation wired in — not bolted on later.

  • Agent runtimes + tool layers
  • LLM integrations
  • RAG and knowledge systems
  • Multimodal pipelines
  • Evaluation and feedback loops

Deploy

Phase 03

Shipping into your stack, not handing you a demo. Real auth, real integrations, real production handoff.

  • API integrations
  • Auth + team access
  • Data pipelines
  • Human review flows
  • Production handoff

Observe

Phase 04

Production agents need eyes on them. Mimir (or your tool of choice) tracks what's actually happening once it's live.

  • Tracing + observability
  • Cost tracking
  • Eval scoreboards
  • Drift + regression alerts
  • Ongoing tuning
Also ships with custom engagements

Built around the agent, when needed.

When an engagement needs more than the agent itself, we build the supporting tools and dashboards around it. Not a separate product line — just what the work calls for.

  • Admin dashboards
  • Workflow orchestration
  • Internal AI tools
  • Monitoring + review
  • Eval harnesses
  • Human-in-the-loop UI

Have an agent system in mind?

Tell us the workflow. We'll scope the smallest useful agent, ship it into production, and stay around to keep it running.

Build with us