Service · Domain Systems

One workflow proven.
Now scale it across the domain.

When a workflow works, the real challenge is scaling without rebuilding everything. Otonmi deploys one full operational domain: with shared governance infrastructure, observability, and trained internal owners who can expand it using the patterns already established.

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What this solves

When one workflow works, the next question is how to scale without rebuilding everything.

Organizations that have deployed a successful AI workflow face a common second problem: the next workflow takes just as long to build, governance is applied inconsistently, and internal teams lack the patterns to scale without Otonmi in the room. Domain System Launch solves this by turning one proven workflow into a reusable system with shared governance, common patterns, and trained internal owners who can expand it.

⚙️
Full Domain in Production
One complete operational domain: casework, knowledge, coordination, or compliance: live in production with integrations, observability, and governance controls across all in-scope workflows.
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Observability Dashboard
A purpose-built dashboard for the domain owner showing quality metrics, volume, exception rates, and performance trends: so the team managing the domain can see what's happening without engineering support.
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Owner Training & Adoption Pack
Trained internal owners for each workflow in the domain, a complete adoption pack, and a structured enablement programme so the organization can run the domain without depending on Otonmi day-to-day.
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Expansion Backlog
A prioritized backlog of next-wave workflows within the domain: with sizing, governance notes, and the integration architecture needed to add them using the patterns already established.
How the domain model works

One domain. Common governance. Expandable by design.

A domain system is a set of related workflows that share data sources, governance controls, user roles, and operational ownership. Building them as a system: rather than a collection of individual automations: is what makes scale possible without accumulating technical debt.

Domain Scoping
We define the boundary of the domain: which workflows are in scope, what shared data and governance infrastructure is needed, and what the ownership model looks like at full deployment.
Anchor Workflow Deployment
We build and deploy the highest-value workflow in the domain first, establishing the integration architecture, governance controls, and observability patterns that all subsequent workflows will inherit.
Domain Infrastructure Build
Shared components: retrieval systems, prompt libraries, evaluation frameworks, monitoring pipelines, and governance controls: are built once and reused across workflows in the domain.
Additional Workflow Deployment
Subsequent in-scope workflows are deployed using the domain infrastructure already established. Each one is faster to build than the first because the hard integration work has been done.
Ownership Transfer & Enablement
We train the internal team that will own the domain: how to manage and improve prompts, how to read the observability dashboard, how to add workflows using the expansion backlog and established patterns.
Domain examples

The domains where this model works best.

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Casework & Intake Domain
Intake triage, document classification, routing, status communication, and exception escalation: all connected through a shared governance layer and single observability dashboard.
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Knowledge & Policy Domain
Internal search, policy lookup, decision support, and guidance generation: with a shared retrieval infrastructure, explainability controls, and a review process for knowledge base updates.
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Operations Coordination Domain
Service requests, approvals, task orchestration, and cross-system updates: coordinated through a shared AI layer that reduces the coordination overhead across multiple teams and systems.
✅
Compliance Workflow Domain
High-accountability workflows requiring audit trails, human review gates, policy alignment, and regulatory defensibility: built as a coherent system rather than isolated automations.

One domain live in production.
10–12 weeks. Fixed price.

Executive sponsorship required. Full domain scope, integrations, governance, observability, owner training, and expansion backlog. Built to run without us after handoff.

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Workflow Value Sprint
Start here if scope is unclear
$18k–$35k
Production-Ready Thin Slice
Start here with one workflow
$60k–$125k
Domain System Launch
10–12 weeks · full domain live
$140k–$300k

Turn one working workflow
into a scalable domain system.

Full domain in production. Governance infrastructure shared across workflows. Internal owners trained and ready to expand.

Book a Working Session →