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AI Workflow

AI Workflow Architecture

Find the workflows where AI will actually move the business, then define the build path, control model, and measurable outcome.

Find the workflows where AI will actually move the business.

AI creates value when it attaches to repeatable work: intake, triage, research, drafting, reporting, documentation, approvals, handoffs, and decision preparation.

Contempo.Services maps that work, scores the opportunity, designs the AI role, and defines how leadership should manage the system.

AI workflow architecture visual
01Make the work visible
02Score the AI opportunity
03Define the build path

AI workflow audit map

The audit teaches where AI belongs before tools or platforms take over the conversation.

AI workflow audit map infographic
Intakebusiness goal, current pain, desired outcome
Discoverysystems, roles, source material, volume
Friction pointsdelays, rework, missing context, risk
AI fitdraft, summarize, retrieve, route, compare
Control modelhuman review, data limits, escalation
Roadmapfirst build, next build, guardrails, metrics

Problems this fixes

  • Leadership knows AI matters but does not know which use cases deserve investment.
  • Staff are using different tools, prompts, and expectations.
  • Manual work remains trapped in email, chat, documents, spreadsheets, and memory.
  • Outputs are sometimes useful, but there is no review model or record of what worked.
  • AI tools are being added before the workflow is understood.

What the audit produces

Workflow inventory

Recurring tasks, inputs, decisions, approvals, handoffs, documents, systems, and outputs.

Opportunity scorecard

Use cases ranked by value, risk, complexity, repeatability, data sensitivity, and readiness.

Future-state workflow

Where AI drafts, routes, retrieves, summarizes, checks, or prepares; where people decide.

Management model

Ownership, review, escalation, reporting, improvement cadence, and implementation sequence.

Outcome: a practical roadmap from AI interest to working operational system.