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Resource library

Working tools, not white papers. Every resource turns an architecture idea into a concrete decision.

Structure before you automate.

Not sure where to start?

Start by clarifying the workflow.

Start-here resources work before a model, vendor, or integration has been selected.

Workflow stage

Problem to structure

30 resources

Design

Context systems

01Start here

Context Boundary Mapper

A practical worksheet for deciding what an AI system can see, remember, retrieve, and produce before implementation begins.

30 min · A clear system-of-record map

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Design

Governance

02Start here

Decision Guardrail Canvas

Separate what AI may recommend, draft, route, or execute from what must remain human-owned.

30 min · A clear decision-rights boundary

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Operate

Operations & measurement

03

AI Resilience Planner

Prepare AI-supported workflows for outage, drift, degraded context, ownership gaps, and recovery.

35 min · Failure scenarios tied to business impact

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Discover

Workflow design

04Start here

Operating Architecture Canvas

A worksheet for separating model capability, workflow design, implementation scope, governance, and operating cadence.

35 min · Layer map

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Design

Agent systems

05Start here

Agent Orchestration Blueprint

Design agentic workflows around triggers, tools, approvals, handoffs, observability, and recovery.

35 min · Tool registry map

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Design

Context systems

06

Organizational Memory Map

Decide what knowledge AI should preserve, retrieve, refresh, forget, and cite.

30 min · Inventory of persistent memory

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Discover

Workflow design

07Start here

AI Workflow Prioritization Matrix

Compare workflows by value, context readiness, risk, ownership, recurrence, and implementation effort before choosing what to build.

40 min · A ranked workflow shortlist

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Discover

Workflow design

08

AI Use Case Qualification Sheet

Qualify a use case by decision value, repeatability, context requirements, risk boundaries, and operational ownership.

25 min · A use-case qualification brief

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Design

Operations & measurement

09

Model vs Workflow Fit Checklist

Shift the evaluation from model capability alone to the full operating system required for useful AI-supported work.

30 min · A model-fit rationale

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Govern

Governance

10Start here

AI Governance Readiness Scorecard

Score readiness across approved use, data boundaries, human review, escalation, logging, fallback planning, and ownership.

35 min · A governance readiness score

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Govern

Governance

11

Human-in-the-Loop Review Map

Design the human role around judgment, accountability, exception handling, and quality improvement instead of vague oversight.

30 min · Review checkpoints

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Design

Agent systems

12

Tool Registry Planning Template

Give agentic workflows a deterministic operating layer so tools carry state, permissions, validation, execution, and evidence.

35 min · Tool inventory

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Operate

Operations & measurement

13

AI Operating Cadence Planner

Plan weekly, monthly, and incident-driven loops for exceptions, metrics, context updates, governance changes, and workflow improvement.

30 min · Review rhythm

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Govern

Context systems

14

Context Quality Audit

Audit the quality of source material, ownership, retrieval paths, freshness, authority, conflict handling, and citation readiness.

35 min · Context risk list

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Design

Workflow design

15Start here

AI Implementation Brief

Turn architecture work into an implementation-ready brief without losing the decision, context, governance, and operating assumptions.

40 min · Implementation scope

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Discover

Governance

16

AI Vendor and Platform Evaluation Checklist

Avoid choosing platforms only by feature demos. Compare vendors by data handling, integration model, tool support, observability, cost, and governance fit.

40 min · Vendor comparison criteria

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Design

Workflow design

17

Prompt-to-System Transition Planner

Identify when a useful prompt has become an operating pattern that deserves a system, workflow, or agentic architecture.

30 min · Systemization candidate

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Govern

Governance

18

AI Risk Register for SMB Operations

Create a practical risk register that links each AI risk to owner, impact, likelihood, controls, fallback, and review cadence.

35 min · AI risk inventory

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Operate

Operations & measurement

19

AI Outcome Measurement Scorecard

Define what better means before AI-supported work moves from pilot to business case.

30 min · Baseline metric map

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Govern

Operations & measurement

20

AI Evaluation Rubric Builder

Define evaluation criteria for outputs, tool calls, retrieval quality, escalation behavior, and reviewer confidence.

35 min · Evaluation rubric

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Govern

Governance

21

AI Decision Traceability Log

Record what the AI saw, retrieved, inferred, recommended, and what humans finally decided.

30 min · Decision record

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Operate

Governance

22

AI Incident Response Playbook

Prepare containment, ownership, communication, and review steps for AI workflow failures.

35 min · Incident severity levels

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Govern

Context systems

23

AI Data Classification and Access Matrix

Classify what information AI may access, restrict, retain, or escalate before context boundaries go live.

35 min · Data classification table

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Operate

Operations & measurement

24

AI Cost and Token Budget Planner

Estimate model routing, retrieval, tool calls, cached context, evaluation passes, and monthly operating cost.

30 min · Usage assumptions

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Govern

Agent systems

25

Agent Testing Scenario Pack

Test agent behavior across normal cases, edge cases, missing data, tool failure, restricted requests, and escalation.

40 min · Scenario list

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Design

Governance

26

AI Role and Responsibility Charter

Define the business, system, data, review, escalation, technical, compliance, and executive ownership model.

30 min · RACI-style ownership model

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Operate

Operations & measurement

27

AI Change Management and Training Plan

Plan the training, workflow changes, review habits, communications, and feedback loops that adoption needs.

40 min · Adoption plan

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Discover

Governance

28

AI Procurement Question Bank

Ask vendors sharper questions about providers, retention, logs, deletion, auditability, review, residency, and export rights.

30 min · Procurement questions

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Operate

Operations & measurement

29

AI Workflow Decommissioning Checklist

Decide when to pause, replace, downgrade, archive, or remove an AI workflow without leaving unmanaged operating debt.

35 min · Decommission criteria

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Design

Workflow design

30

AI-Native Roadmap Builder

Turn template findings into a staged 30/60/90-day architecture, governance, evaluation, and implementation sequence.

45 min · 30/60/90-day roadmap

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