TEST 01
Standard Process
Consistent policy, named roles and one exception
Result
PASS
Back to selected workTESTED FLOW
Case Study · Project 04
AI-Assisted SOP & Knowledge-Base Workflow
A tested portfolio prototype for converting business policy and process sources into executable internal SOPs and public-safe knowledge-base content while exposing ambiguity instead of inventing missing rules.
Business AISOP DesignKnowledge ManagementSource GroundingProcess QA
StatusTested portfolio prototype
The problem
Business documentation often starts from scattered policy notes, SME explanations, process steps, and exceptions. AI can turn that material into polished prose quickly, but polished prose is dangerous if it silently resolves source conflicts, invents missing owners, overstates service levels, or exposes internal-only information in public help content.
The goal
I designed a reusable workflow that converts supplied business sources into a normalized process model, an executable internal SOP, and—when needed—a customer-facing knowledge-base article, with source fidelity, ambiguity handling, audience separation, QA, and human approval built into the process.
Core design
Do not let the model turn missing business rules into plausible policy.
The central design decision is to surface uncertainty rather than hide it. Conflicting authoritative sources produce a SOURCE CONFLICT. Missing operational details become OPEN QUESTIONS. Public documentation is derived only after internal-only information has been separated.
Process architecture
Sources → Conflict Check → Process Model → Information Boundary → SOP / KB → Cross-Document QA → Human Approval
Workflow
Business Documentation Flow
Sources → normalized process → SOP / KB → QA → approval
01
Source Intake
Collect authoritative policy, SME notes, roles, tools, exceptions, and version information.
02
Conflict Check
Detect contradictions, stale material, and missing policy facts before drafting.
03
Process Model
Normalize trigger, inputs, owners, actions, decisions, exceptions, and completion.
04
Boundary Check
Classify details as internal-only, public-safe, or uncertain.
05
Draft SOP
Write executable internal steps with roles, decisions, exceptions, and quality checks.
06
Derive KB
Create customer-safe guidance from the same normalized process model.
07
QA
Check source fidelity, consistency, role clarity, exceptions, usability, and traceability.
08
Human Approval
Leave policy, legal, compliance, security, and publication approval with responsible humans.
Normalization
The workflow converts prose into an executable process model
Before writing an SOP, the workflow extracts operational structure: trigger, inputs, owner, action, decision points, exceptions, escalation, completion, and the evidence produced. This makes missing links easier to detect than in free-form prose.
Trigger
What starts the process?
Required Inputs
What information or evidence is needed?
Responsible Role
Who owns each action?
Decision Point
What rule changes the path?
Exception / Escalation
What happens outside the happy path?
Completion
What state proves the process is finished?
Testing
Six tests targeted business-documentation failure modes
TEST 02
Source Conflict
14-day and 30-day authoritative policies disagree
Result
Conflict surfaced
TEST 03
Missing Owner
Manual review exists but no role is named
Result
Open question
TEST 04
Internal Leak
Fraud controls appear in source material
Result
Blocked from public KB
TEST 05
SLA Overclaim
"Usually 5–7 days" becomes a guarantee
Result
Corrected
TEST 06
Cross-Document Conflict
SOP and KB disagree on exception handling
Result
Caught
Testing changed the workflow
Failure / Risk
Conflicting policies could be silently merged
Design Fix
Source Authority & Conflict Check
Failure / Risk
Missing owners could be invented
Design Fix
Ambiguity Gate + OPEN QUESTION
Failure / Risk
Happy-path documentation could omit known exceptions
Design Fix
Exception & Escalation Coverage
Failure / Risk
Internal controls could leak into public content
Design Fix
INTERNAL_ONLY / PUBLIC_SAFE / UNKNOWN classification
Failure / Risk
"Usually" could become a customer guarantee
Design Fix
Source-Fidelity Rule for qualifiers and SLAs
Failure / Risk
Vague steps could remain non-executable
Design Fix
WHO / WHAT / INPUT / OUTPUT role-clarity check
Failure / Risk
SOP and KB could contradict each other
Design Fix
One normalized process model + consistency QA
Failure / Risk
Stale policy could be presented as current
Design Fix
Version / Traceability QA
Evidence
What this prototype actually demonstrates
6
Constructed tests
Different business documentation risks
8
QA dimensions
Source, process, boundary and usability checks
2
Audience outputs
Internal SOP + public-safe KB
Validation status
Tested portfolio prototype
The workflow was exercised against the constructed scenarios documented here. It is not presented as legal, compliance, security, or policy-owner approval and is not claimed to be a production-deployed documentation system.
Technical artifacts
Inspect the workflow, process model, SOP, KB article, QA rules, and tests.
Artifact 01
Final SOP & Knowledge-Base Workflow Prompt
The reusable specification for source conflict handling, process extraction, internal/public separation, QA, and human approval.
Artifact 02
Normalized Process Model
A structured demonstration showing how raw business facts become trigger, roles, decisions, exceptions, and completion criteria.
Artifact 03
Sample Internal SOP
A source-grounded internal refund-process SOP with explicit open questions instead of invented operational detail.
Artifact 04
Sample Customer Knowledge-Base Article
A public-safe article derived from the same process model while excluding internal-only controls.
Artifact 05
QA Checklist, Test Suite & Failure / Fix Matrix
The review rules and adversarial scenarios used to refine the workflow.
What this project demonstrates
Business AI Workflow DesignSOP DesignKnowledge ManagementProcess DocumentationSource GroundingInformation Boundary DesignPrompt ArchitectureProcess QAException MappingAmbiguity HandlingFailure AnalysisHuman-in-the-Loop Review
Human-review position
The workflow supports documentation work. Policy, legal, compliance, security, process-owner, and publication decisions remain with the responsible human reviewers.
Limitations
This is an independent tested portfolio prototype. I do not claim client deployment, measured operational savings, policy certification, legal review, security approval, or production knowledge-base integration. The demonstration process and test cases are constructed to show workflow architecture, source-grounding discipline, information-boundary design, and failure-driven refinement.