Artifact family: Framework-driven assessments and evaluation workflows

[fractionalpm]

Goal

Support enterprise evaluation workflows where users fill structured forms/frameworks and Agent Book generates scored outputs, recommendations, reports, decks, and action plans.

Core concept

Framework + Inputs + Evidence -> Scored Insight + Recommended Actions + Enterprise Artifact

Why this matters

Many enterprise workflows are assessment-driven rather than document-first.

Examples:

• AI readiness assessment
• Cybersecurity maturity assessment
• Vendor evaluation
• Cloud migration readiness
• Build vs buy decision framework
• Compliance gap analysis
• Product fit assessment
• Risk assessment
• Procurement evaluation
• Customer health scoring
• Partner onboarding assessment

Core objects

AssessmentFramework

Defines:

• questions
• sections
• scoring model
• weights
• maturity bands
• recommendation rules
• required evidence
• validation rules

AssessmentRun

Stores:

• user responses
• uploaded evidence
• generated scores
• generated findings
• recommendations
• audit history

Example workflow

1. Select framework template
2. Configure organization/domain context
3. Fill assessment form
4. Upload evidence/documents
5. Score responses
6. Generate findings
7. Generate recommendations
8. Generate executive outputs
9. Export artifacts

Example outputs

• Scorecard
• Radar chart data
• Gap analysis
• Executive memo
• Detailed PDF report
• PPTX board deck
• Roadmap
• Risk register
• Prioritized recommendations

UI requirement

Assessment workflows should use structured UI forms, matrices, sliders, weighted scores, and evidence upload flows instead of chat-only interactions.

Validation requirements

• Scores must be explainable
• Recommendations must map to evidence
• Missing evidence should reduce confidence
• Contradictory answers should be flagged
• All generated recommendations should preserve traceability

First MVP frameworks

1. AI Readiness Assessment
2. Cybersecurity Maturity Assessment
3. Vendor Evaluation Scorecard
4. Product Fit Assessment
5. Compliance Gap Analysis

Long-term direction

Allow organizations and consultants to create and share custom frameworks/templates on top of the platform.