Artifacts System

The Artifacts system is Qubitz AI's document management and generation hub. It stores all generated deliverables, provides an integrated PDF viewer with AI chat, and enables on-demand generation of additional artifacts.

Artifact Types

Five artifact types are supported:

Artifact Viewer & AI Chat

Clicking any artifact opens the Artifact Viewer -- a split-panel interface:

Left Panel: PDF Viewer

Full-featured document viewer with toolbar controls:

Right Panel: AI Chat Assistant

A contextually aware chatbot that can answer questions about the document currently being viewed.

Header Controls

• Artifacts button -- switches from viewer to Artifacts panel
• View Original -- opens the document in a new browser tab
• Close -- returns to the Project Dashboard

Artifact Versioning

Every artifact supports versioning. When you expand an artifact category in the panel, you see all generated versions with creation dates:

AI Use Case Discovery
  └── AI Use Case Discovery v1 — 17/2/2026
Deep Research
  └── Deep Research v1 — 17/2/2026
Use Case List
  └── Use Case List v1 — 17/2/2026

Each regeneration creates a new version (v2, v3...) without overwriting previous versions. Click any version to open it in the artifact viewer.

Generating New Artifacts

Click "Generate New Artifact" at the bottom of the Artifacts panel. The generation form is context-dependent -- different fields appear based on the selected artifact type:

Status Indicators During Generation

• "Generating Artifact" header with loading spinner
• Status bar with progress messages (e.g., "Initializing...", "Starting diagram generation job...", "Connecting to PPT generator...")
• "Status: message" text below the progress bar
• Cancel button to abort generation

Regenerating with Custom Instructions

The Artifacts system supports iterative refinement through the Instructions field. This is the key feature for customizing any report-type artifact.

How it works

1. Open Generate New Artifact
2. Select the artifact type to regenerate (e.g., Deep Research)
3. In the Instructions text field, write natural-language guidance
4. Click Generate
5. A new versioned artifact appears (e.g., "Deep Research v2")

Example Instructions

• "Create a more comprehensive report"
• "Focus more on healthcare verticals and HIPAA compliance"
• "Add a section on data governance and privacy"
• "Make the tone more executive-friendly with less technical detail"
• "Include more quantified ROI projections"
• "Expand the competitive analysis section"

Key principle: Regeneration creates a new version, never overwrites the original. This enables iterative exploration -- you can generate multiple versions targeting different audiences (technical team vs. C-suite vs. board) while preserving the full history.

Artifact Deep Dives

1. AI Use Case Discovery

The foundational intelligence report generated by AGENT: STRUCTURED_WRITER. It performs a structured, data-driven assessment of your business and translates it into prioritized, actionable AI opportunities.

What it contains:

• Executive summary with key market statistics and growth projections
• Use Case Decision Matrix with quantitative scoring across Business Value, Feasibility, Risk, ROI timeline, and Time-to-Impact
• Impact deep-dives with per-use-case technical approach and implementation timelines
• Agentic system architecture diagrams with component-level detail
• Risk heatmap using a Likelihood x Impact matrix
• AI Capability Maturity assessment across 6 dimensions (Level 1-5)
• Three-phase AI Adoption Roadmap (Foundation, Market Entry, Scale)
• Tech-Business Alignment matrix mapping goals to outcomes
• Strategic recommendations with immediate, short-term, and long-term KPIs

Best used for: Stakeholder alignment, investment decisions, and setting the AI strategy direction.

2. Deep Research Report

The most comprehensive artifact -- a 25+ page market intelligence document generated by AGENT: WRITER using live web research and real-time data gathering. Unlike a static report, it is grounded in current market data with fully cited, hyperlinked references.

What it contains:

• Competitive positioning analysis within the AWS partner ecosystem
• Industry-specific opportunity assessments across Manufacturing, Financial Services, Healthcare, and more
• Platform strategy recommendations with gap analysis tables and integration architecture matrices
• Strategic technology roadmap covering Agentic AI, multi-agent orchestration, hybrid cloud, RAG 2.0, and edge computing
• Live citations from authoritative sources (McKinsey, AWS Partner Network Blog, HIMSS, and more)
• 10+ referenced sources with full bibliography
• Market size statistics, growth projections, and sector-specific ROI benchmarks

Best used for: In-depth strategic planning, market validation, competitive analysis, and building a long-term AI roadmap.

3. Use Case List

A concise, structured 6-page PDF that distills the full research into 10-12 clearly defined, prioritized AI use cases. Each use case is presented in a consistent three-part format making it immediately actionable.

What it contains:

• Business Problem -- The specific challenge or inefficiency being addressed, with quantified impact metrics
• Potential AI Solution -- Detailed description of the proposed AI/GenAI approach including technology components, integration points, and implementation methodology
• Expected Outcome -- Quantified results including efficiency gains, cost savings, revenue impact, and time-to-value estimates
• Impact badges classifying each use case as High Impact or Medium Impact
• Estimated ROI and alignment scores for each use case
• Prioritization ranking based on Business Value, Feasibility, and strategic alignment

Best used for: Team briefings, project prioritization workshops, and selecting which use cases to take into implementation.

4. Executive Presentation

A professionally designed 10-slide PowerPoint deck automatically generated from your AI Discovery Report, optimized for C-suite and board-level communication.

Presentation Structure (10 Slides)

Each priority slide features a Solution Overview callout box, two-column layout with Business Impact and Implementation details. Clean white background with professional typography.

Customization options:

• Select specific AI Discovery Report version as the source
• Configure tone (Professional, Executive, Technical)
• Downloadable as PPTX -- editable in PowerPoint, Google Slides, or Keynote
• "Researched and designed by Qubitz.AI" footer included on every slide

Best used for: Board presentations, executive briefings, investor updates, and leadership alignment sessions.

5. AWS Architecture Diagram

An on-demand, professional-grade visual architecture generated specifically for any individual use case in your project. Rendered via the Eraser API, it produces production-quality infrastructure diagrams using official AWS service icons and logical component groupings.

Generation Flow

1. Select "AWS Architecture Diagram" as Artifact Type
2. Choose a specific use case from the dropdown (e.g., "4. Automated Security Threat Detection and Remediation for Cloud Environments")
3. Click "Generate" -- status shows "Starting diagram generation job..." then "Architecture diagram generated successfully!"

Diagram Components

Viewer Features

Best used for: Technical architecture reviews, solution design sessions, cloud implementation planning, and engineering team handoffs.

Artifact Viewer with AI Chat

Each artifact type supports versioning. Expanding a category shows all generated versions with creation dates (e.g., "AI Use Case Discovery v1 -- 17/2/2026"). Click any version to open it in the PDF viewer with AI chat.

Click "Generate New Artifact" to create additional deliverables. Select Artifact Type (radio buttons), choose the source AI Discovery Report version (dropdown), configure Tone (Professional, etc.), then click Generate. A status banner shows real-time progress: "Connecting to PPT generator..."

Executive Presentation

The Executive Presentation artifact generates a professional 10-slide PowerPoint deck directly from your AI Discovery Report, optimized for C-suite stakeholders.

Presentation Structure (10 Slides)

Each priority slide features a Solution Overview callout box, two-column layout with Business Impact (blue header, bullet points) and Implementation (blue header, bullet points with risk levels and mitigation). Clean white background with professional typography. Header shows "Executive Presentation (Latest)" with Chat and Download PPT buttons. Slide navigation: left/right arrows with "SLIDE X OF 10" counter.

AWS Architecture Diagram

The AWS Architecture Diagram artifact generates a professional-grade visual architecture diagram for any specific use case, rendered via the Eraser API.

Generation Flow

1. Select "AWS Architecture Diagram" as Artifact Type
2. Choose a specific use case from the dropdown (e.g., "4. Automated Security Threat Detection and Remediation for Cloud Environments")
3. Click "Generate" -- status shows "Starting diagram generation job..." then "Architecture diagram generated successfully!"

Diagram Components

Viewer Features