Codd AI
# Playbooks

From Insight to Operation

Governed, repeatable analytical workflows that turn ad-hoc exploration into deterministic, auditable enterprise processes.

Playbooks capture proven analytical patterns as structured recipes, ensuring the same question always produces the same trusted result.

Play Modes

Three Modes, One Pipeline

Each play in a Playbook operates in one of three modes, giving you precise control over determinism vs. AI reasoning at every step.

SQL Mode locks queries for extraction. SQL & Assess adds structured evaluation. Generate applies AI synthesis, all within governed boundaries.

  • SQL Mode: Fully deterministic with identical queries and data every execution
  • SQL & Assess Mode: Fixed queries with structured AI evaluation against thresholds
  • Generate Mode: AI-driven reasoning within strict instructions for synthesis
  • Layered approach ensures the right level of determinism at every step

Outcome: The same question always produces the same trusted analysis.

Play Modes

Progressive determinism

SQL Mode

Locked queries · No AI interpretation · Pure extraction

SQL & Assess Mode

Fixed SQL + AI evaluation · Thresholds · Anomaly detection

Generate Mode

AI reasoning · Strict instructions · Executive synthesis

Audit Trail

Full execution record

Execution #12472 min ago
SQL validated against semantic layer
3 governed tables accessed
2 certified metrics computed
AI reasoning captured & logged
Governance compliant
Governance & Auditability

Enterprise-Grade Trust

Every Playbook execution creates a complete accountability record, from the SQL queries run to the AI reasoning applied.

Locked logic prevents silent query changes, stable interpretation applies consistent business rules, and reproducible structure eliminates methodology drift.

  • Every execution captures SQL, tables, data, AI reasoning, and timestamps
  • Operates on the governed semantic layer with standardized KPIs
  • Role-based access controls and policy enforcement
  • Complete accountability records suitable for enterprise governance

Outcome: Full auditability that satisfies enterprise governance requirements.

Exploration to Operation

Turn Knowledge into Scalable Assets

Start with conversational exploration, then capture proven patterns as governed Playbooks that any team member can execute.

Playbooks convert exploratory analysis into organization-ready workflows, ensuring institutional knowledge isn't lost when an analyst leaves.

  • Explore data conversationally in Canvas
  • Capture valid analysis as a Playbook
  • Refine and lock SQL, thresholds, and assessment criteria
  • Operationalize for on-demand or automated execution

Outcome: Ad-hoc insights become reusable enterprise workflows.

Workflow

Explore → Capture → Operate

1
Explore in Canvas

Ask questions in natural language

2
Capture as Playbook

Save the validated analysis

3
Refine & Lock

Set SQL, thresholds, criteria

4
Operationalize

Run on demand or schedule

Codd AI

Operationalize Your Analytics

See how Playbooks can turn your team's best analysis into governed, repeatable workflows.