Code execution in Lightfield

The Lightfield agent now has a code execution tool, enabling it to write and execute Python programs while leveraging full CRM data including emails, meetings, and notes. This addresses key limitations of LLM-only agents:

Key capabilities:

• Analyze patterns across hundreds of accounts and thousands of interactions at scale
• Produce deterministic, reproducible outputs (visualizations, structured reports, dashboards)
• Combine code-based analysis with LLM-level interpretive depth

Use cases demonstrated:

• Build competitive battle cards by analyzing all competitor mentions across conversations
• Generate sales team scorecards grading discovery, rapport building, and closing from recorded calls and emails
• Close customer feedback loops by tracking feature requests and drafting personalized follow-ups when shipped
• Create account expansion plans from complete conversation history and stakeholder mapping

Architecture: The agent operates on Lightfield's semi-structured business graph data model, combining unstructured conversation context with structured CRM data, enabling reasoning that traditional relational CRM systems cannot match.

Future roadmap: Custom dashboards, lead scoring, territory planning, outbound workflows, real-time forecasting, data sync integrations, and large-scale data transformations—all executable through natural language without workflow builders or coding.