# Working at the intersection of data and AI with Kenza Boulisfane

[Thumbtack](https://yomu.fyi/company/thumbtack) · Thumbtack People Team · Mar 5, 2026

**Type:** Explainer

## Summary

Thumbtack software engineer Kenza Boulisfane develops an artificial intelligence tool called the Marketing Analytics Agent to democratize access to complex cross-channel marketing data. Non-technical staff across Data Science, Growth, Brand, and Product can ask natural language performance queries without requiring SQL expertise or manual reporting. A primary technical challenge involves unifying fragmented data across multiple advertising platforms that define metrics differently while maintaining data reliability. The system interprets natural language queries, analyzes underlying performance metrics, and translates results into actionable, data-backed recommendations for next steps. Boulisfane also notes that virtual work environments enhance collaboration by encouraging clearer documentation, intentional communication, and focused individual productivity.

## Context

Internal teams across Data Science, Growth, Brand, and Product often face delays waiting for reports or require SQL expertise to interpret fragmented marketing data that is defined differently across multiple channels.

## Approach / What changed

Building an AI-powered Marketing Analytics Agent that understands natural language queries, unifies disparate marketing metrics behind the scenes, and provides real-time data analysis along with actionable recommendations.

## Takeaways

- Marketing analytics platforms face significant technical difficulty unifying fragmented data from multiple channels because each external platform defines its metrics differently.
- The AI Marketing Analytics Agent translates natural language inquiries into real-time performance insights and data-backed recommendations rather than solely reporting past metrics.
- Virtual engineering work environments foster intentional collaboration by requiring structured documentation, alignment, and clear communication in place of informal hallway conversations.

**Tags:** [LLMs](https://yomu.fyi/topic/llm), [Machine Learning](https://yomu.fyi/topic/machine-learning), [Remote Work](https://yomu.fyi/topic/remote-work)

[Read original post](https://medium.com/thumbtack-engineering/kenza-boulisfane-software-engineer-at-thumbtack-works-at-the-intersection-of-data-ai-and-real-698baf02bba8)