Advertising/Analytics

AI Data Assistant for Advertising Analytics

Conversational analytics using semantic retrieval, RAG, and automated data refresh pipelines.

2 weeks (MVP)

Timeline

70%

data Access Speed

80%

query Reduction

decision Increase

Challenge

What was slowing the business down?

Teams waited on manual reports; insights were siloed and slow.

Solution

What we built or automated

  • Semantic search over ad data; remembers platform/date context
  • RAG to combine data with auxiliary knowledge for richer answers
  • Automated pipelines keep datasets current; real-time UI updates
Outcomes

Business impact

  • 70% faster access to data
  • 80% reduction in query time
  • 3× increase in data-driven decisions
Tools

Tech stack

LLMsPython/PandasPineconeFastAPI (WebSockets)LangGraphGoogle Cloud ServicesStreamlit (MVP)

Ask questions in plain English and get instant, contextual insights backed by always-fresh data.