AI & developer infrastructure

AI assistant for faster energy insights

Key achievements

AI assistantAgentic searchSmart routingInstant data chartsAccess control

Client

A leading global provider of real-time market insights and data analytics, providing comprehensive market intelligence across the entire energy complex. Hotovo built an AI assistant that gives the client’s customers fast, precise answers from research publications, time-series data, and API documentation in one place.

Case study

The need

The customer needed a simpler way to consume data spread across multiple applications and a powerful search to link insights across research and time-series data. The challenge was to build an AI-ready search engine and reliably route each query to the right agent, whether data, documentation, or user-specific information.

Our solution

An AI assistant that delivers precise answers and charts from research and data, and routes each request to the right module.

Search module

To provide the AI agent with the most relevant results, we defined specific characteristics for each type of content (research publications, time-series data, API documentation) and built a tailored agentic search module that accounted for those characteristics. To ensure its quality, we compiled an extensive evaluation set covering both common and advanced queries.

Routing module

Choosing the appropriate agent to handle a query is a crucial part of our agentic flow, which we developed and refined based on real user queries. To verify the correctness of routing, we compiled another extensive evaluation set with the help of domain experts and user feedback.

Key results

Unified scattered data into one AI assistant, improving UX by letting customers consume content in one place
Advanced search across research, time series, and API docs
Tailored agentic search per content type
Smart routing to the right agent for each query
Filters by commodity and time for precise answers
Instant charts with jump to Data Explorer
License-aware access control that shows only permitted content
Quality validated with evaluation sets and real user feedback, delivering over 90% positive response ratings
Faster analysis and higher client satisfaction