“Understand how clients use our products”
Introduction
ActiveViam has shown that its proprietary software Atoti is the leading technology to interactively analyse datasets from Gigabytes to Terabytes. Atoti can harness the largest machines of Cloud platforms and on-premise DataCenters to make all the CPUs work at a blazing speed on their Terabyte RAMs filled with client data.
Atoti is delivered to clients as a set of libraries. They are the building blocks to create their projects. This encompasses the setup of the data model: the tables and joins, the creation of new metrics and axes for analysis. It contains utility to load data into the project, and various ways of querying the data from the project.
Clients can build applications on their own. They often resort to buying consultancy from ActiveViam to build some advanced features, before integrating and maintaining it over the years, without intervention from ActiveViam teams.
In this context, ActiveViam is looking for ways to help their clients in deploying, monitoring and maintaining Atoti applications easily.
Expected Work
ActiveViam clients use Atoti to perform analysis on their data. One of the analyses performed daily by several of their teams is to find the root cause of a variation of their metrics. To help them save time, ActiveViam is developing AI-tools to automatize their recurrent tasks.
In multiple applications, the top level analysis metrics tend to heavily depend on lower level metrics, in non-trivial ways. As these dependencies are not always extensively documented, the goal of this internship is to prototype ways to automatically define them through code analysis, as well as performing the root-cause analysis to the metric dependencies.
In an initial phase, the intern will explore ways to use documentation, available codes and large language models to determine metrics dependencies, on one well documented application.
In a second phase, the intern will use these results to extend root-cause analysis tools to metric dependencies using Atoti libraries.
Finally, the intern will generalize the developed methodology to any Atoti application, and study the impact of such analysis on clients servers.
This prototype will be coded in Java, the core language of Atoti, the main product at ActiveViam.
To turn the prototype into a production grade component and make it part of the Atoti solution, this internship may open up the opportunity to be continued as a standard position in the R&D team.
About ActiveViam
ActiveViam provides business users with instant insight into large volumes of fast-moving data for timely and context-aware decision-making.
Founded in 2005, ActiveViam employs over 150 people in its five offices of New-York, London, Paris and Singapore. We expect sustained growth in 2025 and will continue hiring the best talents from the top schools.
