When should you work with an external firm?  When it's too important to fail.

The internal + external team you assemble is critical – whether you go the packaged solution route or build customized solutions with a professional service provider. Data science is not "traditional" software programming: it requires very specific expertise and tuning to find the optimal solution. 

The Synaptiq approach:

We're your strategic thought partners, providing guidance and education to internal teams, and building solutions with long-term success in mind. As a first step, we frequently help clients establish a data strategy and governance, design data architecture, and collect data, prior to its preparation and training for models. Many clients have major data engineering challenges that need to be solved before doing any AI. We help prepare data, train and evaluate models, integrate models, and then deploy, monitor, and evaluate models – that ultimately become the solution itself.