Provision makes collaborative document management software for the construction industry. Instead of manually reading through thousands of pages of documents and revisions, Provision organizes and extracts information so constructors can save hundreds of hours per bid and make more money.
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Our technical challenge is taking hundreds of different document formats, processing them automatically to create a coherent data representation and then building an application to make it easy to understand for construction users.
Our ML Document Processing pipeline is written in Python and we use pytorch, spacy, nltk, and pandas where appropriate. We primarily write code in Python, using the Django web framework and in Typescript for a react web application. We host on a hybrid cloud setup across GCP and AWS. We host all of our application data in Postgres.
We typically schedule three interviews that can be completed in the span of a week:
- A meet and greet to make sure we’re on the same page, we’re interested in hearing why you’d like to join Provision at this stage and what your ambitions are (30 mins).
- A technical interview with a member of the team you’ll be working on, we’ll also ask you questions about your work experience and past projects (60 mins)
- A behavioural interview to measure fit with company culture, also a chance to ask us questions (30 mins)
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