Tailored Solutions
What we offer
🕵️♀️ Data Strategy
Data quality can make or break a machine learning project. Work with our data experts to develop an effective process — whether that’s active learning, weak supervision, or just the confidence you’re collecting and annotating the right data. We can help with error analysis, continuous evaluation systems, performance metric choices, dataset auditing, and other important decisions.
👩💻 Code Review
Have our developers review your existing code to help ensure your model is as accurate, efficient and maintainable as you need it to be. We’ll review your existing code and provide practical suggestions to make future modification easier, get your code production-ready and, if you’re using spaCy, better take advantage of all of spaCy's functionality.
🔩 NLP Pipeline Design
Most NLP pipelines aren’t just a single model, but a collection of modular components that perform different tasks. We can help you develop and configure your pipeline, incorporating best practices and design patterns for the task at hand, leveraging cutting-edge NLP technology. Whether your challenge demands an efficient specialized model or the latest LLMs, we got you.
📋 Annotation Coaching
Data annotation campaigns can be complex and require significant expertise to avoid common pitfalls. Our annotation coaches can help you meet your data quality goals and avoid annotation biases. We believe useful data results from consistent annotation workflows, guidelines and best practices that deliver a great user experience for annotators.
What you can expect from us
🔮 Predictable
You’ll know exactly what you’re going to get and what it’s going to cost. We quote fees up-front, let you try before you buy, and don’t charge for over-runs on our end — all the risk is on us.
🐿️ Production-ready
Our solutions are robust and easy to deploy. We lean on our experience in building spaCy and Prodigy to provide you with code that works reliably out of the box.
🧘♀️ Experienced
We build one of the most popular open-source NLP libraries, have given high-level strategic advice, implemented and trained specialized models, fine-tuned large language models and devised data strategies tailored to custom challenges.
🛠️ Maintainable
We’ll deliver your pipeline with full code, data, tests and documentation, so your team can retrain, update and extend the solution as your requirements change.