Case study
Neptune is central in a lot of what we do. We rely on Neptune’s API and visualizations to compare runs, assess new model features, and revisit past versions. It underpins a lot of the decision-making of the company.
Case study
Neptune has been critical for experiment tracking at KoBold. It gives us a transparent, searchable record of our work, something we rely on to do rigorous, applied science. And it strikes the right balance: it’s powerful and easy enough that our team actually uses it.
Case study
Neptune is an important component of our system and plays a key role in internal tracking. If it were unavailable, we’d lose a valuable part of our monitoring workflow—but so far, it’s proven reliable. It just works.
Case study
The ingestion just works. I start a run, open Neptune, and everything shows up how I expect it. That wasn't the case with our previous setup.
Case study
For me, Neptune is really the central place for results. If Neptune is down, I don't know how my sweep is doing.
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We all have limited resources, even large companies. Tools like Neptune help us train fewer models by finding better models faster, optimizing our resources.
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For us, self-hosted deployment was too difficult and time-consuming in the previous solution. We could achieve that with Neptune, and it allowed us to close important deals that had stringent security requirements.
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Working with Neptune has brought in more structured management and enhanced security compared to our earlier approach with MLflow.
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With Neptune, I have a mature observability layer to access and gain all the information. I can check any model's performance very quickly. It would take me around 1 minute to figure out this information.
Case study
Neptune’s UI and the front-end work great, and you don’t feel that you ‘fight’ with it. So instead of ‘fighting’ the tool, the tool itself is helping.
Case study
Organic adoption by our teams has been a key indicator that the tool has added value to their workflows and they've been able to use it successfully.
Case study
I like that Neptune doesn't get in your way – it's not very intrusive. It also does very well with the comparison of runs, sharing, and working collaboratively.
