Researchers lost months debugging network failures. Bare-metal clusters ended the crashes and enabled custom orchestration.
The creator of a frontier AI model for customer experience builds specialized systems for regulated sectors like banking and healthcare to ensure deterministic behavior and compliance.
Training runs longer than a few hours frequently failed due to networking issues, while standard managed platforms lacked the bare-metal access...
“We spent 3-4 months blocked by infrastructure failures with previous providers—debugging networking issues that had nothing to do with our models. Together AI's cluster has had zero training-blocking issues since we switched. That reliability, combined with significant cost savings compared to other providers, completely changed our development velocity. But honestly, the responsive support is what keeps us here: shared Slack channel, problems resolved within hours, smooth scaling of our training cluster as our needs have been expanding. Together AI lets us focus on building breakthrough models instead of fighting infrastructure.”
Conversational AI platform for automated enterprise customer experience.
AI-native cloud platform for training, fine-tuning, and deploying open-source models.
Scaled Cognition's AI model training is part of this use case:
Related implementations across industries and use cases
Cloud costs bottlenecked Thai model training. Dedicated GPUs cut spend 50% and delivered an industry-leading 83.0 score.
Engineers spent 90% of time on data prep. New pipelines flipped that to 90% modeling and cut tuning from 7 days to 1 hour.
API latency bottlenecked live AI compliance checks. Faster open-source LLMs unlocked instant validation, processing up to 15x the tasks.
Cloud costs bottlenecked Thai model training. Dedicated GPUs cut spend 50% and delivered an industry-leading 83.0 score.
Engineers spent 90% of time on data prep. New pipelines flipped that to 90% modeling and cut tuning from 7 days to 1 hour.
Shifting to B2B sales exposed disconnected workflows and anecdotal forecasts. Now, AI analyzes interactions to surface deal intelligence.
Staff manually combed 350K+ documents scattered across legacy SharePoint. Now, AI semantic search instantly retrieves exact answers.
Protecting users from harmful on-device AI required internet. A powerful safety AI now runs directly on the PC, guarding users even when offline.
A 200% yearly data expansion bottlenecked global operations. Now, AI accelerates coding, drafts recipe cards, and resolves inquiries.
Researchers lost months debugging network failures. Bare-metal clusters ended the crashes and enabled custom orchestration.
The creator of a frontier AI model for customer experience builds specialized systems for regulated sectors like banking and healthcare to ensure deterministic behavior and compliance.
Training runs longer than a few hours frequently failed due to networking issues, while standard managed platforms lacked the bare-metal access...
“We spent 3-4 months blocked by infrastructure failures with previous providers—debugging networking issues that had nothing to do with our models. Together AI's cluster has had zero training-blocking issues since we switched. That reliability, combined with significant cost savings compared to other providers, completely changed our development velocity. But honestly, the responsive support is what keeps us here: shared Slack channel, problems resolved within hours, smooth scaling of our training cluster as our needs have been expanding. Together AI lets us focus on building breakthrough models instead of fighting infrastructure.”
Conversational AI platform for automated enterprise customer experience.
AI-native cloud platform for training, fine-tuning, and deploying open-source models.
Scaled Cognition's AI model training is part of this use case:
Related implementations across industries and use cases
Cloud costs bottlenecked Thai model training. Dedicated GPUs cut spend 50% and delivered an industry-leading 83.0 score.
Engineers spent 90% of time on data prep. New pipelines flipped that to 90% modeling and cut tuning from 7 days to 1 hour.
API latency bottlenecked live AI compliance checks. Faster open-source LLMs unlocked instant validation, processing up to 15x the tasks.
Cloud costs bottlenecked Thai model training. Dedicated GPUs cut spend 50% and delivered an industry-leading 83.0 score.
Engineers spent 90% of time on data prep. New pipelines flipped that to 90% modeling and cut tuning from 7 days to 1 hour.
Shifting to B2B sales exposed disconnected workflows and anecdotal forecasts. Now, AI analyzes interactions to surface deal intelligence.
Staff manually combed 350K+ documents scattered across legacy SharePoint. Now, AI semantic search instantly retrieves exact answers.
Protecting users from harmful on-device AI required internet. A powerful safety AI now runs directly on the PC, guarding users even when offline.
A 200% yearly data expansion bottlenecked global operations. Now, AI accelerates coding, drafts recipe cards, and resolves inquiries.