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
API latency bottlenecked live AI compliance checks. Faster open-source LLMs unlocked instant validation, processing up to 15x the tasks.
$98/hr training costs blocked custom AI. Moving to bare-metal GPUs cut costs 7x, enabling models that slashed chart review times by 80%.
Typing friction limited query depth. Now, analysts speak complex requests to screen stocks and analyze filings in real time.
$98/hr training costs blocked custom AI. Moving to bare-metal GPUs cut costs 7x, enabling models that slashed chart review times by 80%.
Fragmented systems slowed deployments to four weeks. Now, AI orchestrates the agents, launching new trading strategies in just one week.
Engineers capped at basic chat, complex work out of reach. Now 700 tackle cross-jurisdiction compliance reviews in hours, not weeks.
37 steps and 16 handoffs to send one email. Agents rebuilt the workflow from scratch — 3 weeks became 2 days.
Large AI training jobs meant fighting for preemptible slots or leaving campus. Marlowe gave any lab guaranteed multi-node access on demand.
Software updates were tied to rigid vehicle production cycles. A GenAI platform now frees 5,000 developers to release code independently.
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
API latency bottlenecked live AI compliance checks. Faster open-source LLMs unlocked instant validation, processing up to 15x the tasks.
$98/hr training costs blocked custom AI. Moving to bare-metal GPUs cut costs 7x, enabling models that slashed chart review times by 80%.
Typing friction limited query depth. Now, analysts speak complex requests to screen stocks and analyze filings in real time.
$98/hr training costs blocked custom AI. Moving to bare-metal GPUs cut costs 7x, enabling models that slashed chart review times by 80%.
Fragmented systems slowed deployments to four weeks. Now, AI orchestrates the agents, launching new trading strategies in just one week.
Engineers capped at basic chat, complex work out of reach. Now 700 tackle cross-jurisdiction compliance reviews in hours, not weeks.
37 steps and 16 handoffs to send one email. Agents rebuilt the workflow from scratch — 3 weeks became 2 days.
Large AI training jobs meant fighting for preemptible slots or leaving campus. Marlowe gave any lab guaranteed multi-node access on demand.
Software updates were tied to rigid vehicle production cycles. A GenAI platform now frees 5,000 developers to release code independently.