Your data. Your weights. Your sovereign AI.Your model. Your weights. Your advantage.
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Hyde’s training platform and forward deployed model helps institutions leverage their own knowledge to build sovereign AI models.Hyde’s training platform and forward deployed model helps institutions leverage their own knowledge to build custom AI models.
Our partners
Two Paths to Specialist AI
Training Platform
Hyde’s training runtime plane, deployable in your cloud or ours.
Talk to an engineer ↗Campfire
Campfire is Hyde’s platform for training, fine-tuning, and deploying your own specialist models.
+ ephemeral environment + infrastructure provisioning
Your Cloud or Hyde’s Cloud: You Choose
- Campfire ships as a CLI-tool that plugs into your existing cloud infrastructure and works with all major data-lake platforms.
- For teams that want to forget about DevOps, Campfire can handle infrastructure provisioning across dedicated reserved or shared on-demand GPU capacity.
+ custom evaluation environments + full arc of model training
Automate The Full Training Arc
- Campfire lets you build evaluation environments from your own tasks, so models reflect what accuracy means for your company.
- Campfire automates the full arc of model training and deployment through a guided dashboard or a single command.
+ evaluate and track training + ships with built in support for A/B testing
Eval-Based Deployment
- Campfire evaluates and tracks every training checkpoint against public and custom benchmarks.
- Built-in A/B testing and easy rollbacks let you deploy models with confidence.
+ ingesting data from production deployments + continually improving asset
Continual Learning Made Possible
- Campfire ingests data from production deployments to improve benchmarks and re-train models.
- Your model becomes a continually improving asset, widening the gap from off-the-shelf APIs.
Industries
The rented-to-specialist model migration, industry by industry.
Financial Services
- Compliance
- Legacy Data Governance
- Data Privacy Markings
A major national US stock exchange encoded its SEC regulatory expertise into a specialist model. The model now answers complex queries and completes detailed regulatory workflows with near complete accuracy - work that previously took weeks of analyst time.
Read the case study ↗
Retail & CPG
- Agentic Demand Forecasting
- Customer Simulations
A $10B+ retail giant used purpose-built time series foundational models (TSFMs) to generate > 7pps in forecast accuracy improvements compared to legacy approaches, enabling higher operating margins.
Talk to an engineer ↗
Defense
- Sustainment & Readiness Intelligence
- Air-Gapped Deployments
A major government agency is working with Hyde to deploy specialist AI models on-premise in an air-gapped deployment, giving end users sovereign inference endpoints on reasoning models trained on 30+ years of proprietary data.
Talk to an engineer ↗
AI-Natives
- Eval Generation
- Trace Mining
- Auto Model Routing
Hyde’s Campfire is the training control plane your AI engineers need. Campfire handles every step of the training workflow, from creating evaluations to A/B testing models.
Talk to an engineer ↗Careers
Come solve the most interesting problems for the world’s most consequential organizations.
View all open positions ↗Built by the top minds
Blog
Research, engineering notes, and field observations from the work of building models for institutions.
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