ENTERPRISE AGENTOPS PLATFORM
Surogate is the full-stackplatform to design autonomous AI agents, deploy them on your infrastructure,and continuously improve them from production data — without stitching together multiple tools.
Available on DenseMAX Appliances and major clouds: AWS, GCP, Azure, Oracle Cloud.
Pricing
Pretraining; full fine-tuning; LoRA / QLoRA
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BF16, FP8, NVFP4, BnB; mixed-precision training
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Multi-GPU; Multi-node (Ray-based)
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Smart CPU offloading
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Native C++/CUDA engine; kernel fusions; multi-threaded scheduler
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Deterministic configs + predefined recipes
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DDP efficiency (comm/compute overlap)
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Optimizer options (e.g., 8-bit AdamW)
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Dense + MoE model support
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Broad NVIDIA SM coverage
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GUI workflows; no-code pretraining & fine-tuning; predefined recipes
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Reinforcement fine-tuning; alignment: DPO / PPO / GRPO / GDP
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Chinchilla scaling rules for pretraining
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Model distillation
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Data Hub with Git-like versioning
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Team collaboration
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Live training monitoring
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GPU & node monitoring
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Quantization recipes
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Advanced model serving (KV-aware cache routing, GPU sharding, replicas, disaggregated serving)
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Model gateway (usage tracking & security)
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Evaluation suite + red-teaming(bias/toxicity/leakage, etc.)
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Synthetic data generation; embeddings training; reward function tooling
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Alerts/logging
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Workload/container isolation
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Deploy on DenseMAX Appliance + public clouds
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Optional air-gapped
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Adaptive Training (online hyperparameter adjustment to prevent drift/collapse)
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SSO via SAML/OIDC
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LDAP integration
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Role-based access control (RBAC)
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Audit logs
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SOC2 compliance commitment
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Dedicated CSM; SLAs / guaranteed support response times
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Org-grade governance (promotion/approvals, stricter policy enforcement)
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Multi-tenant controls / isolation for departments
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Air-gapped + hardened deployment patterns
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High availability (HA) options for serving + control plane
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Backup/restore + disaster recovery (DR) procedures
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Security hardening: encryption at rest + customer-managed keys (KMS/HSM)
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Secrets management integration (Vault/KMS)
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Supply-chain security: vulnerability scanning + SBOMs for images/artifacts
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Lineage tracking across data → run → artifact → deployment
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Agent Runtime & Skills
Full
Full + Skill IDE, A/B testing
Observability
Traces, basic viewer
Session replay, anomaly alerts, dashboards
Skill Evaluation
Test suites, manual
Auto CI benchmarking, regression guards
Continuous Improvement
Manual distillation
Automated scheduler, approval gates
Human Feedback
Basic trace ratings
Full RLHF UI, preference datasets
Guardrails
Basic tool allow-listing
Fine-grained policies, compliance audit
Cost Tracking
Per-run token usage
Budget caps, per-team allocation
Access Control
Basic user management
Advanced RBAC, SSO, audit logs
Request a guided demo or talk to our team about configurations, pricing, and delivery.
Enterprise AI that delivers: secure, sovereign-by-design, predictable, at scale. From POC to production with DenseMAX appliances, Digital Automation, and Surogate Agents.
