The AI infrastructure
platform for builders
Train models, deploy agents, manage infrastructure, and ship AI products — all from one unified platform.
Built on the technologies you trust
Four pillars.
One platform.
Every layer of the AI stack — from model training to production infrastructure — unified under a single developer experience.
AI Platform
Fine-tuned models and training infrastructure built for production workloads. Train, evaluate, and deploy models with full pipeline orchestration.
Dev Center
Internal developer portal for deploying, monitoring, and scaling services. Service catalog, deployment pipelines, and real-time observability.
Agents
Autonomous AI agents with persistent memory, composable skills, and real-time tool use. Build agents that reason, plan, and execute.
Infrastructure
Kubernetes clusters, GPU scheduling, CI/CD, and observability — the backbone of everything we ship. Infrastructure-as-code with Pulumi.
AI agents that think,
plan, and execute
Multi-agent systems with persistent memory, composable tool chains, and real-time collaboration. Agents that understand your codebase, infrastructure, and business logic.
1. Build
user-service:v2.1.0 image2. Push to ECR registry
3. Update Helm values with
canary: 20%4. Monitor error rate for 15 minutes
Starting deployment now...
0.02% — within threshold. Ready to promote to 100% on your command.Your internal developer
portal, supercharged
Service catalog, deployment pipelines, real-time monitoring, and rollout management — all in one unified interface. Inspired by the best of Port.io, Backstage, and Vercel.
Everything you need to ship AI at scale
Purpose-built primitives for training, deploying, and operating AI systems.
Model Training & Eval
Fine-tune foundation models on your data. Built-in evaluation framework with automatic benchmarking and regression detection.
# Fine-tune Llama-3 on internal corpus
trainer = Trainer(model="llama-3-8b")
trainer.train(dataset="s3://data/corpus", epochs=3)
# Evaluate against benchmark suite
results = EvalSuite.run(trainer.model, suite="production")
Fast Inference
Optimized serving with automatic batching, quantization, and GPU scheduling.
Observability
Metrics, logs, and traces unified. Integrated with Prometheus, Grafana, and custom dashboards.
Infrastructure as Code
Pulumi-powered IaC for EKS, VPC, IAM, and more. TypeScript-first, fully type-safe.
version: "1.29",
nodeGroups: [{ gpu: true }]
});
Zero-Trust Security
End-to-end encryption, RBAC, audit logging, and SOC2 compliance. Every layer secured from model weights to API gateway.
See how teams use Riven
From autonomous incident response to zero-downtime deployments, discover what's possible with a fully integrated AI stack.
Resolve tickets autonomously
Deploy agents that understand your codebase and infrastructure. They triage issues, run diagnostics, and ship fixes — all with human oversight.
Ship with zero-downtime deploys
Progressive rollouts with automatic canary analysis and rollback. Deploy to production with confidence using Helm and ArgoCD pipelines.
Monitor model performance in real time
Unified observability for inference latency, drift detection, and usage analytics. Integrated with Prometheus, Grafana, and custom dashboards.
Secure every layer of the stack
End-to-end encryption, RBAC, mTLS, and audit logging. SOC2-ready from model weights to API gateway with zero-trust architecture.
Trusted by engineering teams
Hear from the teams building production AI systems with Riven.
“Riven replaced our entire ML pipeline — training, eval, deployment — with a single platform. We went from 3-week release cycles to shipping daily.”
“The agent framework is a game-changer. We have agents that autonomously resolve 40% of our P3 incidents without human intervention.”
“Dev Center gives us the visibility and control we needed across 50+ microservices. Progressive rollouts with automatic canary analysis saved us from multiple bad deploys.”
Integrates with your stack
First-class integrations with the tools and platforms your team already uses. No vendor lock-in.
Ready to build with Riven?
Join the engineering teams shipping AI faster with a fully integrated, vertically-owned stack.