Neural infrastructure for the AI economy.
Deepstack Neural gives developers and enterprise AI teams one platform to scale, control, optimize, deploy, and govern intelligent systems — model orchestration, agent infrastructure, neural search / RAG, observability, and enterprise governance in a single layer.
The enterprise AI OS, top to bottom.
Five core modules — governance, observability, agents, orchestration, and retrieval — designed to interoperate as one operating system.
One operating layer. Every AI workload.
Stop stitching together vendors. Deepstack ships the full enterprise AI stack — orchestration, agents, RAG, observability, and governance — as a single, observable platform.
Model Orchestration
One control plane for every model — OpenAI, Claude, Gemini, local models, and open-source LLMs. Route, fall back, cache, and version across vendors.
- OpenAI + Claude
- Gemini + Llama
- Local + OSS
- Multi-model routing
Agent Infrastructure
Production-grade runtime for AI agents — workflow chains, persistent memory, tool execution, and coordinated multi-agent systems.
- AI agents
- Workflow chains
- Memory systems
- Tool + multi-agent
Neural Search / RAG
End-to-end retrieval for grounded AI — vector search, semantic retrieval, embedding pipelines, and context engineering at enterprise scale.
- Vector search
- Semantic retrieval
- Embeddings
- Context engineering
AI Observability
See every prompt, span, and dollar. Track latency, hallucinations, failures, token usage, and cost across every model and workflow.
- Prompts + traces
- Latency + failures
- Hallucination evals
- Tokens + spend
Enterprise Governance
Centralized policy, permissions, audit logs, and AI compliance controls — with deployment guardrails for regulated environments.
- Permissions + RBAC
- Audit logs
- AI policies
- Compliance + deploy
One API. Any model. Any agent.
A single endpoint routes to the right model with policy-aware fallback. The SDK turns it into agents in a few lines.
curl https://api.deepstack.dev/v1/route \
-H "Authorization: Bearer $DEEPSTACK_KEY" \
-H "Content-Type: application/json" \
-d '{
"task": "reasoning",
"messages": [{ "role": "user", "content": "Summarize Q3 earnings." }],
"policy": { "max_cost_usd": 0.02, "max_latency_ms": 2000 },
"fallback": ["gpt-4o", "claude-3.5-sonnet", "llama-3.1-405b"]
}'import { Deepstack } from "@deepstack/sdk";
const ds = new Deepstack();
const agent = ds.agent({
tools: [searchDocs, runSQL, sendEmail],
retrieval: { index: "company-kb", topK: 8 },
observability: { trace: true, evals: ["faithfulness"] },
});
const result = await agent.run("Draft the investor update.");Built for the AI ops era.
Enterprise deployment, AI operations, and multi-model strategy — Deepstack is the operating layer underneath.
Roll out AI across your org — safely.
Centralized control plane, SSO, granular policy, audit logs, and per-team budgets. Every workload on one operating layer.
- SOC 2 + HIPAA path
- SSO + SCIM
- Department budgets
- Audit trails
Run AI like production software.
Deploy pipelines, canary releases, eval gates, and one-click rollback. Treat models and prompts as first-class artifacts.
- Deploy pipelines
- Eval-gated releases
- Drift + cost alerts
- Trace + replay
Route to the right model — every time.
Smart routing across proprietary, open, and fine-tuned models. Optimize for cost, latency, quality, or compliance.
- 240+ models
- Cost-aware routing
- Automatic fallback
- Region pinning
See every token. Every trace. Every dollar.
Cost, latency, quality and drift — unified across models, agents, and retrieval.
- gpt-4o38%
- claude-3.5-sonnet27%
- llama-3.1-405b18%
- mistral-large11%
- others6%
Enterprise-ready from day one.
Priced for AI operations.
From a single team to the global enterprise — predictable, usage-based pricing with governance built in.
Single workspace for teams shipping their first production AI.
- →10M tokens / mo
- →Basic routing
- →Prompt registry
- →Standard observability
- →Email support
Multi-workspace control plane for AI ops at scale.
- →100M tokens / mo
- →Multi-workspace + RBAC
- →Governance + audit
- →SSO + SCIM
- →Eval + deploy pipelines
On-prem, VPC, regulated workloads, dedicated capacity.
- →Unlimited tokens
- →BYOC + self-host
- →Custom policy + DLP
- →HIPAA + custom SLAs
- →Dedicated solutions team
Intelligence on the AI infrastructure economy.
Daily briefings and deep research from the Deepstack team — built for operators, founders, and engineers.
The Daily AI Infrastructure Brief
The biggest stories in AI infrastructure, GPU economy, agents, and enterprise AI — 25,000+ subscribers.
Subscribe →ResearchDeepstack Research
Institutional-grade reports on inference economics, agent benchmarks, and the AI infrastructure stack.
Browse reports →The neural infrastructure layer is ready.
Free to start. Production-grade by default. Built for the systems you'll ship tomorrow.