Infernet routes, batches and orchestrates billions of tokens across every frontier and open model — with sub-second first-token latency, deterministic cost ceilings, and governance your security team will actually sign off on.
Agents don't fail because a model is slow. They fail because nothing sits between the two coordinating retries, budgets, routing and observability. Infernet is that missing control plane — production-grade, model-agnostic, and yours to govern.
Route each request to the cheapest model that meets your latency and quality bar. Live health-checks reroute around degraded providers before your agents ever notice.
Coalesce thousands of concurrent agent calls into optimally packed batches. Squeeze 3–5× more throughput from the same token budget without touching your app code.
Hard budget caps per route, tenant and workspace. When a runaway agent hits the ceiling, Infernet degrades gracefully instead of billing you a surprise.
Every token, every hop, every retry — captured. Replay any agent run, attribute spend to the line of code, and export traces to your existing stack.
SOC 2 controls, PII redaction at the edge, per-region residency, and audit logs that satisfy your compliance team. Bring your own keys, keep your own data.
Frontier, open-weight, or self-hosted — call them all through a single typed interface. Swap models with a config change, never a rewrite.
This is the real routing logic, running in your browser. Pick a workload and a policy, hit run, and watch the fabric choose a model, batch the call, stream tokens, and account for every fraction of a cent — the same decision path a production request takes.
Representative deployments across the teams Infernet is built for. Figures reflect measured outcomes from the routing, batching and ceiling controls described above.
Their IDE agent fanned out to a dozen providers with no unified budget. Infernet collapsed it to one SDK, routing each completion to the cheapest model that cleared the quality bar and batching background lint calls.
An overnight reconciliation agent occasionally looped and burned budget by morning. Per-route dollar ceilings plus graceful downgrade capped exposure, while edge PII redaction kept card data in-region for audit.
Ticket surges pushed their single-provider setup past latency SLAs. Continuous batching plus health-check failover kept first-token latency flat through 6× peak traffic — no code change to the agent itself.
You already pay the model providers directly. Infernet adds a thin, transparent fabric fee — and typically saves more than it costs through routing and batching.
Start free, route your first million tokens today, and watch the ledger balance itself. Talk to us when you're ready to scale.