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LLM gateways & spend-tracking tools

Typical savingsOps layer that unlocks methods 2–9
EffortLow — mostly a proxy swap

A gateway (LiteLLM, Portkey, OpenRouter) gives you one API across providers plus the control points every other method needs: caching, routing, fallbacks, budgets, rate limits, and per-request cost logging. Spend-tracking layers (Helicone — now maintenance-only after its Mintlify acquisition — nOps, native provider dashboards) add the visibility.

On its own a gateway saves little; as the enforcement point for caching, routing, and attribution it is how the savings become systematic instead of one-off.

How to do it

  1. Route all LLM traffic through one gateway; ban direct provider SDK calls in code review.
  2. Turn on request logging with cost metadata from day one.
  3. Enable provider fallbacks (resilience) and budget caps (runaway protection).
  4. Layer caching and routing policies in the gateway rather than per-app.

Frequently asked questions

Which gateway should I pick?

LiteLLM (open-source, self-hosted, 100+ providers) for engineering-led teams; Portkey for managed guardrails and semantic caching; OpenRouter when you want one bill across many model vendors. See our tool reviews for details.

Tools for this method

Open-source LLM gateway

LiteLLM

The default self-hosted gateway: one OpenAI-compatible proxy across 100+ providers with budgets, caching, routing, fallbacks, and …

Managed AI gateway

Portkey

Managed gateway with the strongest built-in semantic caching, plus guardrails, routing, and cost analytics. The low-ops route to t…

Multi-provider model marketplace

OpenRouter

One API and one bill across hundreds of models from every major lab — the fastest way to arbitrage the model price war and A/B che…

LLM observability & cost tracking

Helicone

Long the default open-source LLM cost dashboard. Acquired by Mintlify in March 2026 and now maintenance-only — existing deployment…