Inference Spend Autopilot

Keep your stack. Cut token spend 35%–85% with automatic model routing.

CrossCompute is an OpenAI-compatible gateway for teams and autonomous agents. Route each request to the right model, enforce quota in credits, and let agents self-top-up over x402 on Base.

Same `/v1/chat/completions` interface Routing profiles: `cheap` · `medium` · `premium` · `auto` Agent can buy its own credits via x402

Base URL switch

No SDK rewrite

Routing decisions

Per request in milliseconds

Agent payment rail

x402 + USDC on Base

Why this wins

One platform for cost control, quality routing, and autonomous usage monetization.

Spend-aware model routing

Instead of pinning one expensive model for all prompts, CrossCompute routes simple prompts to cheap models and reserves premium models for hard prompts.

Agent self-funding loop

Agents can monitor credits, trigger `/api/agents/topup`, complete x402 payment, and continue inference without manual ops.

Audit-ready billing surface

Every call returns routing and billing headers, so teams and agents can verify model, price rule, and charged credits in real time.

Agent Loop

Design for autonomous agents, not just human dashboards.

01

Discover

Agent reads `/agent-skill.md`, `/openapi.json`, and `/api-parameters.md`.

02

Onboard

Agent registers and receives `cc_agent_*` key scoped to tracked credits.

03

Self top-up

Agent pays stablecoin via x402 challenge-response and gets quota instantly.

04

Infer + monitor

Agent calls `/v1/chat/completions`, then checks usage and tops up again when low.

Evidence

Routing savings are backed by published research and production router data.

Up to 98%

FrugalGPT reports up to 98% cost reduction at matched top-model quality in benchmark settings.

arXiv: FrugalGPT

2x+

RouteLLM reports more than 2x cost reduction while maintaining response quality.

arXiv: RouteLLM

30%–70%

Public routing benchmarks commonly show major cost cuts at similar quality targets.

RouteLLM benchmarks

100x claim

NotDiamond reports large production improvements in cost-performance for routing workloads.

NotDiamond

Pricing references: OpenAI, Anthropic, Google Gemini, DeepSeek. Numbers vary over time and by region, caching, and volume discounts.

Machine-readable Surface

Everything external agents need to index, verify, and integrate quickly.

The core promise: less token waste, stronger quality control, and agent-native monetization.

Switch one base URL, keep your OpenAI-compatible calls, and let CrossCompute optimize cost on every request.