enterpilot Blog

Practical notes on AI gateway engineering, benchmarking, reliability, and enterprise-grade model operations.

Preview image for Want People to Use Cheaper AI Models? Make Expensive Models Slower

Want People to Use Cheaper AI Models? Make Expensive Models Slower

A simple way to reduce growing AI costs: add cost-proportional delay to expensive models at the AI gateway layer.

Preview image for Your API Key Can't See Its Own Usage — So We Fixed That in GoModel

Your API Key Can't See Its Own Usage — So We Fixed That in GoModel

There is no standard usage API in the LLM world: OpenAI and Anthropic hide usage behind admin keys, and tools resort to scraping dashboards. Here's what our research found, and how GoModel's GET /v1/usage gives every caller their own usage, budget, and rate-limit status.

Preview image for Monitoring and Improving Your AI Agents: Coolhand Labs vs LangSmith vs Langfuse

Monitoring and Improving Your AI Agents: Coolhand Labs vs LangSmith vs Langfuse

Once a router like GoModel handles model choice, how do you keep your agents getting better? A look at three approaches — Coolhand Labs, LangSmith, and Langfuse — and which one fits your team.

Preview image for Benchmarking AI Gateways: GoModel vs LiteLLM vs Portkey vs Bifrost

Benchmarking AI Gateways: GoModel vs LiteLLM vs Portkey vs Bifrost

A reproducible AI gateway benchmark comparing GoModel, LiteLLM, Portkey, and Bifrost on latency, throughput, memory, CPU, cold start, and image size.

Preview image for GoModel, a LiteLLM alternative, is up to 14.5x faster

GoModel, a LiteLLM alternative, is up to 14.5x faster

A March 23, 2026 localhost benchmark comparing GoModel and LiteLLM across chat completions and the Responses API.

Preview image for GoModel vs LiteLLM Benchmark: Speed, Throughput, and Resource Usage

GoModel vs LiteLLM Benchmark: Speed, Throughput, and Resource Usage

A benchmark by the GoModel team comparing latency, throughput, CPU, and memory against LiteLLM using the same workload.