Blog

Compare real per-token costs across budget and frontier LLM APIs in 2026. We break down input and output pricing per million tokens with honest math.

Understand how per-token LLM API pricing works, spot hidden gateway markups, and see a worked monthly bill example comparing models at list price.

Learn what self-hosted single-tenant LLM platforms offer, who needs them, and how hybrid deployments combine owned GPUs with cloud API failover.

Kimi K3 — 2.8T parameters, 1M-token context, #1 on LMArena code arena in 24 hours — is live on Riven at Moonshot list price: $3 in, $15 out per million tokens, transparent per-token pricing, OpenAI-compatible.

GLM-5.2 is a mixture-of-experts flagship strong at code, multilingual work, and cost-efficient production use. It is live on Riven with a full model guide.

A practical comparison of Kimi K3 and Claude Fable 5 on context, coding, agentic use, and price per million tokens. Both are live on Riven at list price.

An honest comparison of LLM aggregator pain points — rate limits, discounted routes, model masking — versus one governed gateway at vendor list price.

Pay-as-you-go LLM pricing on Riven: $3 per 1M tokens on standard lanes, $0 to start, no seat minimums, and how per-token metering beats a subscription.

What single-tenant AI really means in practice: data isolation, compliance posture, self-hosted versus shared SaaS, and governance through Riven Control.

How Riven's internal agents keep durable operational memory with MemPalace to search platform state and remember context across sessions for reliability.

Inside Pricing Brain v1, the internal system that tracks 65 model vendor list rates and competitor prices daily so Riven's datasheet stays current and honest.

Riven Chat v2 is live on Riven Auth with OIDC, replacing the legacy VM stack. Registration, callback, session, and redirect flows verified end to end.

How enterprises run Riven single-tenant on their own infrastructure: containerized services, reverse proxy edge, private networking, governed by Riven Control.