HarnessRouter vs layahost: Detailed Comparison

Overview

HarnessRouter and layahost are both API-first products, but they solve very different problems. HarnessRouter is an agent runtime that lets you plug leading AI harnesses (Codex, Claude Code, Hermes, DeepSeek Harness, and more) into your product as a backend. It handles the entire execution lifecycle—sandboxes, orchestration, retries, cost controls—so you can focus on your product. layahost, by contrast, is a hosted API for typed decisions. You send a piece of text and a question with a fixed set of answers, and you get back the chosen answer with a probability for every option, as JSON your code can branch on.

In short: HarnessRouter runs agents that produce work (code, files, videos, games). layahost makes decisions about text (moderation, routing, intent, scoring).

Feature Comparison

FeatureHarnessRouterlayahost
Primary PurposeRun full AI agent harnesses as a backendHosted API for typed decisions on text
Core OutputFinished work: code, files, videos, games, artifacts, tracesChosen answer from a fixed set, with probabilities, as JSON
Interface / ProtocolUnified Harness Protocol (UHP), open standardJev System One API wire format (/v1/systemone, /v1/decide)
Model / Harness ChoiceMultiple harnesses (Codex, Claude Code, Hermes, Pi, DeepSeek Harness) and models (gpt-5.x, claude-opus-4.8)Single open Laya model; custom fine-tuned checkpoints available
Deployment OptionsCloud (hosted) or Community Edition (self-hosted, Apache 2.0)Hosted only, EU servers (Helsinki, Finland)
Sandboxing / IsolationOne isolated sandbox per task, scales on demandNot applicable; text processed in memory
SDK CompatibilityHarnessRouter API or UHP contract; starter kits providedOfficial Jev SDKs (Python, JavaScript) work after changing base URL and key
CustomizationRoute between harness × model combinations; benchmark quality, latency, costFine-tune a private Laya checkpoint on your labelled examples
Data HandlingCloud: HarnessRouter operates runtime; Community Edition: your keys, state, files stay in your environmentEU servers, in-memory processing, never used for training; logs keep verdicts 7 days
Rate LimitsNot specified in provided content600 requests/min per key; up to 32 questions per request; 32,000 characters
Image SupportCan produce videos and games (multimodal output)Text only; no image input
Free TierStart at $0, no card needed; waiting is freeNo free tier; prepaid from $10; demo free to try

Pricing

HarnessRouter

HarnessRouter offers a generous free start: $0, no card needed, to explore the console and configure agents. Usage is drawn only while hosted tasks run; waiting is free. You have two billing paths:

  • Use a HarnessRouter key: Every model at its listed catalog price, no markup. Plans from $20/month include their full price as usage.
  • Bring your own API keys: Your provider bills your model usage directly. You pay for Agent work only; waiting is free.

Community Edition is free and open source (Apache 2.0) for self-hosting on your own infrastructure.

layahost

layahost uses flat, prepaid pricing: $5 per million decisions. Credit starts at $10 (which buys 2M decisions) and never expires while your account is active. Volume discounts: +10% credit from $100, +20% from $500. Rejected and failed requests (4xx, 5xx) are free. Invoices with VAT ID are available. There is no subscription or per-seat fee.

Pros and Cons

HarnessRouter

Pros:

  • One API to access multiple leading agent harnesses and models
  • Removes months of backend engineering (sandboxes, orchestration, retries, cost controls)
  • Open source Community Edition for self-hosting with full control
  • Serverless runtime scales without infrastructure work
  • Transparent pricing with no model markup and free waiting time

Cons:

  • More complex integration than a simple decision API
  • Requires understanding of harnesses, models, and UHP concepts
  • Cloud pricing can scale with usage; cost depends on harness × model choice

layahost

Pros:

  • Extremely simple: send text and a question, get a typed answer with probabilities
  • Flat, predictable pricing at $5 per million decisions
  • Jev-compatible API allows easy migration with official SDKs
  • EU-hosted with strong privacy (in-memory, no training use)
  • Custom fine-tuning available for domain-specific labels

Cons:

  • Limited to text-based decisions; no image support
  • Single model (Laya) may be less accurate than Jev on some benchmarks
  • No free tier; requires prepaid credit from $10
  • Not suitable for generating code, files, or complex agent workflows

Verdict

HarnessRouter and layahost serve fundamentally different needs. HarnessRouter is a full agent runtime for building products that generate code, files, videos, or games, offering multiple harnesses and models through one API. layahost is a lightweight, flat-priced decision API for moderation, routing, intent, and scoring on text. Choose HarnessRouter if you need autonomous agents that produce work; choose layahost if you need fast, cheap, typed decisions on text.