agent · model serving
layahost vs LM Studio
56 fields both were evaluated on, 25 of them different — including where one discloses something the other does not. Every value links to the document it came from. 31 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | layahost | LM Studio |
|---|---|---|
| Runtime governance· | Per-key limits enforced at run time: 600 requests per minute by default, a maximum of 32 questions per request and 32,000 characters of text, with higher limits available on request. These are platform defaults, not customer-configurable policy, and no behaviour on breach is described. “600 requests per minute per key by default, up to 32 questions per request and 32,000 characters of text.”layahost.com · checked Oct 14, 2026 | no public information lmstudio.ai · checked Aug 7, 2026 |
Agency
| Field | layahost | LM Studio |
|---|---|---|
| Human oversight· | Borderline answers can be routed down their own branch so that a human reviews what the model is not sure about. “Unsure? Ask a person Borderline answers take their own branch, so a human sees what the model is not sure about.”layahost.com · checked Oct 14, 2026 | Requires permission prompts before destructive file-deletion actions “Permission prompts for destructive file deletion operations.”lmstudio.ai · checked Aug 20, 2026 Not in our latest capture. We captured this page again on Oct 14, 2026 and this quote was not there. How we re-check citations |
| Goal complexity· | Multi-step: decisions are chained on a canvas (the page's example is spam check, intent, routing, urgency), each answer leading to the next question or to an outcome, with one request running the whole flow. “Chain decisions on a canvas: spam check, intent, routing, urgency. Each answer leads to the next question or to an outcome. One request runs the whole flow, and only the questions on the path are billed.”layahost.com · checked Oct 14, 2026 | no public information lmstudio.ai · checked Aug 7, 2026 |
| Action space· | Constrained classification: returns one of the customer's own defined options with a probability to act on, rather than open-ended text or action-taking. “Anything that ends in a decision: one of your options, with a probability you can act on.”layahost.com · checked Oct 14, 2026 | Coding tasks, automations, and computer control “Bionic also excels at coding tasks, automations, and computer control.”lmstudio.ai · checked Aug 10, 2026 |
| Initiative· | Request-driven: work happens per API call. The page describes no self-initiated or scheduled operation. “A call to /v1/decide is one decision; a /v1/systemone request with three questions is three.”layahost.com · checked Oct 14, 2026 | no public information lmstudio.ai · checked Aug 7, 2026 |
Safety
| Field | layahost | LM Studio |
|---|---|---|
| Safety policy· | no public information layahost.com · checked Oct 14, 2026 | Zero Data Retention (ZDR) “Privacy is key to the LM Studio ethos. Our cloud services are Zero Data Retention (ZDR) across the board.”lmstudio.ai · checked Aug 7, 2026 |
| Data handling· | Verdicts and metadata are logged for 7 days by default; raw request text is only logged if the customer opts in. “Logs keep verdicts and metadata for 7 days; request text only if you turn it on.”layahost.com · checked Oct 14, 2026 | Voice/audio data processed locally and never leaves the device; cloud services run Zero Data Retention (ZDR) “Your voice and audio data is processed locally and never leaves your device.”lmstudio.ai · checked Aug 10, 2026 |
Practicality
| Field | layahost | LM Studio |
|---|---|---|
| Pricing model· | Usage-based: monthly plans with an included Laya decision volume, or prepaid credit with no subscription. A Laya decision is billed flat regardless of text length; Clef models are billed from credit by input token. “Monthly plans with Laya decisions included, or prepaid credit with no subscription. A Laya decision costs the same whatever the length of the text; Clef models are billed from credit by input tokens.”layahost.com · checked Oct 14, 2026 | no public information lmstudio.ai · checked Aug 7, 2026 |
| Price point· | Three published per-model prices: Laya at $15 per million decisions; Clef-flash at $0.10 per million tokens (the page reckons about $0.02 per 1,000 short texts); Clef at $0.50 per million tokens (about $0.10 per 1,000 short texts). “latency ~0.1 s price $15 / 1M decisions plans apply Clef-flash clef-flash Cloudflare’s 9B open decision model on Workers AI GPUs. The best value for hard questions. latency 0.4–1 s price $0.10 / 1M tokens ≈ $0.02 per 1,000 short texts Clef clef The 27B version. Usually the most accurate, reads up to 64K tokens of context. latency 0.4–0.5 s price $0.50 / 1M tokens ≈ $0.10 per 1,000 short texts”layahost.com · checked Oct 14, 2026 | no public information lmstudio.ai · checked Aug 7, 2026 |
| Availability· | Publicly, self-serve available: new accounts start with free credit and no card is required. “Every account starts with $1 of free credit (66.7K decisions), no card needed.”layahost.com · checked Oct 14, 2026 | Available for direct download via a "Download LM Studio Bionic" button; no longer described on-page as an "initial preview" release. “Download LM Studio Bionic”lmstudio.ai · checked Aug 10, 2026 |
| Deployment options· | Hosted API only; no self-hosted or on-premise deployment of the service is described. The Laya model runs on the vendor's own servers in Helsinki, Finland (EU). “Laya models run on our servers in Helsinki, Finland (EU).”layahost.com · checked Oct 14, 2026 | Local deployment; models downloaded and run directly within the app “Download the latest local LLMs directly within the app and use them for simple chats or advanced agentic tasks.”lmstudio.ai · checked Aug 10, 2026 |
| Integrations· | Ships an MCP server for AI agents alongside the HTTP API, and states drop-in compatibility with Google's Perspective API (which the page says shuts down at the end of 2026) and OpenAI's moderation endpoint (beta). “Also a drop-in for Google’s Perspective API , which shuts down at the end of 2026, and for OpenAI’s moderation endpoint (beta). Full API reference and an MCP server for AI agents.”layahost.com · checked Oct 14, 2026 | Integrates with Hugging Face for model card rendering “Better Hugging Face model card rendering.”lmstudio.ai · checked Aug 20, 2026 Not in our latest capture. We captured this page again on Oct 14, 2026 and this quote was not there. How we re-check citations |
| Supported regions· | Requests naming the hosted Clef or Clef-flash models are processed by Cloudflare Workers AI, which the vendor states may be outside the EU. The Laya model is processed on the vendor's own EU servers (see deployment_options). “Requests that name a hosted model (clef, clef-flash) are processed by Cloudflare Workers AI, which may be outside the EU and does not use them for training.”layahost.com · checked Oct 14, 2026 | no public information lmstudio.ai · checked Aug 7, 2026 |
Foundation models
| Field | layahost | LM Studio |
|---|---|---|
| Base models· | Two model families behind one API: Laya (an open 400M encoder, Apache-2.0, which the vendor hosts) and Cloudflare's Clef and Clef-flash. The page does not say who develops Laya. “Hosted Laya and Cloudflare Clef behind one Jev-compatible API”layahost.com · checked Oct 14, 2026 | GLM 5.2, Kimi K3, DeepSeek V4 Pro “run Bionic with the latest frontier open models such as GLM 5.2, Kimi K3, and DeepSeek V4 Pro.”lmstudio.ai · checked Aug 7, 2026 |
| Model provider· | Two providers: the vendor serves Laya from its own EU servers, and Cloudflare supplies the Clef models. “No model wins everywhere. Laya is fast and cheap on our EU servers. Cloudflare’s open Clef models are slower and cost more, and get far more of the hard questions right.”layahost.com · checked Oct 14, 2026 | GLM 5.2, Kimi K3, DeepSeek V4 Pro “run Bionic with the latest frontier open models such as GLM 5.2, Kimi K3, and DeepSeek V4 Pro.”lmstudio.ai · checked Aug 7, 2026 |
| Model swappable· | Models can be swapped without changing integration code — the same API and response shape is used across Laya and Clef. “Same API, same answers format: change one field, and measure on your own texts.”layahost.com · checked Oct 14, 2026 | yes “Download the latest local LLMs directly within the app and use them for simple chats or advanced agentic tasks.”lmstudio.ai · checked Aug 7, 2026 |
| Open weights· | The Laya model is open-weight, released under Apache-2.0. “Open 400M encoder (Apache-2.0) on our CPUs in Helsinki.”layahost.com · checked Oct 14, 2026 | Supports open-weight models (e.g. GLM 5.2, Kimi K3, DeepSeek V4 Pro, Muse Glimmer 30B under Apache 2.0) “Bionic is LM Studio's agent for open models.”lmstudio.ai · checked Aug 10, 2026 |
| Fine-tuning· | Customer fine-tuning is offered: the vendor trains a private Laya checkpoint on the customer's labelled examples and serves it on the same API under the customer's own model name, visible only to their account. “We fine-tune a private Laya checkpoint on your labelled examples and serve it on the same API under your own model name, visible only to your account.”layahost.com · checked Oct 14, 2026 | no public information lmstudio.ai · checked Aug 7, 2026 |
| Context window· | Clef, the 27B model, reads up to 64K tokens of context. No context limit is published for Laya or Clef-flash. “The 27B version. Usually the most accurate, reads up to 64K tokens of context.”layahost.com · checked Oct 14, 2026 | “Automatic context sizing for local MLX models based on available memory.”lmstudio.ai · checked Aug 20, 2026 Not in our latest capture. We captured this page again on Oct 14, 2026 and this quote was not there. How we re-check citations |
Ecosystem
| Field | layahost | LM Studio |
|---|---|---|
| Protocols supported· | Vendor states API-level compatibility with the Jev API - the same /v1/systemone and /v1/models endpoints, request and response shapes, errors and request IDs, with Jev model names such as jev-latest accepted - and notes the underlying model differs, so probabilities are not identical. “Yes for the API: the same /v1/systemone and /v1/models endpoints, request and response shapes, errors and request IDs, tested with the official Python and JavaScript SDKs. Jev model names such as jev-latest are accepted. The model behind it is different, so probabilities are not identical.”layahost.com · checked Oct 14, 2026 | Supports MCP (Model Context Protocol) servers, including OAuth authentication “Clearer button to complete authentication for OAuth MCP servers.”lmstudio.ai · checked Aug 20, 2026 Not in our latest capture. We captured this page again on Oct 14, 2026 and this quote was not there. How we re-check citations |
| Tool use· | no public information layahost.com · checked Oct 14, 2026 | executes automations and computer control “Bionic also excels at coding tasks, automations, and computer control.”lmstudio.ai · checked Aug 7, 2026 |
| Multi-agent· | no public information layahost.com · checked Oct 14, 2026 | Supports subagents running within a session (multi-agent-style orchestration) “More consistent progress indicators while tools and subagents are running.”lmstudio.ai · checked Aug 20, 2026 Not in our latest capture. We captured this page again on Oct 14, 2026 and this quote was not there. How we re-check citations |
| API access· | Self-serve HTTP API: create an account, verify the email address, copy a key and send a request. “Create an account, verify your email for $1 of free credit, copy a key, send one request.”layahost.com · checked Oct 14, 2026 | Provides a local API server with start/stop controls in settings “Fixed local API server start/stop errors not appearing in settings.”lmstudio.ai · checked Aug 20, 2026 Not in our latest capture. We captured this page again on Oct 14, 2026 and this quote was not there. How we re-check citations |
| Open source· | The hosted service itself is not offered under an open-source licence. The vendor's "no lock-in" claim refers to the open-weights models it serves (Laya, Clef), which the page says the customer can also run themselves. “The Jev API on open-weights models (Laya, Clef), which you can also run yourself.”layahost.com · checked Oct 14, 2026 | no public information lmstudio.ai · checked Aug 7, 2026 |
Impact
| Field | layahost | LM Studio |
|---|---|---|
| Target sectors· | no public information layahost.com · checked Oct 14, 2026 | creativity, work, and code “Bionic is LM Studio's agent for open models. Natively local. Built for creativity, work, and code.”lmstudio.ai · checked Aug 10, 2026 |
Disclosed by neither
Both layahost and LM Studio publish nothing on these 31 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 31 identical table rows. Each is shown with its source check on the individual profiles.
- Autonomy level
- Operating environment
- User base
- Deployment scale
- High-risk domains
- Documented incidents
- Support model
- Marketplace presence
- Safety evaluations
- Red teaming
- Usage restrictions
- Model or system card
- Incident reporting
- Third-party evaluations
- Insurance available
- Insurance carriers
- Coverage limits
- Indemnification
- Liability cap
- Audit trail
- Tamper-evident log
- Explainability
- Permission scopes
- Compliance certifications
- Regulatory alignment
- Outcome-based pricing
- Settlement mechanism
- Asset custody
- Dispute process
- SLA terms
- Evaluation coverage
Questions
- How do layahost and LM Studio compare on human oversight?
- layahost: Borderline answers can be routed down their own branch so that a human reviews what the model is not sure about.. LM Studio: Requires permission prompts before destructive file-deletion actions.
- How do layahost and LM Studio compare on goal complexity?
- layahost: Multi-step: decisions are chained on a canvas (the page's example is spam check, intent, routing, urgency), each answer leading to the next question or to an outcome, with one request running the whole flow.. LM Studio: no public information disclosed.
- How do layahost and LM Studio compare on action space?
- layahost: Constrained classification: returns one of the customer's own defined options with a probability to act on, rather than open-ended text or action-taking.. LM Studio: Coding tasks, automations, and computer control.
- How do layahost and LM Studio compare on initiative?
- layahost: Request-driven: work happens per API call. The page describes no self-initiated or scheduled operation.. LM Studio: no public information disclosed.
- How do layahost and LM Studio compare on target sectors?
- layahost: no public information disclosed. LM Studio: creativity, work, and code.
- How do layahost and LM Studio compare on pricing model?
- layahost: Usage-based: monthly plans with an included Laya decision volume, or prepaid credit with no subscription. A Laya decision is billed flat regardless of text length; Clef models are billed from credit by input token.. LM Studio: no public information disclosed.