# Meta vs Sail Research

> Meta serves Muse Spark on demand. Sail Research serves open models on a delay, with 30 to 80% off for workloads that can wait minutes per turn.

Canonical: https://www.subconscious.dev/compare/meta-vs-sail-research · By The Subconscious Team · Updated September 30, 2026

## How they compare

The split is how fast you need an answer. Sail Research lets customers trade latency for price through completion windows: about a minute for 30 to 50% off, about five minutes for 45 to 65% off, and off-peak flex for 60 to 80% off. It serves open models like Kimi K2.6, GLM-5, GPT-OSS 120B, Qwen 3.6 and Gemma 4, and Sailboxes give agents compute that can run indefinitely. Meta's Model API serves Muse Spark 1.3 on demand at $1.25 in and $4.25 out, aimed at agentic coding, tool use and computer use.

Both have a cheap path with a catch. Sail's catch is time, since it is explicitly unsuited to voice, live chat or interactive UIs. Meta's is data: the Contributor tier's roughly 95% discount requires letting Meta train on your traffic, with rate limits cut to 100 requests per minute. For interactive agents and multimodal assistants, Meta fits. For hours-long background agents, evals and offline research where private data stays private, Sail fits. Sail claims 3x to 10x savings over comparable hosts.

## What each one does

### Meta

Meta has moved from open Llama releases toward its own closed API. Meta Superintelligence Labs builds the Muse family, and in July 2026 Meta opened a public preview of the Meta Model API with Muse Spark 1.1, a multimodal reasoning model aimed at agentic coding, tool use and computer use. The current lineup runs through Muse Spark 1.3 with a 1M token context. Standard pricing is $1.25 in and $4.25 out per million tokens, with cached input at $0.15, and the endpoint speaks OpenAI Chat Completions, Anthropic Messages and a stateful agentic format.

### Sail Research

Sail Research sells throughput over latency. Founders Neil Movva and Samir Menon built a serving stack that packs as much work as possible into every GPU, and customers state how long they can wait through completion windows. The priority window targets about a one-minute turn for roughly 30 to 50% off the immediate asap price. The default standard window targets about five minutes for 45 to 65% off. The flex window runs off-peak for 60 to 80% off.

## Which is best, and when

### Choose Meta for

- Interactive agents that need immediate answers
- Computer use and multimodal tool calls
- Images and transcription on the same key

### Choose Sail Research for

- Background agents running for hours
- Discounts that come from waiting, not data sharing
- Evals and offline research on open models

## At a glance

| Attribute | Meta | Sail Research |
|---|---|---|
| Model access | Closed API; open Muse Glimmer | Open weights |
| Flagship models | Muse Spark 1.3, Muse Glimmer | Kimi K2.6, GLM-5, GPT-OSS 120B |
| Speed | ~145–233 tok/s on Muse Spark 1.3 | Minutes per turn by design |
| Price | $1.25 in, $4.25 out; Contributor tier cheaper | 30–80% off by completion window |
| Customization | Open Muse Glimmer weights to fine-tune | Customer LoRA fine-tunes |
| Deployment | Meta Model API (preview) | API plus Sailboxes |
| Long context | 1M | Varies by model |

## FAQ

### What is the difference between Meta and Sail Research?

Meta serves Muse Spark on demand. Sail Research serves open models on a delay, with 30 to 80% off for workloads that can wait minutes per turn.

### When should I choose Meta over Sail Research?

Interactive agents that need immediate answers; Computer use and multimodal tool calls; Images and transcription on the same key.

### When should I choose Sail Research over Meta?

Background agents running for hours; Discounts that come from waiting, not data sharing; Evals and offline research on open models.

### Is Meta or Sail Research cheaper?

Meta: $1.25 in, $4.25 out; Contributor tier cheaper. Sail Research: 30–80% off by completion window. The cheaper choice depends on the model and workload.

### Which has more context, Meta or Sail Research?

Meta: 1M. Sail Research: Varies by model.

## Running long-horizon agents?

If your agents run past 200K tokens, compare both against Subconscious: [Subconscious vs Meta](https://www.subconscious.dev/compare/subconscious-vs-meta.md), [Subconscious vs Sail Research](https://www.subconscious.dev/compare/subconscious-vs-sail-research.md).

Full profiles: [Meta](https://www.subconscious.dev/providers/meta.md), [Sail Research](https://www.subconscious.dev/providers/sail-research.md).