Parasail vs Relace
Relace makes small models for coding-agent chores like apply and search. Parasail serves general open models. One is a tool, the other the platform under the main model.
By The Subconscious Team · Updated
Parasail vs Relace: key differences
Relace builds utilities for coding agents. relace-apply-3 merges edits at about 10,000 tokens per second with 128K tokens of input and output, Relace's compaction model runs at 50,000 tokens per second, and agentic search explores large codebases in parallel. It also hosts a handful of open models, such as DeepSeek V4.1 Flash, Kimi K3 and GLM 5.3. Parasail is general serving on aggregated GPUs, with any Hugging Face model available on real-time or batch tiers. In a coding product, the two would handle separate calls: a Parasail-hosted model plans and writes, and Relace applies the edits and searches the repo.
Enterprise terms differ. Relace offers self-hosted deployment for enterprises that keep code in-house. Parasail works through contracts, with a standard ZDR and SLA agreement that many customers use while moving workloads off closed-model vendors. Relace errors past 128K tokens, so a general model hosted on Parasail could act as the fallback for oversized files. For PR review pipelines, Parasail's half-price batch can run the review model across many diffs while Relace handles repo search.
What Parasail and Relace do
Parasail
Parasail calls itself the inference cloud for AI-native startups. It aggregates GPUs across about 40 data centers in 15 countries, runs some clusters of its own, and since July 2026 has deployed d-Matrix Corsair accelerators alongside NVIDIA Hopper and Blackwell, all sold through one OpenAI compatible API. It raised a $32M Series A in April 2026, led by Touring Capital and Kindred Ventures. Customers choose serverless per-token endpoints across about 40 curated models, Elastic Endpoints that scale with traffic and bill tokens at 1.25x serverless rates on selected models, dedicated deployments with negotiated latency SLAs, or batch. Its commit-to-spend model lets one commitment draw down across any model or hardware.
Example models: Kimi K3, DeepSeek V4.1 Flash, GLM-5.3, MiniMax M3
Full Parasail profileRelace
Relace started out training small, fast models that act as tools for coding agents, and by October 2026 its homepage led with open-model inference instead. It says it served 30 trillion tokens in the 30 days to late October and ranks among the top providers on OpenRouter. The hosted catalog covers DeepSeek V4 Pro, V4 Flash and V4.1 Flash, Kimi K3, GLM 5.3, GLM 5.3 Flash and GLM 5.2 over OpenAI and Anthropic compatible APIs, billed per token with no subscription. Prices run from $0.07 in and $0.14 out per million tokens on DeepSeek V4 Flash to $2.00 in and $14.00 out on Kimi K3, and Relace says it reprices often.
Example models: DeepSeek V4.1 Flash, Kimi K3, GLM 5.3, relace-apply-3
Full Relace profileShould you choose Parasail or Relace?
Parasail vs Relace at a glance
| Attribute | ||
|---|---|---|
| Model access | Any Hugging Face model | Open weights, plus specialist coding models |
| Flagship models | Kimi K3, DeepSeek V4.1 Flash, GLM-5.3, MiniMax M3 | DeepSeek V4.1 Flash, Kimi K3, GLM 5.3, relace-apply-3 |
| Speed | 600ms p99 real-time budget | ~10,000 tok/s apply |
| Price | Per-parameter rates; batch 50% off | $0.07 in, $0.50 out (DeepSeek V4.1 Flash) |
| Customization | Private Hugging Face repos | Unknown |
| Deployment | Serverless, elastic, dedicated, batch | Hosted API, OpenRouter or self-hosted |
| Long context | Varies by model | 128K on apply; varies by open model |
Frequently asked questions
What is the difference between Parasail and Relace?
Relace makes small models for coding-agent chores like apply and search. Parasail serves general open models. One is a tool, the other the platform under the main model.
When should I choose Parasail over Relace?
General model serving under ZDR terms; Fallback model for files past 128K; Batch review runs across many diffs.
When should I choose Relace over Parasail?
Instant apply for AI code edits; Parallel codebase search in seconds; Self-hosted coding tools.
Is Parasail or Relace cheaper?
Parasail: Per-parameter rates; batch 50% off. Relace: $0.07 in, $0.50 out (DeepSeek V4.1 Flash). The cheaper choice depends on the model and workload.
Which has more context, Parasail or Relace?
Parasail: Varies by model. Relace: 128K on apply; varies by open model.
Related comparisons
Running long-horizon agents?
If your agents run past 200K tokens, compare both against Subconscious. Our inference stack treats a long-horizon trace as the primary workload, so speed, cost, and accuracy hold up deep into the trace.