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Same-model provider benchmark

Morph vs Parasail: LLM provider comparison

Compare Morph and Parasail on 3 exact shared text models. ProviderBench keeps speed, price, and catalog coverage separate so naturally faster model catalogs cannot distort the result.

Morph

7 indexed models

Headquarters
United States
Server regions
United States
Model types
7 text

Parasail

35 indexed models

Headquarters
United States
Server regions
N/a
Model types
34 text, 1 embeddings

At a glance

Metric winners

There is no overall score. Each winner answers one specific question using only directly comparable data.

Fastest on shared models

1.53× typical advantage

3 exact models with complete recent speed data

Lowest token cost

$1.0622 / 1M

3 exact models using a 1K-input/500-output mix

Most models available

35 models

Complete catalog coverage across all indexed modalities

Shared-model benchmark summary

MetricMorphParasail
Typical 500-token response18.68 s10.69 s
Typical response start1.59 s0.69 s
Typical output speed28.0 tok/s50.0 tok/s
Blended token price$1.1618 / 1M$1.0622 / 1M
Typical route uptime97.06%98.69%

Visual comparison

Price and performance charts

MorphParasail
500-token response by shared model

Estimated seconds using recent median response-start and output-speed data. Lower is better.

Parasail has the lower typical same-model response ratio across 3 measured models.

Blended token price by shared model

USD per 1 million tokens using a 1,000-input/500-output mix. Lower is better.

Parasail has the lower typical price ratio across 3 priced shared models.

Shared text models

3 exact models · newest first

ModelMorphParasail
GLM 5.2Winner · Parasail

z-ai/glm-5.2

Morph
Blended price
$2.1 / 1M
500-token response
29.37 s
Response starts
1.59 s
Output speed
18.0 tok/s
Route uptime
97.06%
Context
1M
Route
morph
Parasail
Blended price
$2.4 / 1M
500-token response
8.10 s
Response starts
0.96 s
Output speed
70.0 tok/s
Route uptime
98.80%
Context
262.1K
Route
parasail/fp4
MiniMax M3Winner · Parasail

minimax/minimax-m3

Morph
Blended price
$1.2 / 1M
500-token response
16.36 s
Response starts
1.66 s
Output speed
34.0 tok/s
Route uptime
95.20%
Context
256K
Route
morph
Parasail
Blended price
$0.6 / 1M
500-token response
10.69 s
Response starts
0.69 s
Output speed
50.0 tok/s
Route uptime
97.91%
Context
1M
Route
parasail/fp8
DeepSeek V4 FlashWinner · Parasail

deepseek/deepseek-v4-flash

Morph
Blended price
$0.1853 / 1M
500-token response
18.68 s
Response starts
0.82 s
Output speed
28.0 tok/s
Route uptime
97.93%
Context
1M
Route
morph
Parasail
Blended price
$0.1867 / 1M
500-token response
13.46 s
Response starts
0.64 s
Output speed
39.0 tok/s
Route uptime
98.69%
Context
1M
Route
parasail/fp8

A per-model winner combines blended price and estimated 500-token response time with equal proportional weight. Ties and rows missing either measurement receive no badge. Comparison data calculated . Values use one deterministic route per provider and model; missing measurements remain visible as N/a.

Morph vs Parasail analysis

How Morph and Parasail compare for AI inference

Morph and Parasail share 3 indexed text models, including GLM 5.2, MiniMax M3, DeepSeek V4 Flash. Parasail has the stronger typical response-time result on the directly measured set.

Same-model speed evidence

3 shared models currently have complete response-start and output-speed measurements on both providers. The speed comparison uses per-model ratios before taking the median, so naturally faster model catalogs do not improve the result.

Token pricing on one workload

3 shared models have complete input and output prices on both providers. Prices use the same 1,000-input/500-output-token mix and are normalized to one million tokens for readability.

Catalog and deployment differences

Morph has 7 indexed models and lists 1 published server region; Parasail has 35 models and lists no regions. Verify data residency, privacy terms, limits, and production latency directly before choosing.

Related same-model benchmarks

Compare with other providers

Explore qualified alternatives with the most shared measured models. Recommendations include comparisons for both Morph and Parasail.