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Same-model provider benchmark

Inceptron vs NovitaAI: LLM provider comparison

Compare Inceptron and NovitaAI on 4 exact shared text models. ProviderBench keeps speed, price, and catalog coverage separate so naturally faster model catalogs cannot distort the result.

Inceptron

4 indexed models

Headquarters
Sweden
Server regions
Finland
Model types
4 text

NovitaAI

66 indexed models

Headquarters
United States
Server regions
N/a
Model types
66 text

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

NovitaAI

1.04× typical advantage

4 exact models with complete recent speed data

Lowest token cost

Inceptron

$1.3042 / 1M

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

Most models available

NovitaAI

66 models

Complete catalog coverage across all indexed modalities

Shared-model benchmark summary

MetricInceptronNovitaAI
Typical 500-token response23.01 s26.15 s
Typical response start1.64 s2.97 s
Typical output speed30.5 tok/s22.0 tok/s
Blended token price$1.3042 / 1M$1.4521 / 1M
Typical route uptime97.02%99.45%

Visual comparison

Price and performance charts

InceptronNovitaAI
500-token response by shared model

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

NovitaAI has the lower typical same-model response ratio across 4 measured models.

Blended token price by shared model

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

Inceptron has the lower typical price ratio across 4 priced shared models.

Shared text models

4 exact models · newest first

ModelInceptronNovitaAI
GLM 5.2Winner · NovitaAI

z-ai/glm-5.2

Inceptron
Blended price
$1.5933 / 1M
500-token response
64.66 s
Response starts
2.16 s
Output speed
8.0 tok/s
Route uptime
94.28%
Context
1M
Route
inceptron/fp4
NovitaAI
Blended price
$1.6536 / 1M
500-token response
23.05 s
Response starts
3.05 s
Output speed
25.0 tok/s
Route uptime
99.45%
Context
1M
Route
novita/fp8
Kimi K2.7 CodeWinner · Inceptron

moonshotai/kimi-k2.7-code

Inceptron
Blended price
$1.6467 / 1M
500-token response
11.33 s
Response starts
1.13 s
Output speed
49.0 tok/s
Route uptime
99.49%
Context
262.1K
Route
inceptron/int4
NovitaAI
Blended price
$1.888 / 1M
500-token response
29.25 s
Response starts
2.94 s
Output speed
19.0 tok/s
Route uptime
100.00%
Context
262.1K
Route
novita/int4
Kimi K2.6Winner · NovitaAI

moonshotai/kimi-k2.6

Inceptron
Blended price
$1.5767 / 1M
500-token response
34.33 s
Response starts
3.08 s
Output speed
16.0 tok/s
Route uptime
97.02%
Context
262.1K
Route
inceptron/int4
NovitaAI
Blended price
$1.6667 / 1M
500-token response
20.24 s
Response starts
3.00 s
Output speed
29.0 tok/s
Route uptime
98.89%
Context
262.1K
Route
novita
MiniMax M2.5Winner · Inceptron

minimax/minimax-m2.5

Inceptron
Blended price
$0.4 / 1M
500-token response
11.68 s
Response starts
0.57 s
Output speed
45.0 tok/s
Route uptime
99.97%
Context
196.6K
Route
inceptron/fp8
NovitaAI
Blended price
$0.6 / 1M
500-token response
56.73 s
Response starts
1.17 s
Output speed
9.0 tok/s
Route uptime
N/a
Context
204.8K
Route
novita/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.

Inceptron vs NovitaAI analysis

How Inceptron and NovitaAI compare for AI inference

Inceptron and NovitaAI share 4 indexed text models, including GLM 5.2, Kimi K2.7 Code, Kimi K2.6, MiniMax M2.5. NovitaAI has the stronger typical response-time result on the directly measured set.

Same-model speed evidence

4 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

4 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

Inceptron has 4 indexed models and lists 1 published server region; NovitaAI has 66 models and lists no regions. Verify data residency, privacy terms, limits, and production latency directly before choosing.

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