Best cost/speed trade-off
Inceptron
inceptron/int4$1.6467 / 1M tokens
6.78 s estimated response
MoonshotAI: Kimi K2.7 Code provider comparison
moonshotai/kimi-k2.7-code
MoonshotAI: Kimi K2.7 Code is a coding-focused model in Moonshot AI's Kimi K2 family, built to complete end-to-end programming tasks reliably over long contexts. It uses a native multimodal mixture-of-experts...
- Endpoints:
- 15
- Context:
- 262.1K
- Input:
- text, image
- Output:
- text
At a glance
Comparison winners
Based on 1,000 input and 500 output tokens using the latest published median speed data.
Visual comparison
Price and performance charts
Compare published endpoint pricing and estimated response time visually.
USD per 1 million tokens for input and output. Lower is better.
Ambient has the lowest estimated cost for 1,000 input and 500 output tokens at $0.002464.
Based on 1,000 input and 500 output tokens. Cost is shown in USD per 1 million tokens. Lower and further left is better; the single best cost/speed trade-off appears at full opacity.
15 providers have complete pricing and speed data. Inceptron is closest to the ideal combination of lowest cost and fastest response.
Server-rendered comparison
Provider endpoints
Prompt and completion prices are effective USD per token as published by OpenRouter. Missing speed data never removes an endpoint.
Rank providers by
| Provider / route | Current pricing ↗ | Speed measurements | Endpoint details |
|---|---|---|---|
| Provider / route | Current pricing
| Speed measurements
| Endpoint details
12 parametersfrequency_penalty, include_reasoning, logprobs, max_tokens, reasoning, response_format, structured_outputs, temperature, tool_choice, tools, top_logprobs, top_p |
| Provider / route | Current pricing
| Speed measurements
| Endpoint details
17 parametersfrequency_penalty, include_reasoning, logit_bias, logprobs, max_tokens, parallel_tool_calls, presence_penalty, reasoning, response_format, seed, stop, structured_outputs, temperature, tool_choice, tools, top_logprobs, top_p |
Provider / route DeepInfra deepinfra/fp4 | Current pricing
| Speed measurements
| Endpoint details
16 parametersfrequency_penalty, include_reasoning, logit_bias, max_tokens, min_p, presence_penalty, reasoning, repetition_penalty, response_format, seed, stop, temperature, tool_choice, tools, top_k, top_p |
| Provider / route Venice venice/int4 | Current pricing
| Speed measurements
| Endpoint details
13 parametersfrequency_penalty, include_reasoning, max_tokens, presence_penalty, reasoning, response_format, stop, structured_outputs, temperature, tool_choice, tools, top_k, top_p |
| Provider / route Parasail parasail/int4 | Current pricing
| Speed measurements
| Endpoint details
18 parametersfrequency_penalty, include_reasoning, logit_bias, logprobs, max_tokens, presence_penalty, reasoning, repetition_penalty, response_format, seed, stop, structured_outputs, temperature, tool_choice, tools, top_k, top_logprobs, top_p |
| Provider / route | Current pricing
| Speed measurements
| Endpoint details
14 parametersfrequency_penalty, include_reasoning, max_tokens, presence_penalty, reasoning, repetition_penalty, response_format, stop, structured_outputs, temperature, tool_choice, tools, top_k, top_p |
Provider / route SiliconFlow siliconflow/fp8 | Current pricing
| Speed measurements
| Endpoint details
9 parametersfrequency_penalty, include_reasoning, max_tokens, reasoning, temperature, tool_choice, tools, top_k, top_p |
| Provider / route NovitaAI novita/int4 | Current pricing
| Speed measurements
| Endpoint details
17 parametersfrequency_penalty, include_reasoning, logprobs, max_tokens, presence_penalty, reasoning, repetition_penalty, response_format, seed, stop, structured_outputs, temperature, tool_choice, tools, top_k, top_logprobs, top_p |
| Provider / route Weights & Biases wandb/int4 | Current pricing
| Speed measurements
| Endpoint details
17 parametersfrequency_penalty, include_reasoning, logprobs, max_tokens, presence_penalty, reasoning, repetition_penalty, response_format, seed, stop, structured_outputs, temperature, tool_choice, tools, top_k, top_logprobs, top_p |
| Provider / route Moonshot AI moonshotai/int4 | Current pricing
| Speed measurements
| Endpoint details
10 parametersfrequency_penalty, include_reasoning, max_tokens, presence_penalty, reasoning, response_format, stop, structured_outputs, tool_choice, tools |
| Provider / route Cloudflare cloudflare | Current pricing
| Speed measurements
| Endpoint details
19 parametersfrequency_penalty, include_reasoning, logit_bias, logprobs, max_tokens, min_p, presence_penalty, reasoning, repetition_penalty, response_format, seed, stop, structured_outputs, temperature, tool_choice, tools, top_k, top_logprobs, top_p |
| Provider / route AtlasCloud atlas-cloud/int4 | Current pricing
| Speed measurements
| Endpoint details
17 parametersfrequency_penalty, include_reasoning, logit_bias, max_tokens, min_p, presence_penalty, reasoning, repetition_penalty, response_format, seed, stop, structured_outputs, temperature, tool_choice, tools, top_k, top_p |
| Provider / route Together together | Current pricing
| Speed measurements
| Endpoint details
16 parametersfrequency_penalty, include_reasoning, logit_bias, max_tokens, min_p, presence_penalty, reasoning, repetition_penalty, response_format, stop, structured_outputs, temperature, tool_choice, tools, top_k, top_p |
Provider / route Fireworks fireworks | Current pricing
| Speed measurements
| Endpoint details
17 parametersfrequency_penalty, include_reasoning, logit_bias, logprobs, max_tokens, presence_penalty, reasoning, repetition_penalty, response_format, stop, structured_outputs, temperature, tool_choice, tools, top_k, top_logprobs, top_p |
| Provider / route Moonshot AI moonshotai/highspeed | Current pricing
| Speed measurements
| Endpoint details
10 parametersfrequency_penalty, include_reasoning, max_tokens, presence_penalty, reasoning, response_format, stop, structured_outputs, tool_choice, tools |
Endpoint data fetched .
Kimi K2.7 Code deployment guide
How to choose a Kimi K2.7 Code inference provider
Kimi K2.7 Code is indexed here as a text model by MoonshotAI, with 15 provider endpoints from Ambient, Inceptron, DeepInfra, Venice, Parasail, and others. The comparison preserves each exact OpenRouter routing tag so pricing and performance observations can be connected to the route an application would actually request.
Match the endpoint to the workload
The model publishes a 262.1K-token context window. It accepts text, image input and returns text output. 20 distinct supported parameters appear across the listed routes. Confirm limits on the specific endpoint rather than assuming every host exposes the same configuration.
Compare the real request economics
Ambient currently has the lowest estimated cost for the standard 1,000-input/500-output-token sample at $0.002464. Input-heavy and output-heavy applications can produce a different result, so review both per-million-token prices in the endpoint table.
Balance response start and generation speed
ModelRun currently has the shortest estimated 500-token response at 3.04 seconds. Inceptron is the single endpoint closest to the current ideal cost/speed combination. Recent observations can change, so validate finalists with your own prompts.