Estimate your monthly costs with BatchIn and compare against verified platform competitors.
API endpoint
https://api.batchin.tech/v1
Funding rails
Shown from the live account catalog
Capacity path
Shared core / reserved inference / dedicated node delivery
Production posture
Stable production-scale text and multimodal traffic
Never suffer from black-box quantization loss or unpredictable timeouts. BatchIn Sovereign Lanes guarantee dedicated SLAs for deep reasoning, realtime audio loops, wholesale batching, and resilient failover.
X-BatchIn-Lane: quality_first
Direct official priority queue, zero quantization loss, uncompromised deep reasoning IQ.
X-BatchIn-Lane: speed_optimized
Ultra-fast first-token response (<140ms) with 160+ tok/s high-throughput persistent multiplexing.
X-BatchIn-Lane: cost_optimized
Up to 50% wholesale cost reduction for asynchronous, non-blocking offline workloads.
X-BatchIn-Lane: hybrid_fallback
Automated multi-node health circuit breaking with zero-downtime hedged failover.
Intent
coding_heavy
Complexity
70 / 100
Selected Model
qwen3.8-max
Cost Savings
-0%
curl "https://batchin.tech/v1/chat/completions" \
-H "Authorization: Bearer $BATCHIN_API_KEY" \
-H "X-BatchIn-Lane: quality_first" \
-H "Content-Type: application/json" \
-d '{
"model": "qwen3.8-max",
"messages": [
{"role": "user", "content": "..."}
],
"stream": true
}'Directly connect your production agent swarms, automated coding pipelines, and multimodal media applications to factory-direct wholesale rates. Includes guaranteed throughput, Hedged Dual-Dispatch (0.00% 504 timeouts), Zero-Token AST JSON healing, and VaaS Ed25519 cryptographic execution receipts.
The rates below are unlocked starting with an initial $1,000 USD one-time commitment deposit. Funds are drawn as you consume with zero expiration. To activate, click Request Quote or email team@batchin.tech for account setup and custom treasury contracts.
| Model Identifier | Category | Volume Discount | Standard Base Price | Wholesale Rate ($1K+ Commit) | Billing Unit | Capability & Status | Action |
|---|---|---|---|---|---|---|---|
glm-5.3 | Text / Reasoning | 28% OFF | $0.750 / $2.400 | $0.540 / $1.728 | 1M tokens | Production Ready · High-Throughput Reasoning | Quote |
glm-5.3-prime45% OFF Fast Lane | Text / Reasoning | 45% OFF | $1.500 / $4.500 | $0.825 / $2.475 | 1M tokens | Prime Dedicated Fast Lane · 45% Volume Discount | Quote |
glm-5.2-prime45% OFF | Text / Reasoning | 45% OFF | $1.200 / $3.600 | $0.660 / $1.980 | 1M tokens | Cost-Optimized Prime Dedicated Route | Quote |
glm-5.4Coming Soon | Text / Frontier | 9% OFF | $2.200 / $6.600 | $2.002 / $6.006 | 1M tokens | Coming Soon · Next-Gen Flagship Enterprise Priority | Quote |
minimax-2.5 | Text / General | 25% OFF | $0.160 / $0.640 | $0.120 / $0.480 | 1M tokens | High-Efficiency Autonomous Agent Backbone | Quote |
minimax-2.1 | Text / General | 25% OFF | $0.120 / $0.480 | $0.090 / $0.360 | 1M tokens | High-Throughput Swarm Routing & Fallback | Quote |
kimi k340% OFF | Text / Long-Context | 40% OFF | $1.800 / $8.000 | $1.080 / $4.800 | 1M tokens | 200K Context · Long-Horizon Research Agent | Quote |
kimi-k3.1-pro | Text / Agentic | 17% OFF | $2.400 / $11.000 | $1.992 / $9.130 | 1M tokens | Flagship Autonomous Coding & Math Engine | Quote |
kimi-k3.1-pro highspeed | Text / Agentic | 7% OFF | $2.800 / $12.500 | $2.604 / $11.625 | 1M tokens | Ultra-Low TTFT Highspeed Dedicated VIP Lane | Quote |
deepseek-v4-pro-081360% OFF Special | Text / Reasoning | 60% OFF | $0.280 / $0.560 | $0.112 / $0.224 | 1M tokens | SWE-bench Pro Benchmark Leader · 60% Volume Discount | Quote |
deepseek-v4-flash-073147% OFF | Text / Fast | 47% OFF | $0.090 / $0.360 | $0.048 / $0.191 | 1M tokens | Ultra-Low Latency Reflex Engine for Code & Chat | Quote |
deepseek-v4.1-flash55% OFF | Text / Fast | 55% OFF | $0.100 / $0.400 | $0.045 / $0.180 | 1M tokens | Next-Gen Reflex Engine · Sub-150ms TTFT | Quote |
deepseek-v4.1-flash-101755% OFF | Text / Fast | 55% OFF | $0.100 / $0.400 | $0.045 / $0.180 | 1M tokens | Fine-Tuned Instruction Routing Engine | Quote |
wan2.7-i2v45% OFF Video | Multimodal / Video | 45% OFF | $0.045 / sec | $0.025 / sec | video second | Image-to-Video Generation · Realistic Physics | Quote |
wan2.7-r2v45% OFF Video | Multimodal / Video | 45% OFF | $0.048 / sec | $0.026 / sec | video second | Reference-to-Video Style Transfer | Quote |
wan2.7-t2v45% OFF Video | Multimodal / Video | 45% OFF | $0.045 / sec | $0.025 / sec | video second | Text-to-Video High Definition Generation | Quote |
wan2.7-videoedit45% OFF Video | Multimodal / Video | 45% OFF | $0.055 / sec | $0.030 / sec | video second | Generative Video Inpainting & Visual FX | Quote |
wan3.0-video45% OFF Flagship | Multimodal / Video | 45% OFF | $0.070 / sec | $0.038 / sec | video second | Wan 3.0 Next-Gen 1080p Engine · 60fps Native | Quote |
wan3.0-video-prime35% OFF Studio | Multimodal / Video | 35% OFF | $0.090 / sec | $0.058 / sec | video second | Studio Cinematic 4K Master Generation | Quote |
qwen3.8-max | Text / Reasoning | 12% OFF | $1.400 / $4.200 | $1.232 / $3.696 | 1M tokens | 1M Extended Context Flagship Model | Quote |
qwen3.8-flash | Text / Fast | 12% OFF | $0.080 / $0.320 | $0.070 / $0.282 | 1M tokens | High-Throughput Lightweight Pre-Filter Routing | Quote |
qwen3.8-max-0902 | Text / Reasoning | 12% OFF | $1.400 / $4.200 | $1.232 / $3.696 | 1M tokens | Pinned Production Checkpoint Engine | Quote |
qwen3.8-omni-flash | Multimodal / Omni | 12% OFF | $0.200 / $0.800 | $0.176 / $0.704 | 1M tokens | Low-Latency Vision-Language Multimodal Agent | Quote |
qwen-audio-3.1-realtime-plus45% OFF Voice | Audio / Realtime | 45% OFF | $0.0020 / sec | $0.0011 / sec | audio second | Full-Duplex Bidirectional Real-Time Voice Agent | Quote |
qwen-audio-3.0-asr-flash-streaming45% OFF Voice | Audio / ASR | 45% OFF | $0.0012 / sec | $0.0006 / sec | audio second | Ultra-Low Latency Streaming Speech-to-Text | Quote |
qwen-audio-3.0-asr-flash-filetrans45% OFF Voice | Audio / ASR | 45% OFF | $0.0008 / sec | $0.0004 / sec | audio second | Batch Audio & Meeting File Transcription | Quote |
qwen-audio-3.0-asr-flash45% OFF Voice | Audio / ASR | 45% OFF | $0.0010 / sec | $0.0005 / sec | audio second | Standard Multilingual Speech Recognition | Quote |
qwen-audio-3.0-realtime-plus45% OFF Voice | Audio / Realtime | 45% OFF | $0.0018 / sec | $0.0010 / sec | audio second | Real-Time Interactive Audio Gateway | Quote |
qwen-audio-3.0-tts-plus45% OFF Voice | Audio / TTS | 45% OFF | $0.0025 / 1K chars | $0.0014 / 1K chars | 1K characters | Expressive Human-like Voice Synthesis | Quote |
qwen-audio-3.0-tts-flash45% OFF Voice | Audio / TTS | 45% OFF | $0.0015 / 1K chars | $0.0008 / 1K chars | 1K characters | Zero-Lag Conversational Text-to-Speech | Quote |
doubao-seedance | Multimodal / Video | 20% OFF | $0.060 / sec | $0.048 / sec | video second | High-Dynamic Cinematic Video Generation | Quote |
doubao-seedance-2-5-260628 | Multimodal / Video | 20% OFF | $0.075 / sec | $0.060 / sec | video second | Seedance 2.5 Enhanced Cinematic Version | Quote |
doubao-seedance-2-0-260128 | Multimodal / Video | 20% OFF | $0.065 / sec | $0.052 / sec | video second | Production Stable Seedance 2.0 Engine | Quote |
doubao-seedance-2-0-mini-260128 | Multimodal / Video | 20% OFF | $0.035 / sec | $0.028 / sec | video second | Ultra-Fast Preview Generation Engine | Quote |
doubao-seedance-2-0-fast-260128 | Multimodal / Video | 20% OFF | $0.040 / sec | $0.032 / sec | video second | Low-Latency Interactive Video Generation | Quote |
Effective Unit Rate
In $0.471 / Out $0.943 per 1M
Estimated Monthly Spend
Funding and protocol status follows the live workspace catalog; this page does not claim funding or settlement availability without it.
32 listed models; availability is shown per row
| Model | Unit | PAYG (On-Demand) | $300 / mo | $1,000 / mo | $5,000 / mo | Enterprise | Availability |
|---|---|---|---|---|---|---|---|
deepseek-v4-pro DeepSeek V4 Pro | 1M tokens | In $0.196 / Out $0.392 | In $0.174 / Out $0.348 | In $0.158 / Out $0.316 | In $0.142 / Out $0.283 | Contact sales | Self-serve |
deepseek-v4-flash DeepSeek V4 Flash | 1M tokens | In $0.063 / Out $0.252 | Contact sales | Contact sales | Contact sales | Contact sales | Self-serve |
qwen3.8-max Qwen 3.8 Max | 1M tokens | In $1.27 / Out $3.81 | In $1.17 / Out $3.50 | In $1.06 / Out $3.20 | In $0.963 / Out $2.89 | In $0.912 / Out $2.74 | Self-serve |
glm-5.3 GLM-5.3 | 1M tokens | In $0.558 / Out $1.75 | In $0.513 / Out $1.61 | In $0.469 / Out $1.47 | In $0.424 / Out $1.33 | In $0.402 / Out $1.26 | Self-serve |
glm-5.3-flash GLM-5.3 Flash | 1M tokens | In $0.056 / Out $0.196 | In $0.052 / Out $0.18 | In $0.047 / Out $0.165 | In $0.043 / Out $0.149 | In $0.04 / Out $0.141 | Self-serve |
kimi-k3 Kimi K3 | 1M tokens | In $1.47 / Out $7.35 | In $1.35 / Out $6.76 | In $1.23 / Out $6.17 | In $1.12 / Out $5.59 | In $1.06 / Out $5.29 | Self-serve |
minimax-m3 MiniMax M3 | 1M tokens | In $0.19 / Out $0.76 | In $0.175 / Out $0.699 | In $0.16 / Out $0.638 | In $0.144 / Out $0.578 | In $0.137 / Out $0.547 | Self-serve |
MiniMax-M2.5 MiniMax M2.5 | 1M tokens | In $0.123 / Out $0.49 | In $0.109 / Out $0.436 | In $0.099 / Out $0.395 | In $0.088 / Out $0.354 | Contact sales | Self-serve |
MiniMax-M2.7 MiniMax M2.7 | 1M tokens | In $0.196 / Out $0.784 | In $0.186 / Out $0.744 | In $0.176 / Out $0.704 | In $0.166 / Out $0.663 | Contact sales | Self-serve |
claude-fable-5.1 Claude Fable 5.1 | 1M tokens | In $4.90 / Out $24.50 | In $4.51 / Out $22.54 | In $4.12 / Out $20.58 | In $3.72 / Out $18.62 | In $3.53 / Out $17.64 | Self-serve |
claude-opus-5.5 Claude Opus 5.5 | 1M tokens | In $1.96 / Out $9.80 | In $1.80 / Out $9.02 | In $1.65 / Out $8.23 | In $1.49 / Out $7.45 | In $1.41 / Out $7.06 | Self-serve |
claude-sonnet-5.5 Claude Sonnet 5.5 | 1M tokens | In $0.98 / Out $4.90 | In $0.902 / Out $4.51 | In $0.823 / Out $4.12 | In $0.745 / Out $3.72 | In $0.706 / Out $3.53 | Self-serve |
deepseek-v3.2 DeepSeek V3.2 | 1M tokens | In $0.098 / Out $0.196 | In $0.087 / Out $0.174 | In $0.079 / Out $0.158 | In $0.071 / Out $0.142 | Contact sales | Self-serve |
gemini-3.8-flash Gemini 3.8 Flash | 1M tokens | In $0.48 / Out $2.40 | In $0.442 / Out $2.21 | In $0.403 / Out $2.02 | In $0.365 / Out $1.82 | In $0.346 / Out $1.73 | Self-serve |
glm-5.1 GLM-5.1 | 1M tokens | In $0.49 / Out $1.96 | In $0.465 / Out $1.86 | In $0.44 / Out $1.76 | In $0.415 / Out $1.66 | Contact sales | Self-serve |
gpt-5.4 GPT-5.4 | 1M tokens | In $1.23 / Out $7.35 | In $1.13 / Out $6.76 | In $1.03 / Out $6.17 | In $0.931 / Out $5.59 | In $0.882 / Out $5.29 | Self-serve |
gpt-5.4-mini GPT-5.4 Mini | 1M tokens | In $0.48 / Out $2.88 | In $0.442 / Out $2.65 | In $0.403 / Out $2.42 | In $0.365 / Out $2.19 | In $0.346 / Out $2.07 | Self-serve |
gpt-5.5 GPT-5.5 | 1M tokens | In $2.45 / Out $14.70 | In $2.25 / Out $13.52 | In $2.06 / Out $12.35 | In $1.86 / Out $11.17 | In $1.76 / Out $10.58 | Self-serve |
gpt-5.6-sol GPT-5.6 Sol | 1M tokens | In $1.40 / Out $7.00 | In $1.29 / Out $6.44 | In $1.18 / Out $5.88 | In $1.06 / Out $5.32 | In $1.01 / Out $5.04 | Self-serve |
gpt-6-astra GPT-6 Astra | 1M tokens | In $4.90 / Out $24.50 | In $4.51 / Out $22.54 | In $4.12 / Out $20.58 | In $3.72 / Out $18.62 | In $3.53 / Out $17.64 | Self-serve |
gpt-6-luna GPT-6 Luna | 1M tokens | In $0.049 / Out $0.231 | In $0.045 / Out $0.213 | In $0.041 / Out $0.194 | In $0.037 / Out $0.176 | In $0.035 / Out $0.166 | Self-serve |
gpt-6.1-sol GPT-6.1 Sol | 1M tokens | In $0.98 / Out $4.90 | In $0.902 / Out $4.51 | In $0.823 / Out $4.12 | In $0.745 / Out $3.72 | In $0.706 / Out $3.53 | Self-serve |
kimi-k2.5 Kimi K2.5 | 1M tokens | In $0.172 / Out $0.882 | In $0.152 / Out $0.784 | In $0.138 / Out $0.711 | In $0.124 / Out $0.637 | Contact sales | Self-serve |
kimi-k2.6 Kimi K2.6 | 1M tokens | In $0.245 / Out $0.98 | In $0.218 / Out $0.871 | In $0.197 / Out $0.789 | In $0.177 / Out $0.708 | Contact sales | Self-serve |
kimi-k3.1-pro kimi-k3.1-pro | 1M tokens | In $0.98 / Out $4.90 | In $0.902 / Out $4.51 | In $0.823 / Out $4.12 | In $0.745 / Out $3.72 | In $0.706 / Out $3.53 | Request access |
qwen3.5-plus Qwen3.5 Plus | 1M tokens | In $0.059 / Out $0.353 | In $0.052 / Out $0.314 | In $0.047 / Out $0.284 | In $0.042 / Out $0.255 | Contact sales | Self-serve |
qwen3.6-max-preview Qwen3.6 Max Preview | 1M tokens | In $0.652 / Out $3.91 | In $0.618 / Out $3.71 | In $0.585 / Out $3.51 | In $0.551 / Out $3.31 | Contact sales | Self-serve |
qwen3.7-max Qwen3.7 Max | 1M tokens | In $0.435 / Out $1.30 | In $0.421 / Out $1.26 | In $0.406 / Out $1.22 | In $0.392 / Out $1.17 | Contact sales | Self-serve |
Automated failure refunds with cryptographic proof
| Model / Spec | Unit | PAYG (On-Demand) | $300 / mo | $1,000 / mo | $5,000 / mo | Enterprise | Availability |
|---|---|---|---|---|---|---|---|
| Seedance video | |||||||
doubao-seedance-2-0-260128 480p, no video input $0.068 / second · 480p, with video input $0.166 / second · 720p, no video input $0.147 / second | video second | $0.068-$0.367 / second | $0.068-$0.367 / second | $0.065-$0.349 / second | $0.065-$0.349 / second | from $0.062-$0.33 / second | Self-serve |
| Other multimodal | |||||||
minimax-h3 MiniMax H3 Video | video second | $0.096 / second | $0.096 / second | $0.096 / second | $0.096 / second | $0.096 / second | Self-serve |
| Kling v3 video | |||||||
kling-v3 Standard, no audio $0.084 / second · Standard, with audio $0.126 / second · Professional, no audio $0.112 / second | video second | $0.084-$0.422 / second | $0.082-$0.408 / second | $0.08-$0.399 / second | $0.078-$0.391 / second | from $0.075-$0.377 / second | Self-serve |
| Kling v3 Omni video | |||||||
kling-v3-omni Standard, no reference, no audio $0.084 / second · Standard, no reference, with audio $0.112 / second · Standard, reference, no audio $0.126 / second | video second | $0.084-$0.422 / second | $0.082-$0.408 / second | $0.08-$0.399 / second | $0.078-$0.391 / second | from $0.075-$0.377 / second | Self-serve |
Compatible with documented OpenAI API routes. Drop into Next.js, LangChain, Cursor IDE, and LlamaIndex where the endpoint contract matches your workload.
import { createOpenAI } from '@ai-sdk/openai';
import { streamText } from 'ai';
// Drop-in replace baseURL & apiKey
const batchin = createOpenAI({
baseURL: 'https://api.batchin.tech/v1',
apiKey: process.env.BATCHIN_API_KEY,
});
export async function POST(req: Request) {
const { messages } = await req.json();
const result = streamText({
model: batchin('deepseek-v4-pro'),
messages,
});
return result.toDataStreamResponse();
}Model API
OpenAI-compatible text, coding, and reasoning gateway
Video & Multimodal API
High-concurrency video generation with failure refunds
VaaS
Verifiable cryptographic usage receipts and reconciliation
Dedicated Capacity
Reserved throughput pools and dedicated compute clusters