NEW RELEASE·Weights Attestation · Self-Healing JSON · Hedged SLA·Explore ->
BatchIn

The High-Performance Gateway for Next-Gen Open & MoE Models

Slash AI inference costs by 80%. 100% OpenAI-compatible with cryptographic proof

BatchIn Intelligence Gateway
Cryptographically Verified
Global Edge Gateway · 128 tok/s
LIVE
Routing Engine
RouteLLM Pareto Dispatch
Prefix Cache TTFT
< 38ms Latency (-90%)
Corporate FinOps
Enterprise Tax Invoices
VaaS Attestation
Ed25519 / Receipt Hash
Product reel

One workspace from model access to usage settlement.

See how BatchIn brings Model API, Multimodal API, Billing, VaaS, and Dedicated Capacity into one workspace.

Production AI Infrastructure · Newly Shipped

Core Infrastructure Engines

Cryptographic weights attestation, sub-1ms self-healing JSON, and hedged SLA dispatch for production AI.

Tamper-Proof

Verifiable Inference & Response Attestation

Ed25519 / SHA-256

Cryptographic Ed25519 signatures and SHA-256 receipt hashes verify inference integrity and prevent middlebox tampering.

< 0.8ms Repair

Universal JSON Schema Auto-Healer

98.4% Parse Recovery

Deterministic AST parser that repairs markdown fences, single quotes, unclosed braces, and missing fields in <1ms without re-prompting.

-89% P99 Latency

Hedged Dual-Dispatch & SLA

100% SLA Refund

Speculatively launches a secondary cluster when primary TTFT lags, aborting the slower replica in <5ms to eliminate tail stragglers.

< 38ms TTFT

Prefix KV-Cache Acceleration

Up to 90% Cost Cut

Multi-turn prompt caching slashes TTFT to 38ms with up to 90% token discounts and transparent cache-hit headers.

Tax Compliance

Global Enterprise Invoicing

8 Auto-Debit Rails

Compliant corporate invoices with automated balance top-ups, threshold billing, and multi-currency settlement.

MCP Native

Agent Cascade Routing Mesh

15+ Global Clusters

Native MCP protocol support with instant multi-region fallback across 15+ clusters to prevent 429/503 agent crashes.

1080p DiT

Cinema Multimodal Video API

Instant Failure Refund

Doubao Seedance 2.0 and Kling v3 video generation with physics-based motion and automatic refunds on failure.

Zero Data Retention

Dedicated Throughput Pools & ZDR

99.95% Financial SLA

Dedicated throughput lanes with zero-retention ephemeral processing, private endpoint access, and 99.95% financially-backed SLA.

Get Started in 3 Steps

OpenAI-compatible API with signed records, access controls, and production-ready model delivery.

1

Sign Up & Get API Key

Create an account, copy your API key, and apply an invite code for approved access or cohort programs if you have one

batchin-sk-xxxx...
2

Change base_url

Using OpenAI SDK? Just change one line of code

client = OpenAI(
  base_url="https://api.batchin.tech/v1",
  api_key="YOUR_KEY"
)
3

Route production inference

Route production inference across managed, dedicated, and policy-controlled delivery paths without changing SDKs.

deepseek-v4-proqwen3.8-maxglm-5.3kimi-k3minimax-m3seedance2.5-huoshankling-v3wan3.0-video
Developer Trust

Switch to BatchIn in one line

OpenAI-compatible by default. Validate in Playground first, then move repeatable traffic into Model API

batchin sdk quickstart

Featured modelsA short list for the homepage. Open Models for the full catalog.

Choose production-ready models with pricing, latency, and availability visible in one catalog.

Published pricingSee model page for verified pricing

text

deepseek-v4-pro

Deep Reasoning

DeepSeek V4 Pro

Total Context
256K
Max Output
64K
Std Input Price
$0.56 /M Token
Std Output Price
$1.11 /M Token

text

deepseek-v4.1-flash

Deep Reasoning

DeepSeek V4.1 Flash

Total Context
256K
Max Output
64K
Std Input Price
$0.32 /M Token
Std Output Price
$1.29 /M Token

text

qwen3.8-max

text

Qwen 3.8 Max

Total Context
1M
Max Output
32K
Std Input Price
$1.94 /M Token
Std Output Price
$5.81 /M Token

text

glm-5.3

text

GLM-5.3

Total Context
256K
Max Output
32K
Std Input Price
$0.74 /M Token
Std Output Price
$2.60 /M Token

text

kimi-k2.7-code

text

Kimi K2.7 Code

Total Context
256K
Max Output
32K
Std Input Price
$0.60 /M Token
Std Output Price
$2.50 /M Token

text

kimi-k3

2M Context Flagship

Kimi K3

Total Context
2M
Max Output
64K
Std Input Price
$1.86 /M Token
Std Output Price
$9.29 /M Token

video

kling-v3

video

Kling v3

Total Context
Prompt & Keyframe
Max Output
1080p Video
Std Input Price
$0.06 /M Token
Std Output Price
Contact us

video

seedance2.5-huoshan

video

Seedance 2.5 Huoshan

Total Context
Prompt & Keyframe
Max Output
1080p Video
Std Input Price
$0.05 /M Token
Std Output Price
Contact us

video

wan3.0-video

video

Wan 3.0 Video

Total Context
Prompt & Keyframe
Max Output
1080p Video
Std Input Price
$0.04 /M Token
Std Output Price
Contact us

text

minimax-m3

text

MiniMax M3

Total Context
512K
Max Output
32K
Std Input Price
$0.40 /M Token
Std Output Price
$1.60 /M Token

Pricing Calculator

Estimate cost by model and monthly usage.

The homepage shows BatchIn published pricing

Open each model detail page for the current public price, cached-input rate, and any published batch pricing.

BatchIn

$83.55

Shown in USD

Model pricing note

See the model detail page for verified pricing notes

Pricing lane

Shows the current public pricing lane for this model

Monthly BatchIn estimate

BatchIn$83.55

The homepage calculator shows BatchIn published pricing only.

Enterprise Dedicated Capacity & Private Endpoints

Guaranteed enterprise throughput and dedicated concurrency with zero noisy neighbors and 99.99% cluster SLA.

  • Dedicated concurrency lanes with zero noisy neighbors and sub-100ms TTFT consistency
  • Enterprise Zero Data Retention (ZDR) with end-to-end TLS encryption and immediate session clean-up
  • Seamless VPC Peering and AWS PrivateLink for regulated enterprise and financial institutions

Contact Us

Scale production AI inference with 80% lower cost and verifiable billing.

Reach out for enterprise access, dedicated throughput pools, or custom integration.

Inference controlAccess controlled
Managed accessAvailable
Policy reviewConfigured with you
TracesConfigured with you
VaaSCustom delivery
View status

Access planning

Enterprise Inquiries & Access

Email our team with your target models, expected traffic, and budget. We will configure your access tier and dedicated routes within 24 hours.

Email the team

Helpful details to include

  • • Team name and production timeline
  • • Target models and estimated monthly token volume
  • • Dedicated throughput, VaaS receipts, or private cluster requirements

Platform Capabilities & Delivery Standards

Unified Endpoint: 100% OpenAI-compatible routing for next-gen open and MoE models.
Verifiable Billing: Ed25519-signed request receipts for transparent enterprise accounting.
Smart Failover: High-availability routing with sub-millisecond automated lane failover.
Industrial Video: High-concurrency media pipelines powered by Doubao Seedance 2.0 & Kling-v3.
Private Isolation: Dedicated throughput pools with custom tenant boundaries and SLA.
Zero Retention: Strict enterprise data privacy with zero model training or caching.