NEW RELEASE·Signed receipts · JSON tooling · Experimental routing·Explore ->

BatchIn · High-Availability Inference Control Plane

The Resilient AI Control Plane for Autonomous Agent Swarms

Eliminate 504 gateway timeouts with Hedged Dual-Dispatch. Auto-heal truncated JSON with zero extra tokens. Built for mission-critical agent workflows with RFC 8032 Ed25519 cryptographic receipts

Get API key Open Console Open Playground

Cryptographically Verified

Global Edge Gateway · 128 tok/s

LIVE

Routing Resiliency

Hedged Dual-Dispatch (0.00% 504)

Prefix Cache TTFT

< 38ms Latency (-90%)

AST Auto-Healer

0-Token Syntax Self-Healing

VaaS Attestation

RFC 8032 Ed25519 / Base L2

INDIVIDUAL / PRO

Developer path

Create an API key, copy the API endpoint, run a real Playground request, then inspect usage, cost, top-ups, and VaaS evidence.

Open path TEAMS & SCALE

Enterprise path

Open the production management surface for projects, keys, usage, request logs, billing, VaaS, reserved capacity, dedicated endpoints, and security posture.

Open path AUTONOMOUS M2M

Agent path

Manage agent keys, coding access, run history, usage by agent, billing, and VaaS from one workspace path.

Open path

Production AI Infrastructure · Newly Shipped

Core Infrastructure Engines

Signed runtime evidence, JSON tooling, and experimental routing controls for production AI workflows.

Tamper-Proof

Verifiable Inference & Response Attestation

Ed25519 / SHA-256

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

Verify Live Hash

< 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.

Test in Lab

Measured P99 telemetry

Hedged Dual-Dispatch & SLA

Evidence-backed refunds

Runs the configured hedge policy and reports the observed primary and secondary timings for the benchmark.

Benchmark SLA

Cache telemetry

Prefix KV-Cache Acceleration

Usage-based pricing

Multi-turn prompt caching reports cache-hit headers and bills according to the active rate card.

Test in Playground

Tax Compliance

Global Enterprise Invoicing

8 Auto-Debit Rails

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

Configure Invoicing

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.

Explore Agent Gateway

1080p DiT

Cinema Multimodal Video API

Recorded failure refunds

Video generation for enabled models with backend-recorded task status, usage, and refund evidence.

Open Video API

Contracted capacity

Dedicated Throughput Pools

Workspace policy

Dedicated throughput lanes, private endpoint access, retention policy, and SLA terms are provided only with an approved capacity contract.

Reserve Capacity

BatchIn Core · 4 Sovereign Routing Lanes

Deterministic Enterprise Routing without Compromise

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.

💎Official FP16

Pro Quality Lane

X-BatchIn-Lane: quality_first

Direct official priority queue, zero quantization loss, uncompromised deep reasoning IQ.

SLA Guarantee99.95% Availability

Typical TTFT280-420ms

🚀<140ms TTFT

Turbo Lane

X-BatchIn-Lane: speed_optimized

Ultra-fast first-token response (<140ms) with 160+ tok/s high-throughput persistent multiplexing.

SLA GuaranteeSub-140ms TTFT

Typical TTFT90-140ms

💰50% Discount

Economy Batch Lane

X-BatchIn-Lane: cost_optimized

Up to 50% wholesale cost reduction for asynchronous, non-blocking offline workloads.

SLA Guarantee24h Asynchronous SLA

Typical TTFTBatch Queued

🛡️Zero-Downtime

Smart Failover Lane

X-BatchIn-Lane: hybrid_fallback

Automated multi-node health circuit breaking with zero-downtime hedged failover.

SLA Guarantee99.99% Uptime

Typical TTFT140-220ms

Adaptive Smart Router Simulator

Inspect Intent & Pareto Model Dispatch

Presets:

Intent

coding_heavy

Complexity

70 / 100

Selected Model

qwen3.8-max

Cost Savings

-0%

Routing Logic: High code complexity (Score: 70/100) assigned to Qwen 3.8 Max.

OpenAI Drop-In cURL

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
  }'

Test in Playground Read Lane Docs

Get Started in 3 Steps

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

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...

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"
)

Route production inference

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

deepseek-v4-prodeepseek-v4-flashqwen3.8-maxglm-5.3-flashglm-5.3kimi-k3minimax-m3doubao-seedance-2-0-260128

Start Free →Open Billing

Developer Trust

Switch to BatchIn in one line

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

Open Docs Open Playground

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-flash

Deep Reasoning

DeepSeek V4 Flash

Total Context: 256K
Max Output: 64K
Std Input Price: $0.06 /M Token
Std Output Price: $0.25 /M Token

text

deepseek-v4-pro

Deep Reasoning

DeepSeek V4 Pro

Total Context: 256K
Max Output: 64K
Std Input Price: $0.20 /M Token
Std Output Price: $0.39 /M Token

text

qwen3.8-max

text

Qwen 3.8 Max

Total Context: 1M
Max Output: 32K
Std Input Price: $1.27 /M Token
Std Output Price: $3.81 /M Token

text

glm-5.3

text

GLM-5.3

Total Context: 256K
Max Output: 32K
Std Input Price: $0.56 /M Token
Std Output Price: $1.75 /M Token

text

glm-5.3-flash

text

GLM-5.3 Flash

Total Context: 128K
Max Output: 16K
Std Input Price: $0.06 /M Token
Std Output Price: $0.20 /M Token

text

kimi-k3

2M Context Flagship

Kimi K3

Total Context: 2M
Max Output: 64K
Std Input Price: $1.47 /M Token
Std Output Price: $7.35 /M Token

video

doubao-seedance-2-0-260128

video

Doubao Seedance 2.0 Turbo

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

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

kling-v3-omni

video

Kling v3 Omni

Total Context: Prompt & Keyframe
Max Output: 1080p Video with Audio
Std Input Price: $0.07 /M Token
Std Output Price: Contact us

text

minimax-m3

text

MiniMax M3

Total Context: 512K
Max Output: 32K
Std Input Price: $0.19 /M Token
Std Output Price: $0.76 /M Token

Pricing Calculator

Estimate cost by model and monthly usage.

ModelInput Tokens per month (M)

50M

Output Tokens per month (M)

50M

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

$29.40

Shown in USD

Model pricing note

Current BatchIn list price.

Pricing lane

Shows the current public pricing lane for this model

Monthly BatchIn estimate

BatchIn$29.40

The homepage calculator shows BatchIn published pricing only.

Enterprise Dedicated Capacity & Private Endpoints

Contracted enterprise throughput and dedicated concurrency with account-specific capacity evidence.

Dedicated concurrency lanes with zero noisy neighbors and sub-100ms TTFT consistency
Contract-specific retention and compliance policy with end-to-end TLS encryption
Private connectivity options are scoped during regulated enterprise review

Explore Dedicated Capacity

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.

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