Solutions & Production Use Cases

Build Modern AI Systems on Verifiable, Cost-Effective Compute

BatchIn helps builders slash AI inference costs by 80%, combining next-gen high-efficiency MoE models, video async queues, and cryptographic billing proof.

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Use Case

Autonomous Coding Agents

For IDE coding copilots, automated PR agents, and code reasoning workflows

Core Capabilities

  • OpenAI-compatible endpoint on documented routes
  • Qwen 3.7 & DeepSeek-V4 MoE routing
  • 80% cost reduction vs overseas LLMs
  • Ed25519 verifiable usage ledger

Products

Model APIVaaS
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Use Case

Industrial Video & Multimodal Pipelines

For Doubao Seedance 2.0 & Kling-v3 video pipelines, creator SaaS, and marketing assets

Core Capabilities

  • High-concurrency video async queues
  • Automated failure refunds & webhooks
  • Media asset retention & streaming
  • VaaS cryptographic billing audit

Products

Video & Multimodal APIVaaS
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Use Case

AI Startups & SaaS Infrastructure

First-choice cost reduction replacement for overseas startups scaling inference

Core Capabilities

  • Observed TTFT and throughput from live request telemetry
  • Drop-in OpenAI SDK replacement
  • Unified monthly budget & spending caps
  • Fast onboarding into WIN compute incubator

Products

Model APIVaaSDedicated Capacity
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Use Case

Batch Knowledge Base & RAG Pipelines

For high-volume document extraction, embedding pipelines, and offline synthesis

Core Capabilities

  • High-throughput asynchronous batch lanes
  • Additional 80% batch cost savings
  • JSONL upload and webhook callbacks
  • Exportable audit logs & reconciliation

Products

Model APIAccelerator BatchVaaS
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Use Case

Enterprise Dedicated Capacity & VaaS Audit

For regulated industries, private model clusters, and cryptographic accounting

Core Capabilities

  • Isolated dedicated throughput pools
  • Ed25519 digital signature per request
  • Private node deployment & custom SLAs
  • Enterprise contract & invoice billing

Products

Dedicated CapacityVaaS
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Use Case

Financial Research & Reasoning Agents

For market synthesis, risk prediction agents, and verifiable reasoning chains

Core Capabilities

  • DeepSeek-V4 Pro & Qwen 3.7 Max reasoning
  • Deterministic trace replay & verification
  • Low-latency streaming tokens
  • VaaS cryptographic receipts

Products

Model APIVaaS
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