Milliseconds.ai
Fast AI decisions on text and images, via one API

Text and images in. Labels, categories, structured fields and decisions out. Meet decision-machine-1, the small model behind milliseconds.ai. Route emails, extract invoice data, apply return policies (or build your hot-dog identification empire). One fast API. $0.04 per million input tokens. Output tokens are free. Get 125M free input tokens every month on test keys.
AI Analysis
Milliseconds.ai provides a fast API for AI decisions on text and images using its small model decision-machine-1. It delivers labels, categories, structured fields, and automated decisions for use cases like email routing, invoice data extraction, return policy application, and image classification. Key USPs include millisecond-level speed, low pricing at $0.04 per million input tokens (outputs free), and 125M free monthly tokens. It solves pain points of high costs, slow responses, and complexity in using large models for routine automation tasks. Overall value: simple, affordable integration for developers to build intelligent apps and workflows.
In 2025-2026, industry trends favor efficient small models amid LLM cost fatigue, maturing multimodal AI tech, and rising demand for low-latency automation in enterprises. Economic pressures push for cheaper inference while AI adoption grows. This aligns perfectly with the shift to specialized, cost-effective APIs. Excellent Timing.
Medium technical difficulty using model distillation for fast multimodal decisions. Low operational costs from small model size and efficient inference. Limited supply chain or compliance risks for an API product. Strong scalability on cloud. High overall feasibility with good team fit for AI devs. High
Main segments: Developers, AI engineers, and product teams at SaaS startups, e-commerce, fintech, and support automation firms (primarily US/Europe, global reach). TAM for AI API services ~$20B by 2026; SAM for decision-focused multimodal AI ~$3B; SOM ~$150M. Core pains: expensive/slow AI for extraction and routing. High willingness to pay for cheaper, faster alternatives with easy API integration.
Medium. Direct competitors: 1. OpenAI API (openai.com), 2. Anthropic Claude API (anthropic.com), 3. Google Gemini API (ai.google.dev), 4. Clarifai (clarifai.com), 5. Hugging Face Inference (huggingface.co). Advantages: far lower cost, specialized speed for decisions, free outputs, focused small model. Disadvantages: smaller model may have lower accuracy on complex tasks vs. large LLMs, less brand recognition and ecosystem.
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