Milliseconds.ai

Milliseconds.ai

Milliseconds.ai is an API-first service that uses small models to make fast, structured decisions from text or images — returning labels, extracted fields, scores, yes/no answers, and entities for routing, validation, and automation.

Milliseconds.ai is ai tools software teams evaluate for automation. Use this page to review pricing, integration signals, and the best alternatives before you commit.

Freemium API Enterprise 80/100
#133 in Automation (133 tools)
Just launched
Data reviewed Sep 21, 2026

Profile facts come from the vendor source. AiMatch labels unknown pricing or API details instead of estimating them.

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Quick Overview

Best for: Automation

What it does

AI Tools software for decision-makers comparing workflow fit and alternatives.

Best fit

Automation

Pricing snapshot

Freemium from Free

Next step

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Milliseconds.ai

Milliseconds.ai provides a model API designed to make "small" but high-value decisions inside applications. The service accepts text or images and returns structured outputs — labels, fields, numeric scores, boolean (yes/no) answers, and typed entities — so applications can route, prioritize, validate, and automate operational workflows. It targets developer and business use: live editable examples run in a console, SDKs and CLI are provided, and test keys with generous free input tokens let teams prototype without a card.

Typical uses include support triage (labeling and prioritizing messages), document intake and invoice field extraction, value verification against source text, and supplying concise structured results for downstream automation. Milliseconds.ai emphasizes small, deterministic outputs suitable for production workflows rather than verbose generative text.

Fast AI decisions on text and images, via one API Discussion | Link

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Key Features

Multi-mode inference

Accepts text and images and returns structured outputs such as labels, fields, scores, boolean answers, and entities.

Dedicated endpoints

API endpoints demonstrated include /yes-no, /classify, /rate, /answer, /extract, /entities, and /verify for common decision and extraction tasks.

REST, SDKs, and CLI

The API is available via REST and official SDKs and can be called from TypeScript, Python, or the terminal (CLI).

Live console and editable examples

An interactive console on the site lets developers edit and run recorded API examples and inspect JSON responses.

Agent skills & coding-agent integration

Installable skills teach coding agents which API to call and how to evaluate results, enabling programmatic automation.

Generous free test quota

Free test keys include 125M input tokens per month with no credit card required for prototyping.

Low production pricing for input tokens

Production input token pricing is listed at $0.04 per million input tokens with no charge for output tokens.

Pricing

Free Tier Available

125M free input tokens per month on test keys; no card required.

Free test keys

Free
  • 125M free input tokens per month
  • No credit card required for test keys

Production (input tokens)

$0.04 per million input tokens
  • No charge for output tokens
  • Pay-as-you-go input token billing

Use Cases

Support triage and routing

Classify incoming messages to select a destination queue, set priority with a score, or flag urgent tickets using yes/no decisions and label probabilities.

Document intake and invoice processing

Extract invoice fields (vendor, invoice number, total, currency) as structured data, compare values against purchase orders, and validate before writing records.

Automated verification

Verify proposed values against source policy text (e.g., insurance deductible) and return matches and probabilities for downstream checks.

Customer experience & redaction

Detect names, emails, and other personal details in transcripts to review and export redacted versions while preserving context.

Agent-driven development

Teach coding agents which API calls to make (via installable skills) and integrate results directly into automated workflows.

Integrations

TypeScript SDK

Official SDK support for calling the API from TypeScript applications.

Python SDK

Official SDK support for calling the API from Python applications.

CLI

Command-line interface to call the API and run examples from the terminal.

Coding-agent skills

Installable skills that instruct coding agents how to call the API and interpret results.

REST API

Standard REST endpoints (yes-no, classify, rate, answer, extract, entities, verify) for direct integration.

Benefits

Delivers concise, structured outputs (labels, fields, scores, booleans) that are directly actionable by applications.
Designed for production workflows with SDKs, CLI, and examples for quick developer onboarding and iteration.
Low-cost and generous free test capacity (125M input tokens/month) to prototype before incurring production input-token charges.

Limitations

Focused on "very small decisions" and structured outputs rather than general-purpose generative text or open-ended LLM tasks.

Frequently Asked Questions

No verified FAQs are available.

Getting Started

  1. 1 Get a free API key from the site (125M free input tokens/month on test keys; no card required).
  2. 2 Try the interactive console examples (edit and run recorded API examples live) to see returned labels, fields, probabilities, and JSON responses.
  3. 3 Integrate the API into your app using the REST endpoints or the TypeScript/Python SDK and/or CLI; optionally install agent skills for coding agents.

Support

email

[email protected] (listed in site footer)

docs

Documentation and API quickstart available via the site's Docs page.

console

Interactive console on the site to edit and run recorded API examples.

API

Available: Yes
Documentation:

Documentation accessible from the site's Docs page (Docs link in the site navigation).

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