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Milliseconds.ai

One API for fast, cheap classification, extraction, and yes or no decisions

Editorially reviewedChecked Sep 2026How we review
research#decision api#text classification#data extraction#structured output
Free plan API
Toolglade’s take

Milliseconds.ai is refreshingly scoped: it does classification, extraction, scoring, and yes or no decisions, and returns structured data instead of prose, which is exactly what pipelines need for routing, intake, and validation. The listed 0.04 US dollars per million input tokens with no output-token charge, plus 125 million free input tokens per month on test keys, make it very cheap to trial and to run at volume, and REST, SDKs, and a CLI keep integration light. The tradeoffs are the flip side of the focus: it is not for open-ended generation or reasoning, results are only as good as your labels and prompts, and it is a single-vendor hosted service with no self-hosting. Confirm current pricing, token limits, and model behavior with the vendor before committing, since API rates shift.

About Milliseconds.ai

Milliseconds.ai is a decision API that classifies text and images, extracts fields, scores inputs, and returns yes or no answers as structured data, listed at 0.04 US dollars per million input tokens with a free monthly test allowance.

Milliseconds.ai is a purpose-built decision API from CloudRaker aimed at the narrow, high-volume work that large chat models handle slowly and expensively. Instead of returning paragraphs, its model named decision-machine-1 returns structured outputs: a label with per-class probabilities, a numeric score, extracted fields, named entities, or a simple boolean. Inputs can be text or images, and every response is shaped so an application can branch on it directly. The product targets developers who need to classify, extract, and decide inside a pipeline: routing support tickets to the right queue, pulling vendor, invoice number, and total from a document, detecting personal details for redaction, or verifying that a proposed value matches source text. It is available through a REST API, TypeScript and Python SDKs, a CLI, and agent skills that teach a coding agent which endpoint to call and how to evaluate results. The vendor also reports SOC 2 Type 2 compliance. Pricing is the headline: the site lists 0.04 US dollars per million input tokens for production, with no charge for output tokens, and 125 million free input tokens per month on test keys with no card required. Milliseconds.ai is a specialist rather than a general model. Teams that need open-ended generation or reasoning will look elsewhere, but for cheap, fast, structured decisions at scale it is a focused pick. Verify current rates and limits with the vendor, as they can change.

TL;DR

Milliseconds.ai is a decision API from CloudRaker that classifies, extracts, scores, and answers yes or no on text and images, returning structured data, listed at 0.04 US dollars per million input tokens with a free monthly test allowance.

Company overview

Milliseconds.ai is built by CloudRaker Inc., based in Montreal, Canada. The product packages a small, focused model named decision-machine-1 behind a simple API for classification, extraction, scoring, and boolean decisions. Rather than competing with general chat models on breadth, it targets the high-frequency decisions inside applications where speed, cost, and predictable structured output matter most. The vendor reports SOC 2 Type 2 compliance.

Product features

Milliseconds.ai exposes capabilities for yes or no answers, single and multi-class classification with per-class probabilities, numeric scoring on fixed scales, span and field extraction, named entity recognition, and value verification against source text. Inputs can be text or images, and outputs are returned as JSON with probabilities and source offsets where relevant. Access is via REST, TypeScript and Python SDKs, a CLI, and coding-agent skills, with recipes for support triage and document intake.

Target market

Developers and teams embedding classification, extraction, and decisions into products and pipelines, including support operations, document processing, revenue operations, and privacy or redaction workflows.

Buyer personas

End users

Developers calling the API to classify, extract, and decide inside their applications.

Buyers

Engineering leads and product teams choosing a decision or extraction service.

Key influencers

Developer communities and teams comparing per-token API costs.

Ideal customer profile

A product or platform team that needs cheap, fast, structured decisions at volume and prefers a hosted specialist API over prompting a large general model.

Funding & performance

Milliseconds.ai is a product of CloudRaker Inc. of Montreal. No specific external funding round for the product was verified in public sources at the time of writing; confirm any funding details directly.

Pros & cons

Pros

  • Returns structured data instead of prose
  • Handles classification, extraction, scoring, and yes or no answers
  • Accepts both text and images
  • Listed at 0.04 US dollars per million input tokens with no output-token charge
  • 125 million free input tokens per month on test keys, no card
  • REST, TypeScript and Python SDKs, and a CLI
  • Coding-agent skills for automated integration
  • SOC 2 Type 2 compliance reported

Cons

  • Not built for open-ended generation or reasoning
  • Hosted service with no self-hosting option
  • Output quality depends on your labels and prompts
  • Single model focused on decisions, not a general assistant
  • Pricing and limits can change and should be verified

Pricing plans

Free test keys
$0 / month
  • 125 million free input tokens per month
  • No card required
  • Full capability access for evaluation
  • REST, SDKs, and CLI
Pay as you go
$0.04 / 1M input tokens
  • 0.04 US dollars per million input tokens
  • No charge for output tokens
  • Classification, extraction, scoring, and decisions
  • Text and image inputs
  • SOC 2 Type 2 reported

Key features

API
Multi-language
Integrations
REST API, TypeScript SDK, Python SDK, CLI, Coding-agent skills
Input types
text, image
Output types
structured data
Best For
classification and routing, field extraction from documents, yes or no decisions in pipelines

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Free trial
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API
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Team support
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Frequently asked questions

What does Milliseconds.ai do?+

It is a decision API that classifies text and images, extracts fields, scores inputs, and returns yes or no answers as structured data your app can act on.

How much does it cost?+

The site lists 0.04 US dollars per million input tokens for production, with no charge for output tokens, plus 125 million free input tokens per month on test keys.

Is there a free tier?+

Yes. Test keys include 125 million free input tokens per month with no card required.

How do I integrate it?+

Through a REST API, TypeScript and Python SDKs, a CLI, and coding-agent skills. Each call returns typed, structured responses.

Can it read images?+

Yes. You can send images as well as text, and the API returns structured decisions, labels, or extracted fields.

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