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IBM Watson Natural Language Understanding

IBM's text analysis API: a program sends text and receives the keywords, entities, categories, concepts, sentiment and emotions found in it.

What IBM Watson Natural Language Understanding is

Written from its maker's own pages, read on 28 October 2026.

IBM Watson Natural Language Understanding (NLU) is a natural language processing service from IBM, offered within the IBM Cloud. Natural language processing (NLP) is software that reads human language and turns it into structured data. NLU is an API that uses deep learning to extract meaning and metadata from unstructured text, such as web pages or documents.

A program sends text to the API and asks for one or more features. The answer lists keywords; entities such as people, places and events; categories from a five-level hierarchy; concepts that the text implies without naming them; sentiment (positive, negative or neutral) and emotions such as joy or anger, for the whole document or for chosen phrases; relations; and semantic roles, which split sentences into subject, action and object. Users can also train custom models for their own labels, entities and relations.

NLU runs as a managed IBM Cloud service or self-hosted. Use is billed per NLU item: a free Lite plan covers a monthly quota, and the Standard plan is pay per use.

Made by
IBM
Price
Standard plan, pay per use: from US$0.003 per NLU item (read 28 October 2026)
Free plan
yes, Lite plan: 30,000 NLU items and one custom model a month

Who uses it, and for what

One row per story. The grade is for the claim that the business uses this tool, not for its revenue.

StoryWhat it does thereWhenCost statedGradeSource
RankabilitySupplied NLP keyword and phrase recommendations for the content optimizer score. natural language processingCWayback copy of the Rankability pricing page, 21 January 2025: Become a Founding Member

Grade A: the tool's maker or a payment processor confirms the use. Grade B: an independent report, or the tool is visible in public code. Grade C: the founder or the company says so.

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