Luminoso

At a glance

• Editor score
  6.5 / 10
• Pricing
  Pricing on request
• Best for
  Teams tracking sentiment trends in feedback
• Text classification
  Yes
• Facts checked
  25 Sep 2026

• Where it wins

  • Combines sentiment, concept analysis, tagging, and trend dashboards.
  • Supports text analysis across multiple languages.
  • REST API covers projects, documents, concepts, and text vectorization.

• Where it doesn't

  • Pricing requires a sales consultation.
  • Its analytics focus may exceed the needs of teams seeking a narrow classifier.
  • Deployment options and support channels may require evaluation for each organization.

Our verdict on Luminoso

Luminoso provides natural language understanding and text analytics for organizations examining unstructured customer and employee feedback. Daylight identifies concepts, trends, and sentiment, with categorization, classification, dashboards, and analysis tools. Compass focuses on supervised and sentiment classification, query-based labeling, and routing incoming text. The product is suited to mid-market and enterprise teams that need to find patterns in feedback across channels and languages, rather than to buyers looking only for a basic text labeler.

Its analysis combines sentiment classification with concept-level sentiment, tagging, and trend analysis for sentiment, drivers, and volume. Supervised classification uses pre-labeled data, while query-based labeling can match exact and related concepts. Customizable reporting and dashboard sharing help present analysis, and the REST API supports work with projects, documents, concepts, and text vectorization. This breadth makes Luminoso relevant when teams need to connect classification with ongoing feedback trends; organizations with a narrow, one-off classification task may find the broader toolkit unnecessary.

The product is available through cloud and self-hosted deployment, and its API documentation refers to cloud and onsite installations. Support channels include email and documentation, and GDPR is listed among its compliance features. Pricing is contact-sales, with sales consultation offered rather than a published plan structure. That model means buyers should discuss their intended deployment and requirements with the vendor before comparing costs. Luminoso is a stronger fit for teams investing in continuing multilingual feedback analytics than for buyers who need straightforward, immediately priced software or only a single-purpose classifier.

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Luminoso pricing

Luminoso fact sheet

Alternatives to Luminoso

• spaCyA free, extensible NLP library for teams building and deploying custom pipelines.9.4
• Apache OpenNLPA broad Java NLP toolkit for teams that want self-hosted pipelines and control over model training.9.2
• AUApache UIMAA flexible, self-hosted framework for teams building scalable text-processing pipelines.9.0

See all Luminoso alternatives →

Featured on iTechGuides

Luminoso is listed in our Natural Language Processing Software directory. Add the badge to your site — it links back to this page.

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Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

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Last updated 7 Oct 2026 · How we research and update