Luminoso
Luminoso is a Boston-based AI software company that analyzes unstructured customer and employee feedback using MIT-originated NLU technology. It sells enterprise subscriptions of its Daylight platform to Fortune 100 and mid-market customers across CX, HR, market research, and product teams.
- Company typePrivate
- Founded2010
- HeadquartersBoston, United States
- Headcount11–50
- GTM typeB2B
- OfferingSoftware
What Luminoso does
Luminoso Technologies, Inc. is a Boston-based, privately held AI software company founded in 2010 as a spinout of the MIT Media Lab. Its flagship product, Luminoso Daylight, is an AI text-analytics platform that ingests unstructured feedback (product reviews, support tickets, surveys, call transcripts, social media) and surfaces concept-level sentiment, drivers, and anomalies without requiring model training or ontologies. The underlying architecture is anchored by two proprietary assets: QuickLearn, an unsupervised transfer-learning method, and ConceptNet, a knowledge graph that enables common-sense interpretation of language across 14 supported languages. The Daylight platform is supplemented by a RESTful API, an automated data-streaming/review-scraping module, and the Helios Generative AI Assistant (in open beta as of February 2024), which exposes conversational access to the analytics layer.
The company sells primarily to enterprise customers through a direct field-sales motion and a broad partner network that includes AWS (Marketplace), Qlik, IBM, Databricks, Salesforce, and more than twenty systems integrators and consulting partners. Pricing is quote-based and not publicly disclosed, and revenue is generated through Daylight subscriptions bundled with professional services for implementation and analysis support. Named customers span healthcare technology (athenahealth), automotive (Denso), hospitality (Hilton), market research (Major Research), semiconductors, and education (Center for Educational Effectiveness), with use cases organized around customer experience, voice of the employee, product positioning, community research, and market intelligence.
In 2025 Luminoso announced that it is being acquired by Cemantica, with the companies joining platforms and the brand transitioning to Cemantica by 2026. The company remains privately held under Delaware incorporation, with no external funding rounds disclosed in the available data, headquartered in Boston, MA and registered at a Dover, Delaware address. Headcount sits in the 11-50 range and the business is governed by SOC 2 Type 2 and GDPR-aligned data-handling practices.
Luminoso firmographics
Firmographics- Name
- Luminoso
- Legal name
- Luminoso Technologies, Inc.
- Website
- https://luminoso.com
- Company type
- Private
- Founded year
- 2010
- Operating status
- Operating
- Headcount range
- 11–50 employees
- Short description
- Luminoso is a Boston-based AI software company that analyzes unstructured customer and employee feedback using MIT-originated NLU technology. It sells enterprise subscriptions of its Daylight platform to Fortune 100 and mid-market customers across CX, HR, market research, and product teams.
- Ownership category
- akta.pro rank
Luminoso industry classification
Industry- Product category
- AI Text Analytics Software
- NAICS
- Computer Systems Design and Related Services (54151), Computer Systems Design Services (541512)
- SIC
- Services-Prepackaged Software (7372)
- akta.pro primary industry
- Generative AI & LLM Solutions Services (RAG, Agents, Copilots) (BPAEAHAG)
Keywords
Where Luminoso is headquartered
LocationHeadquarters
- HQ city
- Boston
- HQ country
- United States
- HQ region
- North America
Offices2 records
Markets served
Luminoso business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Personnel, Technology or R&D, Infrastructure, Marketing or Sales
Revenue model
- Luminoso Daylight SaaS Subscription: Cloud-based text analytics platform delivered as subscription software. Customers pay for access to the Daylight AI platform with various tiers based on usage and features. Pricing is quote-based, suggesting enterprise contracts with potential usage-based or seat-based components.
- Professional Services: Implementation, consulting, and support services provided alongside the Daylight platform to help customers maximize value from the text analytics solution.
Go-to-market motion4 records
Distribution channels5 records
Marketing channels9 records
Luminoso product offering
Product offeringCore offering
Luminoso develops AI-powered text analytics software, primarily its Luminoso Daylight platform, which uses natural language understanding to turn unstructured open-ended feedback (reviews, surveys, support tickets, social media) into concept-level sentiment insights across 14 languages without model training or coding.
Product overview
Luminoso offers Luminoso Daylight as its core AI-powered text analytics platform, complemented by the Helios Generative AI Assistant (currently in beta) for conversational analytics. The platform provides a RESTful API for technical integration and includes a Data Scraping feature for automated collection of reviews from online sources. Daylight supports 14 languages natively and requires no model training or coding, distinguishing it from traditional text analytics tools. The company was recently acquired by Cemantica and is transitioning its brand.
Differentiator
Problem solved
Functional benefit
Brands
- Luminoso Daylight: AI-powered text analytics platform for customer and employee feedback analysis, providing natural language understanding and sentiment analysis
- Helios
- QuickLearn
Products and services
- Luminoso Daylight AI-powered text analytics platform that turns open-ended feedback into actionable insights, providing concept-level sentiment analysis, volume analysis, driver identification, and galaxy visualization across 14 languages without model training or coding. Targeted at CX, VoE, market research, and product teams in enterprises.
- Helios Generative AI Assistant Generative AI chatbot for the Daylight platform that enables conversational interaction with analytics data, making insights more accessible to non-technical users through natural language queries. Currently in open beta.
- Luminoso RESTful API Technical API enabling integration of Luminoso's text analytics capabilities with existing tech stacks, data pipelines, and business intelligence tools, surfacing insights wherever the data resides.
- Data Scraping (Data Stream) Automated data stream functionality that pulls customer feedback from online sources including Amazon, Reddit, Glassdoor, and other platforms, schedulable for daily or weekly automatic data collection.
- Professional Services Implementation, consulting, and support services provided alongside the Daylight platform to help customers maximize value from the text analytics solution.
Quantifiable outcome
- 96% of customers switch to a competitor after a bad experience, highlighting CX importance
- +5 more outcomes
Companies that use Luminoso
Customer profileNamed customers7 records
Segments6 records
Ideal customer profiles3 records
Luminoso technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- Yes
- API docs
- API detail
Core technology
AI maturity
App detail
Integration7 records
AI capability6 records
Feature10 records
Luminoso partnerships and signals
Strategic signalPartnerships
18 partnerships are on record, tiered core and minor.
- QlikcoreLuminoso announced technology partnership with Qlik. Qlik provides data integration, data quality, and analytics solutions with AI capabilities. The integration enables customers to leverage Luminoso's NLU within Qlik's analytics platform.
- Amazon Web Services (AWS)coreLuminoso is a recognized AWS partner purchasable through AWS Marketplace. AWS provides cloud infrastructure enabling Luminoso's SaaS deployment. The partnership enables enterprise customers to procure Luminoso through existing cloud agreements and AWS Partner Network relationships.
- KAPS GroupcoreKAPS Group is a network of consultants with expertise in text analytics, taxonomy, ontology, knowledge graphs, Python and proprietary text analytics programming languages. They deliver consulting and implementation services for Luminoso deployments. Hosted joint webinar on deep text and dynamic text analysis.
- RealityCheckminorRealityCheck is a full-service market research firm specializing in advanced qualitative analysis, quantitative research, and integrated qual/quant approaches. Uses Luminoso to support client research engagements.
- Socratic TechnologiesminorSotech (Socratic Technologies) offers comprehensive research services including product testing, strategy consulting, message testing, and brand health tracking. Partners with Luminoso for text analytics capabilities.
- Marketing AnalystsminorMarketing Analysts develops custom market research solutions to address complex challenges. Uses Luminoso Daylight to help clients craft impactful messaging and create fulfilling products.
- ClartezaminorClarteza is an innovation agency specializing in consumer insights and brand strategy, leveraging AI and innovative research methods. Partnership provides integrated insights services.
- Targa ConsultingminorTarga Consulting specializes in strategic advisory for data and analytics in the pharmaceutical industry with 20+ years experience. Offers implementation services for Luminoso deployments.
- EDLIGOminorEDLIGO offers AI-powered Talent Analytics for data-driven talent management, workforce planning, and employee experience. Partnership enables integrated HR analytics solutions.
- Thrive HR ConsultingminorThrive HR Consulting supports HR needs including employee engagement, talent acquisitions, and HR analytics. Partnership enables HR-focused Luminoso implementations.
- Center for Educational Effectiveness (CEE)minorCEE specializes in developing surveys, data tools, and services to support growth of communities, districts, schools, and individuals. Uses Luminoso for education sector research. Partners with 950+ schools in 280 districts.
- Oregon Values and Beliefs Center (OVBC)minorOVBC is a non-profit organization dedicated to empowering communities in Oregon through independent, inclusive research. Uses Luminoso for community culture studies.
- Austin Advocates With (AAW)minorAAW provides culturally responsive and equitable evaluation (CREE) to organizations. Uses Luminoso to help measure progress in actualizing equity into culture and impact.
- Voyage AdvisoryminorVoyage Advisory specializes in enhancing customer experience and process improvements for large-scale enterprises and contact centers. Provides AI consultancy services leveraging Luminoso.
- Data IdeologyminorData Ideology specializes in data strategy, engineering, AI, and analytics. Partnership provides implementation services for Luminoso deployments.
- HiFly LabsminorHiFly Labs is a data solutions company offering data engineering, science, strategy advisory, and visualization. Provides implementation support for Luminoso.
- Reveal.aiminorReveal AI enables collection of rich qualitative data at scale using conversational surveys. Partnership enables enhanced research capabilities.
- Insights NectarminorInsights Nectar helps companies unlock customer understanding from data by blending multiple data sources. Powered by Luminoso for text analytics capabilities.
Scale indicators10 records
Recent moves6 records
Expansion highlights6 records
Luminoso competitors and assessment
Company assessmentDirect peers
- MonkeyLearn: MonkeyLearn is a no-code text analytics platform offering sentiment analysis, classification, and topic extraction. It targets similar mid-market and enterprise use cases for feedback analysis with a more self-service approach.
- InMoment: InMoment is an enterprise CX platform combining structured and unstructured feedback analytics, including text and social listening. It competes with Luminoso for CX and VoE budget in mid-market and enterprise accounts.
- Qualtrics: Qualtrics is a dominant experience management platform competing head-to-head with Luminoso in CX and VoE analytics. Luminoso's marketing explicitly contrasts Daylight's open-ended text analysis depth with Qualtrics' survey-centric approach.
- Lexalytics (an InMoment company): Lexalytics is a text analytics engine specializing in sentiment and NLP, similar in technical scope to Luminoso's Daylight. Both offer API-based NLP pipelines serving enterprise feedback, VoC, and VoE programs.
- Medallia: Medallia is a leading enterprise experience management platform for customer and employee feedback, directly cited by Luminoso as a legacy CX tool that captures only a fraction of customer issues. Both target enterprise CX teams with unstructured feedback analytics.
- Clarabridge (now part of Qualtrics): Clarabridge was a text and sentiment analytics platform purpose-built for CX use cases, making it one of the closest historical direct competitors to Luminoso Daylight's concept-level sentiment capabilities.
Emerging players
- Keatext: Keatext is an AI-driven text analytics platform focused on customer and employee feedback analytics, providing sentiment and topic analysis. It is a smaller, focused competitor in the same enterprise unstructured-feedback category as Luminoso.
Broad incumbents
- Sprinklr: Sprinklr is a broader unified customer experience management platform with social listening, care, and marketing components. It overlaps with Luminoso in social and customer feedback analytics but addresses a much wider portfolio.
- Verint: Verint is a large customer engagement analytics vendor offering voice-of-customer and workforce optimization solutions. It competes with Luminoso in enterprise CX analytics but spans a much broader product portfolio.
- Amazon Comprehend: Amazon Comprehend is AWS's managed NLP service for sentiment, entity, and topic analysis. As a hyperscaler offering, it is a broad alternative to Luminoso's NLU engine, particularly for AWS-native enterprises.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat5 records
Key risks6 records
Key highlights7 records
Customer concentration
Luminoso social profiles
Digital presenceLuminoso compliance and trust
Trust signalCompliance2 records
Luminoso financial estimates
Financial estimateRevenue estimate
Valuation estimate
Luminoso leadership team
Management profileNumber of profiles
Profiles2 records
Luminoso funding detail
Funding detailFunding overview
Funding rounds3 records
Investors7 records
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Luminoso M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about Luminoso
What does Luminoso do?
Luminoso develops AI-powered text analytics software, primarily its Luminoso Daylight platform, which uses natural language understanding to turn unstructured open-ended feedback (reviews, surveys, support tickets, social media) into concept-level sentiment insights across 14 languages without model training or coding.
Is Luminoso a public or private company?
Luminoso is a private company. It is classified as founder individual operated bootstrapped and is currently operating.
When was Luminoso founded?
Luminoso was founded in 2010. It employs 11 to 50 people.
Where is Luminoso based?
Luminoso is headquartered in Boston, United States, in the North America region.
How does Luminoso make money?
Two revenue lines are on record. Luminoso Daylight SaaS Subscription is the primary driver. The others are professional Services.
Who are Luminoso's main competitors?
Direct peers on record are MonkeyLearn, InMoment, Qualtrics, Lexalytics (an InMoment company), Medallia and Clarabridge (now part of Qualtrics). Keatext is listed as an emerging player. Broad incumbents are Sprinklr, Verint and Amazon Comprehend.
Does Luminoso have an API?
Yes. Daylight provides native analysis and results wherever the data is, using RESTful API to surface insights. The API enables integration with existing tech stacks and allows developers to connect the text analytics platform to various data sources and business intelligence tools.
What industry is Luminoso in?
Luminoso's product category is AI Text Analytics Software. Its primary akta.pro industry code is BPAEAHAG, Generative AI & LLM Solutions Services (RAG, Agents, Copilots). Its NAICS code is 54151 and its SIC code is 7372.