Provalis
Provalis Research develops text-analytics software — QDA Miner, WordStat, and SimStat — used by 6,000+ academic, government, and enterprise institutions across 5 continents to code, analyze, and extract insights from unstructured qualitative and text data.
- Company typePrivate
- Founded1989
- HeadquartersMontréal, Canada
- Headcount11–50
- GTM typeB2B
- OfferingSoftware
What Provalis does
Provalis Research is a privately held, founder-led software company headquartered in Montreal, Canada, founded in 1989. It develops a suite of text-analytics tools used primarily by academic, government, and corporate researchers to extract insights from unstructured data (open-ended survey responses, interviews, news articles, social media, and regulatory filings). Its core products are QDA Miner (qualitative coding and analysis of text and images), WordStat (content analysis, text mining, sentiment analysis, and topic modeling), SimStat (statistical analysis), and ProSuite (a bundle combining all three). It also distributes QDA Miner Lite, a free version used by tens of thousands of people worldwide, and offers MVSP as a standalone statistical package.
Provalis firmographics
Firmographics- Name
- Provalis
- Legal name
- Provalis Research
- Website
- https://provalisresearch.com
- Company type
- Private
- Founded year
- 1989
- Operating status
- Operating
- Headcount range
- 11–50 employees
- Short description
- Provalis Research develops text-analytics software — QDA Miner, WordStat, and SimStat — used by 6,000+ academic, government, and enterprise institutions across 5 continents to code, analyze, and extract insights from unstructured qualitative and text data.
- Ownership category
- akta.pro rank
Where Provalis is headquartered
LocationHeadquarters
- HQ city
- Montréal
- HQ country
- Canada
- HQ region
- North America
Offices1 record
Markets served
Provalis business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Technology or R&D, Personnel, Marketing or Sales, Operations, Infrastructure
Revenue model
- Software Licenses and Subscriptions: Provalis Research generates revenue primarily through the sale of software licenses for its QDA Miner, WordStat, SimStat, and ProSuite products. The company offers both perpetual licenses and subscription models (annual or three-year). Subscribers with active agreements receive free updates. Perpetual license holders can upgrade to subscription plans at discounted rates. A free version, QDA Miner Lite 3.0, is available to support adoption and brand awareness.
- Professional Services: Provalis offers consulting services, dictionary building services, and training programs that generate additional revenue alongside software sales. These services help customers implement and optimize use of the company's text analytics tools.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Freemium | Pay-as-you-go | 14-Day Free Trial |
| Subscription | Annual | Annual or Multi-Year Subscription |
| One time/ perpetual license | Multi-year contract | Perpetual License |
| Subscription | Annual | ProSuite Bundle |
Go-to-market motion3 records
Distribution channels3 records
Marketing channels8 records
Provalis product offering
Product offeringCore offering
Provalis Research develops and sells text analytics software for qualitative data analysis, content analysis, and text mining. Its flagship products—QDA Miner (qualitative coding and annotation), WordStat (content analysis and text mining), and SimStat (statistical analysis)—are bundled as ProSuite and used by over 6,000 institutions globally for academic research, business intelligence, market research, and media analysis. The software supports 60+ languages and integrates generative AI with flexible local or private-cloud deployment options.
Product overview
Provalis Research offers a suite of text analytics software tools consisting of QDA Miner (qualitative data analysis), WordStat (content analysis and text mining), SimStat (statistical analysis), and ProSuite (bundle platform combining all three). The products support multilingual text analysis across 60+ languages, integrate generative AI for enhanced capabilities, and offer both desktop and local processing options for sensitive data. QDA Miner handles qualitative coding and annotation while WordStat provides automated content classification, topic modeling, and sentiment analysis. ProSuite enables seamless workflow between qualitative and quantitative analysis. The company also offers free QDA Miner Lite for educational purposes.
Differentiator
Problem solved
Functional benefit
Brands
- QDA Miner: Qualitative data analysis software for coding, annotating, and analyzing text segments and images with features for pattern identification, project merging, and coder reliability assessment.
- WordStat
- SimStat
- ProSuite
- MVSP
- QDA Miner Lite
Products and services
- QDA Miner Qualitative data analysis software for coding, annotating, and analyzing text segments and images. Features include multi text search tools, pattern identification, coders reliability assessment, and geo/time-related code visualization on timelines and maps. Used by academic researchers, business analysts, and government agencies.
- WordStat Content analysis and text mining software that imports from multiple sources, extracts entities, keywords, phrases, and topics, performs topic modeling, automatically classifies content into categories, and integrates generative AI for improved results.
- SimStat Statistical analysis tool that enables quantitative data analysis, with seamless integration into ProSuite for transitioning between qualitative and quantitative analysis workflows.
- ProSuite Collection of text analytics tools bundling QDA Miner, WordStat, and SimStat. Enables researchers to integrate numerical and textual data into a single project file and seamlessly move between quantitative and qualitative data analysis.
- MVSP Multi-Variable Statistical Package for advanced statistical analysis, offered as a standalone product in the Provalis portfolio.
- QDA Miner Lite Free scaled-down version of QDA Miner for teaching qualitative analysis and small research projects. Used by tens of thousands worldwide as a free qualitative analysis software tool.
Quantifiable outcome
- QDA Miner imported 50,425 airline reviews in 17 seconds vs. 1 hour 23 minutes (Atlas.ti) to 2 hours 23 minutes (NVivo) for competitors.
- +4 more outcomes
Companies that use Provalis
Customer profileNamed customers8 records
Segments6 records
Ideal customer profiles3 records
Provalis technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- No
- API docs
- API detail
Core technology
AI maturity
App detail
Integration9 records
AI capability8 records
Feature15 records
Provalis partnerships and signals
Strategic signalPartnerships
Four partnerships are on record, tiered core.
- OllamacoreQDA Miner and WordStat 2026.1 integrate with Ollama, allowing users to run open-weight AI models locally on their own computers. When using Ollama, AI processing occurs entirely within the local machine's RAM with zero data transmitted externally, enabling fully offline generative AI capabilities for researchers with strict data confidentiality requirements. This is a key strategic integration for the company's privacy-first AI positioning.
- LM StudiocoreQDA Miner and WordStat 2026.1 added support for LM Studio (in addition to Ollama), providing users with a second option for running open-weight AI models locally. Like Ollama, LM Studio enables fully offline generative AI processing on the user's local hardware, ensuring zero data transmission and supporting air-gapped deployment environments.
- Microsoft Azure (Azure OpenAI)coreQDA Miner and WordStat support connection to Azure OpenAI and other private AI environments through an OpenAI-compatible server or gateway. This enables universities, government agencies, and enterprises with existing Azure AI infrastructure to route all AI processing through their organization-approved private cloud containers, maintaining institutional control over data governance.
- Google Cloud (Vertex AI)coreQDA Miner and WordStat can connect to Google Cloud's Vertex AI platform via an OpenAI-compatible gateway, allowing organizations with existing Google Cloud AI infrastructure to leverage their private AI environments for text analytics. This supports institutions requiring enterprise-grade AI governance and data residency controls.
Scale indicators5 records
Recent moves6 records
Expansion highlights5 records
Provalis competitors and assessment
Company assessmentEmerging players
- RQDA: RQDA is an open-source R package for qualitative data analysis that overlaps with QDA Miner's core coding and annotation functionality. It targets budget-constrained academic users, particularly those already working in R, and pressures Provalis's pricing at the low end.
- MonkeyLearn: MonkeyLearn is an AI text-analysis SaaS platform offering sentiment analysis, topic classification, and keyword extraction via APIs and pre-built models. It overlaps with WordStat on quantitative text mining but lacks the deep qualitative coding workflows of QDA Miner.
Direct peers
- MAXQDA: MAXQDA is a direct competitor in qualitative and mixed-methods data analysis used widely in academic and social science research. It competes head-to-head with QDA Miner and WordStat for institutional licenses and is benchmarked by Provalis on sentiment coverage.
- NVivo (Lumivero): NVivo is the leading direct competitor to QDA Miner in the CAQDAS market, used by academic and enterprise researchers for qualitative coding, text analysis, and mixed-methods research. The two products are explicitly benchmarked against each other in Provalis's own performance comparisons.
- Atlas.ti: Atlas.ti is a major CAQDAS platform serving academic and commercial researchers for qualitative data analysis, with overlap in text coding, sentiment, and mixed-methods workflows. It is one of the named competitors in Provalis's sentiment coverage and import-speed benchmarks.
- Dedoose: Dedoose is a web-based CAQDAS application targeting academic and applied researchers in social and behavioral sciences. It competes with Provalis's ProSuite on the same qualitative and mixed-methods workloads but differentiates through a SaaS, browser-native architecture.
Broad incumbents
- Lexalytics (InMoment): Lexalytics, now part of InMoment, provides enterprise-grade NLP and text analytics for sentiment, intent, and theme extraction across customer feedback and surveys. It competes with WordStat for enterprise voice-of-customer and survey analytics workloads at a much larger scale.
- Qualtrics Text Analytics: Qualtrics (including Clarabridge) provides enterprise survey and text analytics for customer experience and market research, overlapping with WordStat on open-ended question analysis and NPS-style text analytics. It targets corporate research buyers at significantly larger scale.
- IBM Watson Natural Language Understanding: IBM Watson NLU is an enterprise NLP API offering sentiment, entity, emotion, and keyword extraction. It is a broader incumbent in the same text analytics category as WordStat, targeting enterprise and government buyers rather than academic qualitative researchers.
- SAS Text Analytics: SAS Text Analytics is an enterprise text mining, topic modeling, and sentiment analysis offering within the broader SAS analytics platform. It overlaps with WordStat for large-scale text mining but targets large enterprises rather than academic or mixed-methods researchers.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat6 records
Key risks6 records
Key highlights7 records
Customer concentration
Provalis social profiles
Digital presenceProvalis financial estimates
Financial estimateRevenue estimate
Valuation estimate
Provalis leadership team
Management profileNumber of profiles
Profiles2 records
Provalis funding detail
Funding detailFunding overview
Funding rounds
Investors
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Provalis 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 Provalis
What does Provalis do?
Provalis Research develops and sells text analytics software for qualitative data analysis, content analysis, and text mining. Its flagship products—QDA Miner (qualitative coding and annotation), WordStat (content analysis and text mining), and SimStat (statistical analysis)—are bundled as ProSuite and used by over 6,000 institutions globally for academic research, business intelligence, market research, and media analysis. The software supports 60+ languages and integrates generative AI with flexible local or private-cloud deployment options.
Is Provalis a public or private company?
Provalis is a private company. It is classified as founder individual operated bootstrapped and is currently operating.
When was Provalis founded?
Provalis was founded in 1989. It employs 11 to 50 people.
Where is Provalis based?
Provalis is headquartered in Montréal, Canada, in the North America region.
How does Provalis make money?
Two revenue lines are on record. Software Licenses and Subscriptions are the primary driver. The others are professional Services.
Who are Provalis's main competitors?
Emerging players on record are RQDA and MonkeyLearn. Direct peers are MAXQDA, NVivo (Lumivero), Atlas.ti and Dedoose. Broad incumbents are Lexalytics (InMoment), Qualtrics Text Analytics, IBM Watson Natural Language Understanding and SAS Text Analytics.
Does Provalis have an API?
No public API is recorded for Provalis.