Textgain
Textgain is a Flemish AI/NLP spin-off of the University of Antwerp's CLiPS centre that builds multilingual harmful-content analytics (CALICO Suite, CALICO LLM, EOOH Dashboard, deDuider) for law enforcement, regulators, municipalities, and civil-society organisations across the EU.
- Company typePrivate
- Founded2016
- HeadquartersBorgerhout, Belgium
- Headcount1–10
- GTM typeB2B
- OfferingSoftware
What Textgain does
Textgain is a Flemish AI/NLP company and a spin-off of the University of Antwerp's CLiPS (Computational Linguistics & Psycholinguistics) research centre, headquartered in Borgerhout, Belgium. The company builds multilingual natural language processing systems purpose-built for harmful-content analysis — including violent speech, extremist content, disinformation, foreign information manipulation (FIMI), and coordinated inauthentic behaviour — across all official EU languages plus Arabic, Russian, and Turkish. Its flagship offering is the CALICO Suite, a modular AI analytics platform that combines NLP, toxicity detection and narrative analysis and is deployable via API, SaaS, or on-premise/edge environments. CALICO comprises six modules: the CALICO LLM sovereign foundation model (trained on EU EuroHPC supercomputers via the 2024 European Large AI Grand Challenge), Threat Detection, Trend Analysis, Incident Monitoring, Web Crawling, and OSINT. On top of CALICO sit two operational products — the EOOH Dashboard (8M+ posts analysed daily across 15+ platforms, 27+ languages, and 11+ harm categories with DSA-aligned reporting) and deDuider (regional social-media monitoring used in 30+ municipalities, EU AI Act compliant). Textgain also maintains open-source Python toolkits (Grasp, Pattern, GDPR Anonymization Tool) and delivers project-based products including INSIGHT (Europol/SIPRI firearms-trafficking monitor), RE:plus (journalism debate-analysis tool), and the Eisengenerator (shared-innovation tender-automation tool with Antea Group).
The company operates a hybrid go-to-market combining sales-led enterprise engagement with channel-driven consortium delivery. Direct enterprise sales target law enforcement, defence, regulators, civil society organisations, and municipalities with high-touch, customised deployments aligned to public-sector procurement cycles. Channel-driven delivery occurs via EU-funded research and managed-services projects — BENEDMO (EDMO hub, 2021), INSIGHT (2022), RE:plus (2022), and EOOH (2024) — co-delivered with universities, research institutes, Europol, and media partners. Revenue is generated through enterprise SaaS/API subscriptions, on-premise sovereign deployment licensing, project-based EU grants, and bespoke consulting; pricing is quote-based and not publicly disclosed. Named counterparties and partners include Europol, the Flemish Peace Institute, SIPRI, SEESAC, Leiden University, VUB/EhB, Mediahuis, Tree Company, Wieni, and Antea Group. The company is privately held with no parent entity disclosed and a headcount reported at 1–10 employees.
Textgain firmographics
Firmographics- Name
- Textgain
- Legal name
- Textgain
- Website
- https://textgain.com
- Company type
- Private
- Founded year
- 2016
- Operating status
- Operating
- Headcount range
- 1–10 employees
- Short description
- Textgain is a Flemish AI/NLP spin-off of the University of Antwerp's CLiPS centre that builds multilingual harmful-content analytics (CALICO Suite, CALICO LLM, EOOH Dashboard, deDuider) for law enforcement, regulators, municipalities, and civil-society organisations across the EU.
- Ownership category
- akta.pro rank
Textgain industry classification
Industry- Product category
- AI-Powered Content Moderation and Threat Intelligence
- NAICS
- Software Publishers (5132), Translation and Interpretation Services (541930), Custom Computer Programming Services (541511)
- SIC
- Services-Prepackaged Software (7372), Services-Computer Programming Services (7371), Services-Computer Programming, Data Processing, Etc. (7370)
- akta.pro primary industry
- Moderation, Safety & Toxicity Detection (HDAAADAH)
- akta.pro secondary industries
- Machine Translation & Multilingual NLP (HDAAADAD), Text Analytics & Information Extraction (NER, classification, sentiment) (HDAAADAA), NLP Developer Tools & Evaluation (prompting, testing, benchmarks) (HDAAADAK), Summarization & Document Understanding (HDAAADAE), NLP for Compliance, eDiscovery & Contract Analytics (HDAAADAJ)
Keywords
Where Textgain is headquartered
LocationHeadquarters
- HQ city
- Borgerhout
- HQ country
- Belgium
- HQ region
- Europe
Markets served
Textgain business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Personnel, Technology or R&D, Infrastructure, Operations, Marketing or Sales
Revenue model
- Enterprise SaaS / API subscriptions: Recurring revenue from SaaS and API deployment of the CALICO Suite, EOOH Dashboard, deDuider, and individual modules (Threat Detection, Trend Analysis, Incident Monitoring, OSINT, Web Crawling) to law enforcement, regulators, and civil society organisations.
- On-premise / sovereign deployment licensing: Deployment of CALICO LLM and modules in full on-premise or edge environments for organisations with strict data sovereignty requirements (defence, intelligence, regulatory).
- EU-funded research and managed services projects: Project-based engagements (EOOH, BENEDMO/EDMO, INSIGHT, RE:plus) financed by EU programmes and government commissions; includes delivery of analytical insights and tools to municipalities (30+).
- Custom client solutions and consulting: Bespoke co-developed AI solutions for commercial clients (e.g., Eisengenerator for Antea Group) and tailored training programmes on online discourse analysis.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Other | — | Quote-based enterprise pricing; subscription / on-premise licensing depending on deployment model (API, SaaS, on-premise/edge). |
Go-to-market motion4 records
Textgain product offering
Product offeringCore offering
Textgain builds multilingual natural language processing (NLP) software that detects harmful content, extremism, disinformation, and foreign information manipulation across 30+ languages. Its flagship offering is the CALICO Suite, a modular AI analytics platform combining toxicity detection, narrative analysis, threat detection, incident monitoring, OSINT, and web crawling, available via API, SaaS, or on-premise deployment for law enforcement, regulators, and civil society organisations across Europe.
Product overview
Textgain is a Flemish AI/NLP company whose offering follows a platform-plus-modules architecture. The flagship product is the CALICO Suite, a modular AI analytics platform that combines multilingual NLP, toxicity detection and narrative analysis and is available via API, SaaS or on-premise. CALICO Suite is composed of six deployable modules: CALICO LLM (sovereign multilingual foundation model), Threat Detection, Trend Analysis, Incident Monitoring, Web Crawling and OSINT. On top of the CALICO foundation sit two operational products: the EOOH Dashboard (institutional-scale toxic-content detection analysing 8M+ posts daily across 15+ platforms and 27+ languages with DSA-aligned reporting) and deDuider (regional, EU-AI-Act-compliant social-media monitoring used in 30+ municipalities). Supporting layers include the Grasp and Pattern open-source Python toolkits, the open-source GDPR Anonymization Tool, and project-based products such as INSIGHT (gunviolence.eu firearms incident monitor), EDMO/BENEDMO disinformation hub, RE:plus (debate-analysis tool for journalists), and the Eisengenerator (shared-innovation tender automation with Antea Group). Textgain also delivers two managed services: Threat & Influence Monitoring and Public Policy & Situational Intelligence.
Differentiator
Problem solved
Functional benefit
Brands
- CALICO Suite: AI analytics platform (combining CALICO LLM, Trend Analysis, Incident Monitoring, Threat Detection, Web Crawling and OSINT modules) marketed by Textgain for law enforcement, regulators and civil-society organisations.
- deDuider
- EOOH Dashboard
- Grasp
Products and services
- CALICO Suite Modular AI analytics platform that combines multilingual NLP, toxicity detection, and narrative analysis into an intelligence layer for organisations that need to understand language at scale across platforms, formats, and threat types. Purpose-built for harmful content, extremism, disinformation, and adversarial communication across 30+ languages; available via API, SaaS, or on-premise.
- EOOH Dashboard AI-powered detection of toxic online content at institutional scale. Analyses 8M+ posts daily across 15+ platforms, 27+ languages, and 11+ harm categories with DSA-aligned systemic-risk reporting and cross-platform narrative intelligence. Built for regulatory bodies and law enforcement obligations across the EU.
- deDuider Regional social media monitoring product combining AI-driven text analysis with geographic targeting across mainstream and fringe platforms, including X, TikTok, Facebook, Telegram, and 4chan. Covers all official EU languages plus Arabic, Russian, and Turkish. EU AI Act compliant and privacy-first by design.
- Eisengenerator Language-technology-driven solution co-developed with Antea Group that automates tender document preparation by consolidating tender-related documents into a unified format and matching construction requirements to predefined keywords and phrases.
- INSIGHT (Gun Violence Incidents Monitor) AI-driven near-real-time monitor of firearms-related incidents and seizures across EU member states, hosted at gunviolence.eu. Aggregates public media articles and government data using machine learning and large language models; supports law enforcement and policy intelligence on illicit firearms trafficking and gun violence.
- Grasp Free, lightweight open-source AI toolkit for Python with tools for data mining, natural language processing (NLP), machine learning (ML), and network analysis. Distributed via github.com/textgain/grasp.
- Pattern Open-source web mining module for Python providing tools for natural language processing and machine learning, originating from the University of Antwerp's CLiPS research centre.
- GDPR Anonymization Tool Open-source tool for text anonymization developed in the context of the University of Antwerp's CLiPS Google Summer of Code 2018 programme, supporting GDPR-aligned data handling for text data.
Companies that use Textgain
Customer profileIdeal customer profiles5 records
Textgain technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- Yes
- API docs
- API detail
Core technology
AI maturity
App detail
Integration12 records
AI capability11 records
Feature11 records
Textgain partnerships and signals
Strategic signalRecent moves6 records
Expansion highlights6 records
Textgain competitors and assessment
Company assessmentDirect peers
- ActiveFence: ActiveFence is a trust & safety AI platform that detects harmful content, misinformation, fraud and online risks across text, image and video in 100+ languages. It is the closest direct peer to Textgain in multilingual harmful-content detection for platforms, governments and trust & safety teams.
- Sensity AI: Sensity AI (Netherlands) detects deepfakes, AI-generated content, disinformation and synthetic media across platforms. Comparable to Textgain in the EU regulatory/disinformation monitoring niche, with overlapping public-sector and EU institutional customers.
- Logically: Logically (UK) provides AI-driven disinformation intelligence, narrative analysis and threat monitoring for governments, enterprises and platforms. Directly comparable to Textgain's Threat Detection, Trend Analysis and OSINT capabilities targeting EU/UK regulators and public bodies.
- Graphika: Graphika maps social networks and detects coordinated inauthentic behaviour, influence operations and disinformation campaigns. Closely comparable to Textgain's OSINT and coordinated-behaviour detection modules, with similar government and platform customer profiles.
- Blackbird AI: Blackbird AI provides narrative intelligence and detects narrative attacks, disinformation and harmful campaigns for enterprises and governments. Directly comparable to Textgain's Trend Analysis and OSINT modules targeting brand, public-sector and regulatory buyers.
- Cinder: Cinder is a trust & safety operations platform combining policy enforcement, content moderation tooling and AI-based risk detection. Comparable to Textgain in harmful-content workflows for platforms, though with less focus on multilingual extremism and EU public-sector deployment.
Broad incumbents
- Babel Street: Babel Street is an established US OSINT and multilingual analytics platform serving defence, intelligence and law enforcement. Comparable to Textgain's CALICO Suite in multilingual OSINT and threat intelligence, but as a much larger incumbent with broader data and entity-resolution capabilities.
- Dataminr: Dataminr is a leading real-time event detection and situational awareness platform used by public-sector, news and corporate security teams. Overlaps with Textgain's Incident Monitoring and public policy situational intelligence, but at significantly greater scale and with a broader enterprise footprint.
- Primer: Primer provides NLP and AI for intelligence analysts across defence, government and enterprise, with multilingual document analysis, entity extraction and summarisation. Overlaps with Textgain's multilingual NLP and narrative intelligence capabilities, positioned as a more established incumbent.
Regional players
- Storyful: Storyful (Ireland, part of News Corp) is an OSINT and content verification agency used by newsrooms, platforms and brands to monitor and verify online narratives. Comparable to Textgain's narrative intelligence and disinformation monitoring, with a journalism-first customer base and complementary rather than directly overlapping positioning.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat5 records
Key risks6 records
Key highlights7 records
Customer concentration
Textgain social profiles
Digital presenceTextgain compliance and trust
Trust signalCompliance4 records
Textgain financial estimates
Financial estimateRevenue estimate
Valuation estimate
Textgain leadership team
Management profileNumber of profiles
Textgain funding detail
Funding detailFunding overview
Funding rounds1 record
Investors1 record
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Textgain 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 Textgain
What does Textgain do?
Textgain builds multilingual natural language processing (NLP) software that detects harmful content, extremism, disinformation, and foreign information manipulation across 30+ languages. Its flagship offering is the CALICO Suite, a modular AI analytics platform combining toxicity detection, narrative analysis, threat detection, incident monitoring, OSINT, and web crawling, available via API, SaaS, or on-premise deployment for law enforcement, regulators, and civil society organisations across Europe.
Is Textgain a public or private company?
Textgain is a private company. It is classified as founder individual operated bootstrapped and is currently operating.
When was Textgain founded?
Textgain was founded in 2016. It employs 1 to 10 people.
Where is Textgain based?
Textgain is headquartered in Borgerhout, Belgium, in the Europe region.
How does Textgain make money?
Four revenue lines are on record. Enterprise SaaS / API subscriptions are the primary driver. The others are on-premise / sovereign deployment licensing, EU-funded research and managed services projects and custom client solutions and consulting.
Who are Textgain's main competitors?
Direct peers on record are ActiveFence, Sensity AI, Logically, Graphika, Blackbird AI and Cinder. Broad incumbents are Babel Street, Dataminr and Primer. Storyful is listed as a regional player.
Does Textgain have an API?
Yes. Textgain's CALICO Suite is available via API, SaaS, or on-premise deployment. The CALICO LLM module can be deployed via API, SaaS, or full on-premise/edge environments. API enables organizations to integrate multilingual NLP, toxicity detection, narrative analysis, threat detection, incident monitoring, OSINT and web crawling capabilities directly into their operational workflows. Developer documentation is at www.textgain.com/solutions/calico-suite.
What industry is Textgain in?
Textgain's product category is AI-Powered Content Moderation and Threat Intelligence. Its primary akta.pro industry code is HDAAADAH, Moderation, Safety & Toxicity Detection, with a secondary code of HDAAADAD, Machine Translation & Multilingual NLP. Its NAICS code is 5132 and its SIC code is 7372.