Recognity
Recognity is a Paris-based independent firm that designs, deploys, and operates sovereign AI agents and RAG systems on enterprise infrastructure for regulated European clients in finance, law, investment, education, and defense, alongside a long-standing digital transformation agency.
- Company typePrivate
- Founded2011
- HeadquartersNanterre, France
- Headcount1–10
- GTM typeB2B
- OfferingSoftware
What Recognity does
Recognity is a Paris-based independent technology firm, founded in 2011, that operates two interrelated businesses: a 15-year-old digital transformation agency and a sovereign AI division launched more recently. The AI division builds and operates autonomous multi-agent systems and a sovereign Retrieval-Augmented Generation (RAG) platform on top of open-source models (Mistral, Llama) served via vLLM on customer-owned or EU sovereign cloud infrastructure (on-premise GPU clusters, EU colocation, or SecNumCloud). The technology stack combines hybrid lexical and vector search (tsvector + pgvector) with RRF reranking, sentence-level source citation, deterministic calculation from documents, and integration into client CRM, ERP, GED, email, and messaging systems. Recognity also provides a data and MLOps foundation with fine-tuning, golden-dataset evaluation, and scheduled retraining to keep systems in production rather than as POCs.
The firm's commercial model is a four-stage enterprise engagement: a free 30-minute diagnostic, a fixed 1,900 euro cadrage (scoping) deliverable, a project-based build phase typically priced at 25,000-40,000 euros for a first production case, and an ongoing monthly run/monitoring subscription. Target customers are European enterprises in regulated sectors where data residency is mandatory, specifically finance and audit firms, law firms and legal departments, investment funds, education and training providers, and industrial and defense organizations. Visible enterprise logos include Air France, White & Case, Bredin Prat, Crowe, Endrix, Zalis, Orrick, CCFS, Infravenir, Mediactive Broadcast, and Vadato Digital, though the company notes that many AI deployments remain under NDA and references are provided before scoping engagements. The agency division supplies complementary services in digital acquisition (SEO/GEO), web creation, content and video production, events, economic intelligence, and consulting.
Recognity firmographics
Firmographics- Name
- Recognity
- Legal name
- Recognity
- Website
- https://recognity.fr
- Company type
- Private
- Founded year
- 2011
- Operating status
- Operating
- Headcount range
- 1–10 employees
- Short description
- Recognity is a Paris-based independent firm that designs, deploys, and operates sovereign AI agents and RAG systems on enterprise infrastructure for regulated European clients in finance, law, investment, education, and defense, alongside a long-standing digital transformation agency.
- Ownership category
- akta.pro rank
Recognity industry classification
Industry- Product category
- Sovereign Enterprise AI Platform
- NAICS
- Computer Systems Design and Related Services (54151), Computer Systems Design and Related Services (5415), Custom Computer Programming Services (541511), Computer Systems Design Services (541512)
- SIC
- Services-Computer Integrated Systems Design (7373), Services-Computer Programming Services (7371), Services-Computer Programming, Data Processing, Etc. (7370)
- akta.pro primary industry
- AI/ML Solution Integration & MLOps Enablement (BPAEAAAJ)
- akta.pro secondary industries
- AI Application Enablement Platforms (Copilot/Agent Frameworks, SDKs) (HDAEANAJ), End-to-End Enterprise AI Platforms (MLOps & Model Lifecycle Management) (HDAEANAA), Agents & Autonomous Workflows (Tool Use, Planning, Multi-Agent) (HDAAACAF)
Keywords
Where Recognity is headquartered
LocationHeadquarters
- HQ city
- Nanterre
- HQ country
- France
- HQ region
- Europe
Offices1 record
Markets served
Recognity business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Personnel, Technology or R&D, Infrastructure, Operations, Marketing or Sales
Revenue model
- AI Implementation and Build: Custom development of AI agents, RAG systems, and infrastructure deployment. Pricing based on project scope (cadrage at 1,900€ fixed, build phase on quote). First production case typically ranges 25-40k€.
- Ongoing Operations and Monitoring: Monthly run phase including monitoring, retraining, and SLA management. Predictable ongoing cost structure after initial setup.
- Digital Agency Services: Pre-AI division offering digital transformation services: acquisition, web development, content/video, events, economic intelligence, consulting. Built over 15 years.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Other | Pay-as-you-go | Free diagnostic: 30-minute video call to qualify the case and determine legitimacy |
| One time/ perpetual license | Pay-as-you-go | Cadrage (Scoping): Fixed-price engagement for scope, data assessment, architecture, and firm pricing |
| Other | Multi-year contract | Build (Implementation): Custom development of agents, RAG, infrastructure |
| Subscription | Monthly | Run (Operations): Monthly monitoring, retraining, SLA management |
Go-to-market motion1 record
Distribution channels1 record
Marketing channels4 records
Recognity product offering
Product offeringCore offering
Recognity designs, builds, and operates sovereign AI systems for European enterprises. Its core offering combines orchestrated autonomous agents, a sovereign Retrieval-Augmented Generation engine with hybrid lexical/vector search and source-cited answers, and on-premise or EU sovereign cloud deployment of open-source models (Mistral, Llama) via vLLM on dedicated GPU clusters. A continuous MLOps layer maintains production systems, and a legacy digital agency division provides acquisition, content, web, events, and consulting services.
Product overview
Recognity operates as a platform-plus-modules architecture combining four core AI products (Autonomous Agents, Sovereign RAG, Sovereign Deployment, and Data & MLOps) with supplementary digital agency services. The integrated system runs entirely on client infrastructure or EU sovereign cloud using open models (Mistral, Llama) via vLLM. Clients typically start with an agent or RAG base in EU cloud, then migrate to on-premise when data sovereignty becomes a priority. The digital agency division provides complementary services (acquisition, web, content, events, consulting) that preceded the AI division by 15 years. Pricing model: fixed setup plus predictable run costs, starting around €25–40k for first production case.
Differentiator
Problem solved
Functional benefit
Products and services
- Agents Autonomes (Autonomous Agents) Multi-agent orchestration platform for enterprise clients that connects to their CRM, ERP, GED, and messaging systems. Agents handle planning, document retrieval, tool calls, sourced writing, and human validation to execute end-to-end business tasks while keeping humans in the decision loop.
- RAG Souverain (Sovereign RAG) Retrieval-Augmented Generation system with hybrid lexical (tsvector) and vector (pgvector) search, semantic chunking, RRF reranking, and sentence-level source citation. Lets enterprise clients query contracts, emails, ERP records, archives, and jurisprudence in natural language with no data leaving their infrastructure and no silent hallucinations.
- Déploiement Souverain (Sovereign Deployment) Deployment of open-source models (Mistral, Llama) on customer-owned GPU clusters (H100, L40S), EU colocation, or SecNumCloud, using vLLM with batching and quantization for predictable inference costs and zero data transit through US APIs.
- Socle Data & MLOps (Data Foundation & MLOps) Data engineering, fine-tuning when measurably beneficial, golden-dataset evaluation, continuous monitoring, and scheduled retraining that turns the AI stack into a maintained production system rather than a one-off POC.
- Agence Digitale (Digital Agency Services) Digital transformation services spanning digital acquisition (SEO/GEO), website creation and redesign, content and video production, events production, economic intelligence, and consulting. Served enterprise clients including Air France, White & Case, Bredin Prat, Crowe, Endrix, Zalis, Orrick, CCFS, Infravenir, Mediactive Broadcast, and Vadato Digital.
Quantifiable outcome
- 6 hours per week saved for language school through automated weekly reporting
- +2 more outcomes
Companies that use Recognity
Customer profileNamed customers11 records
Segments5 records
Ideal customer profiles4 records
Recognity technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- No
- API docs
- API detail
Core technology
AI maturity
App detail
Integration5 records
AI capability12 records
Feature4 records
Recognity partnerships and signals
Strategic signalScale indicators3 records
Recent moves1 record
Expansion highlights4 records
Recognity competitors and assessment
Company assessmentBroad incumbents
- Aleph Alpha: European sovereign AI platform positioned for regulated industries and government clients. Comparable to Recognity in sovereign-on-premise deployment rhetoric but operates as a platform company rather than services integrator.
- Celonis: European process mining and automation platform used in finance and operations. Adjacent to Recognity's agent-driven process automation use cases (ERP-driven agents, reporting agents, audit automation).
- Dataiku: European AI/ML platform for enterprise data science and MLOps with self-hosted and managed deployment options. Comparable to Recognity's data foundation / MLOps layer but at a much larger scale and broader feature set.
- Harvey AI: Legal AI SaaS for elite law firms (White & Case, etc. are customers) — some of the same logos as Recognity's agency client base. Comparable in legal AI use case, but operates as a SaaS product rather than on-premise deployment.
- Mistral AI: French AI lab providing open-weight foundation models and enterprise AI offerings, including sovereign deployment options. Both share the French sovereign AI narrative, but Mistral is a model provider while Recognity is a services integrator.
Direct peers
- Sinequa: French-founded enterprise search and RAG platform used by regulated industries (pharma, defense, finance). Overlaps with Recognity's sovereign RAG product and on-premise deployment capabilities.
- LightOn: French enterprise AI company offering LLM and generative AI solutions for regulated industries with sovereign deployment. Comparable to Recognity in target market (French/European regulated enterprises) and sovereign AI positioning.
- Doctrine.fr: French legal AI company providing RAG and analytics over jurisprudence and case law for law firms and legal departments. Directly comparable to Recognity's legal vertical use cases (contract analysis, jurisprudence search, document Q&A).
- Predictice: French AI platform for litigation prediction and legal analytics, serving French and European law firms. Adjacent to Recognity's legal AI work but with a more vertically productized offering.
- Yseop: French AI company specializing in regulated-industry report generation (pharma, finance). Similar to Recognity in targeting compliance-heavy verticals with AI-driven document and reporting automation.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat5 records
Key risks6 records
Key highlights7 records
Customer concentration
Recognity social profiles
Digital presenceRecognity financial estimates
Financial estimateRevenue estimate
Valuation estimate
Recognity leadership team
Management profileNumber of profiles
Recognity funding detail
Funding detailFunding overview
Funding rounds
Investors
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Recognity 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 Recognity
What does Recognity do?
Recognity designs, builds, and operates sovereign AI systems for European enterprises. Its core offering combines orchestrated autonomous agents, a sovereign Retrieval-Augmented Generation engine with hybrid lexical/vector search and source-cited answers, and on-premise or EU sovereign cloud deployment of open-source models (Mistral, Llama) via vLLM on dedicated GPU clusters. A continuous MLOps layer maintains production systems, and a legacy digital agency division provides acquisition, content, web, events, and consulting services.
Is Recognity a public or private company?
Recognity is a private company. It is classified as founder individual operated bootstrapped and is currently operating.
When was Recognity founded?
Recognity was founded in 2011. It employs 1 to 10 people.
Where is Recognity based?
Recognity is headquartered in Nanterre, France, in the Europe region.
How does Recognity make money?
Three revenue lines are on record. AI Implementation and Build is the primary driver. The others are ongoing Operations and Monitoring and digital Agency Services.
Who are Recognity's main competitors?
Broad incumbents on record are Aleph Alpha, Celonis, Dataiku, Harvey AI and Mistral AI. Direct peers are Sinequa, LightOn, Doctrine.fr, Predictice and Yseop.
Does Recognity have an API?
No public API is recorded for Recognity.
What industry is Recognity in?
Recognity's product category is Sovereign Enterprise AI Platform. Its primary akta.pro industry code is BPAEAAAJ, AI/ML Solution Integration & MLOps Enablement, with a secondary code of HDAEANAJ, AI Application Enablement Platforms (Copilot/Agent Frameworks, SDKs). Its NAICS code is 54151 and its SIC code is 7373.