What Wobby does

Wobby is a Belgian AI startup founded in January 2023 and headquartered in Antwerp, Belgium, that built AI Data Analyst Agents enabling business users to query complex data warehouse environments through natural language. The product centered on a proprietary semantic layer that structures business models, metrics, glossary terms, and relationships before executing analytical queries, combined with an agentic architecture that allowed autonomous AI agents to perform controlled analytical tasks while preserving conversational context across follow-up questions. A key sub-component, the Steward AI Agent, automatically generated and maintained this semantic layer from existing data assets and continuously monitored its health, addressing enterprise pain points around reporting drift, unused dashboards, and repetitive data requests.

The company operated a B2B SaaS product-led growth motion with a freemium trial model and enterprise demo-based sales, integrating with major data warehouses (Snowflake, BigQuery, Databricks, Redshift, SQL Server, PostgreSQL, Teradata, Oracle, MongoDB, DynamoDB), BI platforms (Tableau, Power BI, Looker), data pipelines (dbt, Fivetran, Informatica), collaboration tools (Slack, Teams), and ERP systems (SAP). Customer segments spanned large enterprises, data and AI teams, and regulated industries (banking, financial services, government) requiring governed analytics for compliance with BCBS 239, GDPR, HIPAA, and the EU AI Act.

In December 2025, HCLSoftware — the software division of HCL Technologies — announced its acquisition of Wobby for approximately €4.5 million (~$5.2 million) through Actian Germany GmbH, with the deal closing on February 20, 2026. Post-acquisition, the technology was rebranded as Actian AI Analyst and integrated into the Actian Data Intelligence Platform, giving it access to 25 of the Fortune 100 as end customers and HCLSoftware's global enterprise distribution network. The company had previously raised approximately $1.19 million in an October 2024 round from imec.istart, Shaping Impact Group, and V Ventures, and operated with 1-10 employees prior to the acquisition.

Name

Wobby

Legal name

Actian AI Analyst (Formerly Wobby.ai)

Website

https://wobby.ai

Company type

Private

Founded year

2023

Operating status

Acquired

Headcount range

1–10 employees

Short description

Wobby is a Belgian AI startup (founded 2023) that built AI Data Analyst Agents enabling natural language querying of data warehouses via a proprietary semantic layer. Acquired by HCLSoftware in February 2026 for ~€4.5M and rebranded as Actian AI Analyst.

Ownership category

akta.pro rank

Product category

Conversational Analytics Software

NAICS

Computing Infrastructure Providers, Data Processing, Web Hosting, and Related Services (51821), Computing Infrastructure Providers, Data Processing, Web Hosting, and Related Services (518)

SIC

Services-Prepackaged Software (7372), Services-Computer Programming, Data Processing, Etc. (7370)

akta.pro primary industry

AI Application Enablement Platforms (Copilot/Agent Frameworks, SDKs) (HDAEANAJ)

akta.pro secondary industries

Enterprise AI Data & Knowledge Platforms (Vector Databases, Knowledge Graphs) (HDAEANAH), Generative AI & LLM Solutions Services (RAG, Agents, Copilots) (BPAEAHAG)

Keywords

• Conversational analytics platform
• AI data analyst agents
• Natural language querying
• Semantic layer analytics
• Data warehouse intelligence

Headquarters

HQ city

Antwerp

HQ country

Belgium

HQ region

Europe

Offices1 record

Markets served

GTM type

B2B

Offering type

Software

Cost components

Personnel, Technology or R&D, Marketing or Sales, Operations, Infrastructure

Revenue model

1. SaaS Subscription (Pre-acquisition): Wobby operated as a B2B SaaS company offering AI data analyst agents as a subscription service to enterprise customers. Post-acquisition by HCLSoftware in February 2026, the product is now offered as part of the Actian Data Intelligence Platform.

Pricing tiers

Go-to-market motion1 record

Distribution channels3 records

Marketing channels5 records

Core offering

Wobby developed AI Data Analyst Agents that allow enterprise business users to query complex data warehouses using natural language and receive structured, governed analytical answers without writing SQL. The solution is built on a proprietary semantic layer and agentic architecture that structures business models, metrics, glossary terms, and relationships. Post-acquisition by HCLSoftware in February 2026, the product is offered as Actian AI Analyst, embedded within the Actian Data Intelligence Platform, and serves 25 of the Fortune 100.

Product overview

Wobby was an early-stage AI startup based in Antwerp, Belgium, founded in January 2023, that developed AI Data Analyst Agents for data warehouses. The company's core product was an AI-driven conversational analytics solution that enabled enterprises to query complex datasets using natural language through a proprietary semantic layer and agentic architecture. HCLSoftware acquired Wobby in February 2026 for approximately €4.5 million (~$5.2 million), integrating the technology into its Actian Data Intelligence Platform as Actian AI Analyst. The product portfolio now consists of Actian AI Analyst (the conversational analytics core product), the Steward AI Agent (which builds and maintains the semantic layer), and the broader Actian Data Intelligence Platform that hosts these capabilities. The solution enables governed self-service analytics where business users ask questions in plain language while the system maintains centralized control over models, metrics, and sensitive data through semantic layer governance.

Differentiator

Problem solved

Functional benefit

Products and services

• Actian AI Analyst (Formerly Wobby.ai) Context-aware conversational analytics product that enables business users to query governed data warehouses using natural language and receive structured analytical answers, charts, findings, and recommendations without writing SQL. Built on a proprietary semantic layer and agentic architecture, it serves enterprise customers who need trusted, self-service analytics with centralized control over models, metrics, and sensitive data. Post-acquisition, it is offered to enterprise customers globally, including 25 of the Fortune 100, and is sold with a freemium trial and quote-based enterprise pricing.
• Actian Data Intelligence Platform Enterprise data intelligence platform that democratizes data access and accelerates data-driven initiatives, providing AI + ML, knowledge graph, data catalog, metadata management, data lineage, and data products and contracts as core capabilities. Hosts the AI Analyst (formerly Wobby) for conversational analytics and is sold to large enterprises globally, including 25 of the Fortune 100, across industries such as financial services, life sciences, manufacturing, retail, energy & utilities, and transportation & logistics.

Quantifiable outcome

• 60% of time wasted on repetitive data requests
• +2 more outcomes

Named customers2 records

Segments3 records

Ideal customer profiles3 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

Integration22 records

AI capability7 records

Feature6 records

Partnerships

One partnership is on record.

• HCLSoftware (Actian)coreStrategic or Co-development Partner · 20 February 2026HCLSoftware, the software business division of HCLTech, acquired Wobby for €4.5 million (~$5.2 million) to integrate its AI Data Analyst Agents into the Actian Data Intelligence Platform. The acquisition closed February 20, 2026. Wobby's proprietary semantic layer and agentic architecture complement Actian's existing knowledge graph capabilities, enabling natural language querying of complex datasets for enterprise customers.

Scale indicators4 records

Recent moves5 records

Expansion highlights6 records

Broad incumbents

• Tableau AI (Salesforce): Tableau's Einstein-powered natural-language analytics features. Competes with Wobby in self-service BI and conversational insight generation, with Salesforce's enterprise installed base as distribution.
• Snowflake Cortex: Snowflake's native AI suite including Cortex Analyst, a text-to-SQL feature for governed warehouse data. Hyperscaler incumbent that competes head-on with Wobby/Actian AI Analyst, with the advantage of in-platform distribution.
• Microsoft Power BI Copilot: Copilot for Power BI provides natural-language Q&A and report generation inside Microsoft's BI stack, tightly integrated with Microsoft Fabric. Represents the broad-incumbent threat for any third-party conversational analytics vendor.
• Domo: Cloud BI and analytics platform with AI-driven chat, automated insights, and a semantic layer. Broader incumbent in self-service analytics targeting the same business-user persona as Wobby.

Direct peers

• ThoughtSpot: AI-driven analytics platform with natural language search and a conversational agent ('Spotter') that queries governed data. Most direct functional competitor to Wobby's text-to-insight workflow, with a deeper enterprise footprint and analyst channel.
• Databricks Genie: Natural-language interface embedded in the Databricks Data Intelligence Platform that lets business users query lakehouse data. Direct rival for warehouse-native conversational analytics, with massive native distribution via Databricks.
• AtScale: Semantic layer platform that defines governed metrics and exposes them to BI and AI tools. Closest peer on the semantic-layer dimension that Wobby's Steward Agent automates, and a natural alternative architecture for the same enterprise problem.

Emerging players

• DataGPT: AI data analyst that lets non-technical users ask plain-language questions of warehouse data and receive analyst-grade answers. Closest direct emerging competitor in positioning and product UX, with smaller scale than Wobby's Actian footprint.
• Sigma Computing: Spreadsheet-style cloud BI with AI-assisted querying and input models that resemble a semantic layer. Comparable business-user self-service analytics positioning, especially for enterprises that prefer spreadsheet metaphors.
• Cube: Semantic layer for modern data stacks (Cube Cloud) that defines consistent metrics across BI and AI tools. Adjacent competitor to the semantic-layer portion of Wobby's value prop, increasingly adopted as a commodity semantic tier.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks6 records

Key highlights7 records

Customer concentration

• Xx.com/wobby_ai
• LinkedInlinkedin.com/company/wobby-ai

Revenue estimate

Valuation estimate

Number of profiles

Profiles3 records

Funding overview

Funding rounds1 record

Investors3 records

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Wobby