thingsTHINKING
thingsTHINKING is a German AI software company that developed semantha, a no-training semantic AI platform for analyzing unstructured documents in insurance, automotive, banking, legal, and public-sector workflows; it was acquired by Aleph Alpha in April 2025.
- Company typePrivate
- Founded2017
- HeadquartersKarlsruhe, Germany
- Headcount11–50
- GTM typeB2B
- OfferingSoftware
What thingsTHINKING does
thingsTHINKING GmbH is a Karlsruhe, Germany-based software company that developed and commercialized semantha, a semantic AI platform for processing unstructured text documents. The platform reads documents at the meaning level rather than the word level, performs three-step processing (semantic similarity analysis, typed data extraction, and logical reasoning against background knowledge), and is designed to work out of the box without per-customer training or fine-tuning. The technology originates from 14+ years of NLP research at the Karlsruhe Institute of Technology (KIT) and runs on standard CPU infrastructure, eliminating GPU requirements and offering a significantly lower energy footprint than comparable NLP models (0.75kg CO2 in training vs. 700+ kg for BERT-class models).
The product is sold as a platform license with both cloud-hosted (SaaS) and on-premise deployment options, addressing German and EU enterprise data-sovereignty requirements. The platform is modular — including Requirements, Structure Navigator, Compare, Analyzer, Topic Check, and Smart Cluster modules — and exposes all functionality via a documented REST API. Target customers are document-intensive mid-market and enterprise organizations in insurance, automotive suppliers, banking/finance, legal, public sector, and HR. Named customers include Gothaer Versicherung, HDI, HELLA, Vitesco, BHTC, Nexteer, Heidelberger Volksbank, Holtzbrinck, the City of Heilbronn, and Accenture. Distribution is consultation-driven enterprise sales ('Book a Meet') supplemented by integrations with UiPath Marketplace, Siemens Polarion ALM, d.velop, and Snowflake.
thingsTHINKING raised a single €4.5 million seed round in May 2021 led by Earlybird with angel participation, and was acquired by Aleph Alpha in April 2025 in an acqui-hire deal described as a single-digit million euro transaction. The semantha platform has since been integrated into Aleph Alpha's PhariaAI sovereign AI solution, where it serves as the text analytics and workflow automation layer for industrial and financial-sector clients. Prior to acquisition, the company operated with 11-50 employees and was recognized as a KI Champion Baden-Württemberg and Industry 4.0 lighthouse project.
thingsTHINKING firmographics
Firmographics- Name
- thingsTHINKING
- Legal name
- thingsTHINKING GmbH
- Website
- https://semantha.de
- Company type
- Private
- Founded year
- 2017
- Operating status
- Acquired
- Headcount range
- 11–50 employees
- Short description
- thingsTHINKING is a German AI software company that developed semantha, a no-training semantic AI platform for analyzing unstructured documents in insurance, automotive, banking, legal, and public-sector workflows; it was acquired by Aleph Alpha in April 2025.
- Ownership category
- akta.pro rank
thingsTHINKING industry classification
Industry- Product category
- Semantic AI Text Processing
- NAICS
- Software Publishers (5132), Custom Computer Programming Services (541511)
- SIC
- Services-Prepackaged Software (7372), Services-Computer Programming, Data Processing, Etc. (7370)
- akta.pro primary industry
- Social-Emotional Learning (SEL) & Behavioral Intervention Materials (PBIS, Social Skills) (EDAGAMAE)
- akta.pro secondary industry
- Executive Functioning & Behavioral Support Tools (ADHD, SEL/Behavior Tracking, Routines) (EDAFAKAG)
Keywords
Where thingsTHINKING is headquartered
LocationHeadquarters
- HQ city
- Karlsruhe
- HQ country
- Germany
- HQ region
- Europe
Offices2 records
Markets served
thingsTHINKING business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Personnel, Technology or R&D, Marketing or Sales, Operations, Infrastructure
Revenue model
- semantha Platform Licensing (SaaS/On-Premise): semantha is offered as a platform license, available both as cloud-hosted (SaaS) and on-premise deployment. The company offers separate Service Level Agreements for cloud and on-prem deployments, indicating subscription or usage-based recurring revenue.
- Professional Services: thingsTHINKING offers professional services including implementation, customization to domain jargon, and integration. Professional Services Acceptance and Change Request forms are provided to customers.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Subscription | Annual | Custom enterprise licensing |
Go-to-market motion1 record
Distribution channels7 records
Marketing channels10 records
thingsTHINKING product offering
Product offeringCore offering
thingsTHINKING develops and sells semantha, an adaptive AI platform for text-driven processes that processes unstructured documents in three steps: determining semantic similarities between text passages, extracting and typing data points, and linking data with background knowledge to draw logical conclusions. The platform is offered as both cloud-hosted (SaaS) and on-premise deployments to enterprise customers in insurance, automotive, finance, legal, and government sectors, with no per-customer training required.
Product overview
thingsTHINKING offers semantha, an Adaptive AI platform for text-driven processes. The platform consists of a core semantic text analysis engine with multiple specialized modules: semantha Requirements, semantha Structure Navigator, semantha Compare, semantha Analyzer, semantha Topic Check, and semantha Smart Cluster. semantha processes unstructured documents in three steps: (1) determining semantic similarities between text passages, (2) extracting and structuring data points, and (3) linking data with background knowledge for logical conclusions. The platform requires no training or machine learning setup before use, comes with built-in language understanding, and can be customized to specific domains. Industry-specific solutions cover automotive suppliers, finance, insurance, legal, and public/government sectors. The platform was acquired by Aleph Alpha in April 2025 and integrated into the PhariaAI solution.
Differentiator
Problem solved
Functional benefit
Products and services
- semantha Platform Adaptive AI platform for text-driven processes that analyzes unstructured documents without training, turning text into structured, actionable data. Combines semantic similarity analysis, typed data extraction, and logical reasoning with background knowledge, available as cloud-hosted SaaS and on-premise deployments.
Quantifiable outcome
- 40-50% time savings in insurance policy review (Gothaer Versicherung)
- +5 more outcomes
Companies that use thingsTHINKING
Customer profileNamed customers13 records
Segments6 records
Ideal customer profiles5 records
thingsTHINKING technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- Yes
- API docs
- API detail
Core technology
AI maturity
App detail
Integration2 records
AI capability6 records
Feature8 records
thingsTHINKING partnerships and signals
Strategic signalPartnerships
13 partnerships are on record, tiered flagship, minor, notable and core.
- Aleph AlphaflagshipAleph Alpha, Germany's largest developer of sovereign AI solutions for businesses and public authorities, acquired thingsTHINKING in April 2025 in an acqui-hire deal (single-digit million euro sum). The Semantha platform was integrated into Aleph Alpha's PhariaAI solution to enhance text analytics and workflow automation for industrial and financial sector clients. This was Aleph Alpha's second acquisition following its purchase of Berlin-based AI startup Lengoo.
- LengoominorLengoo is Aleph Alpha's first acquisition (Berlin-based AI startup). Aleph Alpha's second acquisition was thingsTHINKING in April 2025. Not a direct partnership of thingsTHINKING.
- Gothaer Versicherung AGnotableGothaer, a major German insurer with over 4 million members and annual premium income exceeding €4 billion, implemented semantha for checking broker wordings and insurance conditions. Achieved 40-50% time savings in the policy review process. Published as a customer success story.
- Daniel Jung (YouTube educator)minorthingsTHINKING partnered with Daniel Jung (math education YouTube star) and the Institute for Applied Artificial Intelligence (IAAI) at Hochschule der Medien Stuttgart on the AIEDN project — an AI-based personalized math learning assistant using semantha's semantic search capabilities to match student questions to video explanations.
- Institute for Applied Artificial Intelligence (IAAI) at Hochschule der Medien StuttgartminorAcademic partnership for the AIEDN research project developing an AI-based personalized learning assistant. The IAAI is led by Prof. Dr. Michael Burda. Funded by Ministry of Economics, Labor and Tourism Baden-Württemberg under Invest BW program.
- UiPathcoresemantha is integrated with and available through the UiPath Marketplace. The symbiosis of RPA (UiPath) and semantic AI (semantha) enables intelligent document processing workflows, automating text-driven processes that previously required manual handling.
- d.velopcoreIntegration partnership with d.velop platform, enabling document processing workflows within the d.velop ecosystem.
- Polarion ALM (Siemens)coreIntegration with Siemens Polarion ALM for requirements analysis and specifications processing workflows. Enables automated comparison of incoming requirements with internal quality standards.
- SnowflakenotableIntegration with Snowflake data platform enables analysis of unstructured ESG and other data stored in Snowflake, with results displayed using data visualization tools.
- AccenturenotableAccenture is listed as a technology partner and customer of thingsTHINKING/semantha. Collaboration involves large enterprise deployments and consulting engagements.
- Baker McKenzieminorBaker McKenzie partnered with thingsTHINKING through the REINVENT program, a collaboration supporting innovative AI solutions for legal and compliance applications.
- KI-Verband (German AI Association)minorthingsTHINKING is a member of the KI-Verband (German AI Association), supporting the German AI ecosystem and industry standards.
- Karlsruhe Institute of Technology (KIT)corethingsTHINKING originated from over 14 years of NLP and AI research at the Karlsruhe Institute of Technology (KIT). Co-founders Sven Körner and Mathias Landhäußer conducted research there before commercializing technology through the company.
Scale indicators9 records
Recent moves6 records
Expansion highlights6 records
thingsTHINKING competitors and assessment
Company assessmentDirect peers
- Luminance: UK-based legal AI platform for contract review, due diligence and compliance — a direct vertical peer for semantha's legal and contract analysis modules and an example of how European document AI scaled in regulated verticals.
- Hyperscience: Enterprise AI platform that classifies and extracts data from complex documents at scale for insurance, financial services and government — a direct semantic/intelligent document processing peer to semantha.
- Cortical.io: Vienna-based semantic NLP company applying a brain-inspired semantic folding model to contract analytics and text understanding. Closely comparable to semantha's meaning-level (vs. word-level) semantic approach and European enterprise focus.
- ABBYY: Long-established provider of document AI, OCR and intelligent document processing used by enterprises in finance, insurance and legal — directly comparable to semantha's enterprise document understanding and contract/requirements analysis use cases.
- Rossum: Prague-based AI document processing platform for invoices, contracts and other enterprise documents, using semantic understanding to extract structured data. Directly comparable to semantha in intelligent document processing for insurance, finance and shared-service workflows.
Broad incumbents
- Celonis: Munich-based process mining and AI execution leader. Indirect peer — both target enterprise process optimization in German-speaking markets, though Celonis focuses on process discovery/automation rather than semantic text extraction.
- UiPath: RPA and document automation incumbent whose UiPath Marketplace already lists semantha. Broader incumbent that overlaps with semantha's intelligent document processing capabilities as part of a wider automation platform.
- Kofax (Tungsten Automation): Established intelligent document processing and workflow automation vendor serving banking, insurance and government — broader incumbent competing for the same document-heavy enterprise RFPs as semantha.
Emerging players
- Evisort: AI contract lifecycle management platform for legal and procurement teams. Emerging vertical peer to semantha's contract analysis and compliance management use cases.
Others
- Aleph Alpha: Parent company since the April 2025 acqui-hire, building PhariaAI sovereign AI for European enterprises and public sector. Included as the most relevant ecosystem/parent peer shaping semantha's future distribution.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat4 records
Key risks6 records
Key highlights7 records
Customer concentration
thingsTHINKING social profiles
Digital presencethingsTHINKING compliance and trust
Trust signalCompliance2 records
thingsTHINKING financial estimates
Financial estimateRevenue estimate
Valuation estimate
thingsTHINKING leadership team
Management profileNumber of profiles
Profiles5 records
thingsTHINKING funding detail
Funding detailFunding overview
Funding rounds1 record
Investors1 record
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
thingsTHINKING 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 thingsTHINKING
What does thingsTHINKING do?
thingsTHINKING develops and sells semantha, an adaptive AI platform for text-driven processes that processes unstructured documents in three steps: determining semantic similarities between text passages, extracting and typing data points, and linking data with background knowledge to draw logical conclusions. The platform is offered as both cloud-hosted (SaaS) and on-premise deployments to enterprise customers in insurance, automotive, finance, legal, and government sectors, with no per-customer training required.
Is thingsTHINKING a public or private company?
thingsTHINKING is a private company. It is classified as corporate owned and is currently acquired.
When was thingsTHINKING founded?
thingsTHINKING was founded in 2017. It employs 11 to 50 people.
Where is thingsTHINKING based?
thingsTHINKING is headquartered in Karlsruhe, Germany, in the Europe region.
How does thingsTHINKING make money?
Two revenue lines are on record. semantha Platform Licensing (SaaS/On-Premise) is the primary driver. The others are professional Services.
Who are thingsTHINKING's main competitors?
Direct peers on record are Luminance, Hyperscience, Cortical.io, ABBYY and Rossum. Broad incumbents are Celonis, UiPath and Kofax (Tungsten Automation). Evisort is listed as an emerging player. Aleph Alpha is listed as an others.
Does thingsTHINKING have an API?
Yes. The entire functionality of semantha is available as a REST API with extensive documentation. This simplifies the integration of semantha into existing IT landscapes and process-leading systems. Developer documentation is at www.semantha.de/experten.
What industry is thingsTHINKING in?
thingsTHINKING's product category is Semantic AI Text Processing. Its primary akta.pro industry code is EDAGAMAE, Social-Emotional Learning (SEL) & Behavioral Intervention Materials (PBIS, Social Skills), with a secondary code of EDAFAKAG, Executive Functioning & Behavioral Support Tools (ADHD, SEL/Behavior Tracking, Routines). Its NAICS code is 5132 and its SIC code is 7372.