SMA Development

What SMA Development does

SMA Development GmbH (brand: SMADEV) is a Jena, Germany-based AI and data consulting firm founded in 2012 that designs and operates digital products and AI solutions for enterprise clients. The firm sells a structured Data-to-Value engagement model spanning Discovery (strategy workshop, potential analysis, PoC), Build (agile sprints with continuous validation), and Operate (hosting, monitoring, optimization), and complements it with an Innovation Lab sub-brand called epicinsights that conducts advanced AI R&D. Its flagship technical asset is the AI-Evaluations (AI-Evals) framework, a five-dimensional quality measurement system covering Answer & Outcome, Grounding & Knowledge, Agent & Tooling, Conversation, and Operational Quality for production LLM and RAG systems. Service lines include custom generative AI and RAG implementation, machine learning and MLOps, BI and analytics, AI quality monitoring, and data sourcing, with technology-agnostic positioning designed to avoid vendor lock-in.

Commercially, SMA Development operates a CEO-led, enterprise-focused direct sales motion offering free strategy consultations as funnel entry, then delivering project-based professional services engagements typically spanning six to eighteen months, supplemented by managed hosting and a growing recurring AI evaluation line. The customer base includes Porsche, Zeiss, Deutsche Bahn, T-Systems, Kia, Jenoptik, Group M, Adler Elektrotechnik, and Robert-Koch Institut, spanning automotive, optics, transportation, telecom, media, and public health. The company is privately held, founder/management-led without external PE or VC backing disclosed, employs 11–50 people, and is currently scaling its go-to-market through a dedicated Marketing Manager hire and thought-leadership content around AI quality.

Name

SMA Development

Legal name

SMA Development GmbH

Website

https://sma-dev.de

Company type

Private

Founded year

2012

Operating status

Operating

Headcount range

11–50 employees

Short description

SMA Development GmbH is a Jena-based AI and data consulting firm that designs, builds, and operates digital products and AI solutions for European enterprises, using a proprietary Data-to-Value methodology and an AI-Evaluations framework to deliver measurable AI quality.

Ownership category

akta.pro rank

Headquarters

HQ city

Jena

HQ country

Germany

HQ region

Europe

Offices1 record

Markets served

GTM type

B2B

Offering type

Services

Cost components

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

Revenue model

1. Strategy Consulting & Advisory: Strategy workshops, Data-to-Value framework consulting, and ongoing strategic advisory services. Projects start with strategy workshops and include quarterly reviews.
2. Custom Software Development & Integration: Custom digital product development, AI/ML model development, data engineering, BI/Analytics solutions, and infrastructure setup services. Projects typically span 6-18 months in Build Phase.
3. Managed Services & Operations: Ongoing hosting, performance monitoring, technical support, and feature updates. Continuous optimization based on user data and business metrics.
4. AI Evaluation Services: AI quality assessment, evaluation framework implementation, and continuous monitoring services for production AI systems.
5. Data Sourcing & Research: Data sourcing services including web-crawling, sales & marketing data, audio data & transcription, sensor data, and mobility data services.

Pricing tiers

Go-to-market motion2 records

Distribution channels3 records

Marketing channels7 records

Core offering

SMA Development designs and implements custom digital products and AI solutions for enterprise and mid-market clients. The company delivers end-to-end engagements spanning strategy workshops, custom software development, AI/ML model implementation, RAG system deployment, and ongoing managed operations. Its proprietary AI-Evals framework enables systematic quality measurement and control of AI systems in production.

Product overview

SMA Development GmbH offers a comprehensive portfolio of data-to-value services and AI solutions rather than a single unified product. The core methodology is the Data-to-Value Framework (Discovery, Build, Operate phases), which encompasses consulting, custom development, and ongoing optimization services. Their flagship capability is AI-Evaluations (AI-Evals) — a systematic framework for measuring and controlling AI quality across five dimensions. They provide specialized RAG System Evaluation services and a five-dimension AI Quality Metrics Framework. Services include Generative AI Solutions (LLMs, RAG, AI agents), Machine Learning & MLOps, and BI & Analytics Solutions. The epicinsights Innovation Lab serves as their R&D sub-brand offering advanced research capabilities. An Enterprise AI Glossary provides educational resources. The offering is services-driven rather than packaged software, with all solutions delivered through consulting and implementation engagements.

Differentiator

Problem solved

Functional benefit

Brands

• epicinsights: Innovation Lab of SMA Development focusing on Data Science & AI research and development.

Products and services

• AI-Evaluations (AI-Evals)

Quantifiable outcome

• Hallucination rate reduced from 21.3% to 8.5% through RAG integration with governance
• +4 more outcomes

Named customers9 records

Segments6 records

Ideal customer profiles4 records

Technology focussed No

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability10 records

Feature4 records

Partnerships

Ten partnerships are on record, tiered core and major.

• epicinsightscoreStrategic or Co-development Partnerepicinsights is the Innovation Lab of SMA Development, focused on data science and AI research. It serves as the company's internal R&D arm, testing latest AI methods and technologies through research cooperations. Operates as specialized unit for advanced AI development and innovation delivery.
• PorschemajorStrategic or Co-development PartnerListed as trusted partnership. Porsche is a major enterprise client receiving digital product and AI solutions development services from SMA Development.
• T-SystemsmajorStrategic or Co-development PartnerListed as trusted partnership. T-Systems is an enterprise client receiving development partnership services for digital solutions.
• JenoptikmajorStrategic or Co-development PartnerListed as trusted partnership. Jenoptik is a technology client receiving digital transformation partnership services.
• ZeissmajorStrategic or Co-development PartnerListed as trusted partnership. Zeiss receives development partnership for digital products and AI solutions.
• Deutsche BahnmajorStrategic or Co-development PartnerListed as trusted partnership. Deutsche Bahn receives digital transformation and AI solutions development services.
• KiamajorStrategic or Co-development PartnerListed as trusted partnership. Kia receives digital solutions development partnership services.
• Robert-Koch InstitutmajorStrategic or Co-development PartnerListed as trusted research cooperation. Robert-Koch Institut represents a research partnership for public health data initiatives.
• Group MmajorStrategic or Co-development PartnerListed as trusted partnership. Group M is a media/advertising company receiving development partnership services.
• Adler Elektrotechnik GmbHmajorStrategic or Co-development PartnerListed as trusted partnership. Adler Elektrotechnik is an electrical engineering company receiving digital solutions partnership.

Scale indicators4 records

Recent moves6 records

Expansion highlights5 records

Direct peers

• Alexander Thamm GmbH: Germany-based AI and data science consultancy offering end-to-end data-to-value services including strategy, custom ML/AI development, and MLOps. Closest direct competitor to SMA Development in the DACH enterprise AI services market with comparable Data & AI offering and target customer profile.
• statworx GmbH: Frankfurt-based AI and data science consultancy delivering custom ML solutions, MLOps, and AI strategy for enterprise clients. Highly comparable to SMA Development in services portfolio, customer segments (mid-market to enterprise), and German/European market focus.
• Dataciders GmbH: German data and AI consultancy offering data strategy, data engineering, BI/analytics, and AI/ML implementation services. Comparable as a DACH-focused boutique competing for similar enterprise data-to-value engagements.

Broad incumbents

• Thoughtworks: Global technology consultancy specializing in custom software engineering, data platforms, and AI/ML delivery for enterprises. Overlaps with SMA Development's custom development and data platform work but at much larger scale and broader geographic footprint.
• Capgemini Engineering: Global IT services and systems integration firm with a large data/AI practice serving enterprise clients. Competes for the same enterprise AI and digital transformation budgets as SMA Development, with much broader delivery capability.
• Databricks: Data and AI platform company providing the lakehouse, ML, and GenAI tooling (including Mosaic AI) that many of SMA Development's customers adopt. Indirect competitor for AI/ML implementation budgets and increasingly bundling evaluation/observability features.
• DataRobot: Enterprise AI platform offering AutoML, MLOps, and GenAI capabilities. Competes for predictive analytics and ML deployment budgets at the same enterprise customers SMA Development serves, while offering a more productized alternative to its custom ML/MLOps services.

Emerging players

• Arize AI: AI observability and evaluation platform offering drift, quality, and LLM evaluation tooling. Comparable to SMA Development's AI-Evals and RAG system monitoring services but delivered as a productized SaaS platform rather than professional services.
• WhyLabs: AI observability platform focused on data quality, model monitoring, and LLM evaluation. Adjacent competitor to SMA Development's AI-Evals framework, with overlap in production AI quality monitoring use cases for enterprise customers.

Regional players

• Celonis: Germany-headquartered process mining and data analytics platform increasingly expanding into AI-augmented process intelligence. Comparable as a successful DACH-rooted data/AI company, though at vastly larger scale and with a software-product (not services) business model.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks6 records

Key highlights6 records

Customer concentration

• Facebookfacebook.com/SMA-Development-142459839186282
• LinkedInlinkedin.com/company/sma-development

Revenue estimate

Valuation estimate

Number of profiles

Profiles1 record

Funding overview

Funding rounds

Investors

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 SMA Development