Kognic
Kognic is a Swedish software company that provides a purpose-built, multi-sensor annotation platform combining human-in-the-loop workflows with LLM-assisted automation for automotive OEMs, Tier-1 suppliers, and autonomous vehicle developers training perception, planning, and vision-language-action driving models.
- Company typePrivate
- Founded2018
- HeadquartersGöteborg, Sweden
- Headcount101–250
- GTM typeB2B
- OfferingSoftware
What Kognic does
Kognic AB is a Swedish software company founded in 2018 and headquartered in Gothenburg that operates a purpose-built annotation platform for autonomous driving. The platform combines multi-sensor annotation tooling (camera, LiDAR, radar) with human-in-the-loop workflows and LLM-assisted automation to produce training and validation data for perception, planning, and end-to-end driving models. Technical differentiators include 90+ domain-specific automated Checker Apps, one-click cuboid creation, smart interpolation with ego-motion compensation, and Language Grounding workflows for vision-language-action models using a Chain of Causation methodology. The platform is API-first with stateless ML inference under 400ms and integrates with ASAM OpenLABEL export standards.
Kognic serves primarily automotive OEMs and Tier-1 suppliers (BMW, Continental, Bosch, ZF, Qualcomm, Jaguar Land Rover) as well as autonomous vehicle specialists (Zenseact, Kodiak, Einride, Gatik, Embotech), with documented engagements saving customers up to 47% on dynamic object annotation costs and 10.5 MSEK in documented cases. Distribution operates through direct enterprise field sales with three deployment models: Managed Service (full-service annotation), Platform License (self-serve), and Hybrid Solution (platform plus customer's own workforce). Pricing is quote-based, tied to project scope, sensor configuration, and data volume, with multi-year contracts typical. The company holds TISAX Level 3 and ISO 27001 certifications, which are de facto procurement requirements for European automotive OEMs.
Since a $24M Series A in February 2022 (co-led by Metaplanet and NordicNinja, total raised over $31M), Kognic has scaled to 101-250 employees and delivered 100M+ annotations across 120+ projects. Recent product activity (January through April 2026) has been intense, with Language Grounding for VLA model annotation, expanded quality alignment tooling, Japanese localization, and ongoing rollout of 3D semantic and instance segmentation features, indicating an active product roadmap and continued investment in shifting the platform from perception-only annotation toward reasoning and decision-making data.
Kognic firmographics
Firmographics- Name
- Kognic
- Legal name
- Kognic AB
- Website
- https://kognic.com
- Company type
- Private
- Founded year
- 2018
- Operating status
- Operating
- Headcount range
- 101–250 employees
- Short description
- Kognic is a Swedish software company that provides a purpose-built, multi-sensor annotation platform combining human-in-the-loop workflows with LLM-assisted automation for automotive OEMs, Tier-1 suppliers, and autonomous vehicle developers training perception, planning, and vision-language-action driving models.
- Ownership category
- akta.pro rank
Kognic industry classification
Industry- Product category
- Autonomous Driving Annotation Platform
- NAICS
- Computer Systems Design Services (541512), Computer Systems Design and Related Services (54151)
- SIC
- Services-Prepackaged Software (7372), Services-Computer Integrated Systems Design (7373)
- akta.pro primary industry
- Domain-Specific Training Data Solutions (e.g., medical, AV, geospatial) (HDAAALAL)
- akta.pro secondary industry
- Autonomous Driving & ADAS Perception (HDAAAEAI)
Keywords
Where Kognic is headquartered
LocationHeadquarters
- HQ city
- Göteborg
- HQ country
- Sweden
- HQ region
- Europe
Offices1 record
Markets served
Kognic business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Technology or R&D, Personnel, Operations, Marketing or Sales, Infrastructure
Revenue model
- Managed Service: Full platform access with expert annotation partners who handle the complete annotation workflow. Kognic manages the entire process from data ingestion through quality-assured export.
- Platform License: Deploy Kognic annotation tools within existing workflows. Customer's internal team uses the platform directly for self-serve annotation.
- Hybrid Solution: Combination of Kognic platform with customer's preferred workforce solution. Flexible model allowing customers to mix Kognic services with internal annotators.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Hybrid | Multi-year contract | Managed Service - Full platform with expert annotation partners |
| Subscription | Annual | Platform License - Self-serve annotation tools |
| Hybrid | Multi-year contract | Hybrid Solution - Platform with preferred workforce |
Go-to-market motion2 records
Distribution channels4 records
Marketing channels6 records
Kognic product offering
Product offeringCore offering
Kognic is a purpose-built annotation platform for autonomous driving that combines human expertise with LLM-assisted automation for multi-sensor data annotation across camera, LiDAR, and radar. The platform includes 90+ automated quality checker apps, Language Grounding capabilities for vision-language-action models, and offers deployment via Managed Service, Platform License, or Hybrid Solution models. It is API-first, enabling programmatic integration into ML pipelines for autonomous vehicle perception and end-to-end model training.
Product overview
Kognic is a purpose-built annotation platform for autonomous driving, offering a unified platform with multiple deployment models (Managed Service, Platform License, Hybrid Solution). The core Kognic Platform supports multi-sensor annotation across camera, LiDAR, and radar with 90+ automated Checker Apps, Language Grounding for vision-language-action models, and API-first integration. Key automation features include One-Click Cuboid Creation, Smart Interpolation, Pre-annotation Integration, and Intelligent Propagation. The Dataset Curation tool enables data refinement without relabeling. Quality assurance is maintained through Guided Workflows and real-time Checker Apps. Kognic serves customers including Qualcomm, BMW, Zenseact, Continental, and Bosch.
Differentiator
Problem solved
Functional benefit
Products and services
- Kognic Platform Multi-sensor annotation platform for autonomous driving supporting camera, LiDAR, and radar fusion with 90+ automated quality checker apps, API-first integration into ML pipelines, and Language Grounding capabilities. Designed for automotive OEMs and Tier-1 suppliers developing ADAS/AD systems.
- Language Grounding Annotation workflow for vision-language and vision-language-action models. Supports Write (original reasoning descriptions), Edit (refining AI-generated text), and Rank (comparative quality assessment for preference learning) modes using the Chain of Causation methodology to produce causally grounded reasoning data.
Quantifiable outcome
- Up to 68% faster annotation times with 3D tools
- +6 more outcomes
Companies that use Kognic
Customer profileNamed customers12 records
Segments4 records
Ideal customer profiles3 records
Kognic technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- Yes
- API docs
- API detail
Core technology
AI maturity
App detail
Integration3 records
AI capability7 records
Feature11 records
Kognic partnerships and signals
Strategic signalScale indicators11 records
Recent moves6 records
Expansion highlights5 records
Kognic competitors and assessment
Company assessmentDirect peers
- Scale AI: Scale AI is the dominant data annotation platform with deep automotive and AV business, including LiDAR/3D annotation and LLM data services. It is the most directly comparable competitor to Kognic across multi-sensor annotation, managed services, and enterprise OEM sales.
- Labelbox: Labelbox provides an enterprise data labeling platform with strong 3D/LiDAR and multi-sensor capabilities used by AV programs. Comparable to Kognic in platform/managed-service hybrid model and enterprise AV customer base, though with a broader cross-vertical footprint.
- Encord: Encord is an annotation platform purpose-built for complex multimodal data including LiDAR, video, and medical imaging, with an AV customer base. Closely comparable to Kognic in domain-specialization strategy and tooling depth for 3D/multi-sensor workflows.
- SuperAnnotate: SuperAnnotate offers an AI annotation platform with 3D/LiDAR and multi-sensor support, targeting AV and robotics customers. Direct competitor in the data labeling platform space with comparable enterprise GTM and ML-pipeline integration emphasis.
- Roboflow: Roboflow provides computer vision annotation tooling with growing support for multi-sensor workflows and a strong self-serve/community footprint. Comparable to Kognic's platform license model, though currently more focused on 2D computer vision than deep AV specialization.
- Appen: Appen is a large-scale data annotation services and platform company serving automotive and AI customers globally. Comparable to Kognic's managed-service offering and enterprise footprint, though broader in scope and less AV-specialized.
- Hive: Hive provides AI data labeling and model evaluation services with enterprise customers in autonomous systems. Comparable to Kognic as a data annotation provider targeting AV/robotics use cases, with an emphasis on pre-labeling and human-in-the-loop.
- Datasaur: Datasaur offers an NLP and multi-modal data labeling platform with enterprise customers. Comparable to Kognic's platform-as-a-service model and growing footprint in language-grounding-adjacent annotation workflows.
Broad incumbents
- AWS SageMaker Ground Truth: SageMaker Ground Truth is AWS's managed data labeling service integrated into the broader SageMaker ML platform. It competes broadly with Kognic for labeling workloads but lacks AV-specific 3D tooling depth and serves as a horizontal incumbent in the cloud-AI ecosystem.
Emerging players
- CVAT (Intel): CVAT is an open-source annotation tool with growing AV and 3D capabilities, originally developed by Intel. It is comparable to Kognic's platform tooling but as a free/open-source option used by cost-sensitive teams, representing a partial-overlap rather than direct enterprise competitor.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat6 records
Key risks1 record
Key highlights6 records
Customer concentration
Kognic social profiles
Digital presenceKognic compliance and trust
Trust signalCompliance2 records
Kognic financial estimates
Financial estimateRevenue estimate
Valuation estimate
Kognic leadership team
Management profileNumber of profiles
Profiles6 records
Kognic funding detail
Funding detailFunding overview
Funding rounds3 records
Investors4 records
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Kognic 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 Kognic
What does Kognic do?
Kognic is a purpose-built annotation platform for autonomous driving that combines human expertise with LLM-assisted automation for multi-sensor data annotation across camera, LiDAR, and radar. The platform includes 90+ automated quality checker apps, Language Grounding capabilities for vision-language-action models, and offers deployment via Managed Service, Platform License, or Hybrid Solution models. It is API-first, enabling programmatic integration into ML pipelines for autonomous vehicle perception and end-to-end model training.
Is Kognic a public or private company?
Kognic is a private company. It is classified as venture growth investor backed and is currently operating.
When was Kognic founded?
Kognic was founded in 2018. It employs 101 to 250 people.
Where is Kognic based?
Kognic is headquartered in Göteborg, Sweden, in the Europe region.
How does Kognic make money?
Three revenue lines are on record. Managed Service is the primary driver. The others are platform License and hybrid Solution.
Who are Kognic's main competitors?
Direct peers on record are Scale AI, Labelbox, Encord, SuperAnnotate, Roboflow, Appen, Hive and Datasaur. AWS SageMaker Ground Truth is listed as a broad incumbent. CVAT (Intel) is listed as an emerging player.
Does Kognic have an API?
Yes. Kognic is built API-first, enabling programmatic integration into ML pipelines. Developers can programmatically create annotation projects, upload sensor data, manage workflows, and export labeled data. The platform supports OpenLABEL and custom export formats with well-documented APIs for every stage of the annotation process. Japanese API Guide documentation is available at docs.kognic.com/api-guide/ja. Developer documentation is at docs.kognic.com/api-guide/ja.
What industry is Kognic in?
Kognic's product category is Autonomous Driving Annotation Platform. Its primary akta.pro industry code is HDAAALAL, Domain-Specific Training Data Solutions (e.g., medical, AV, geospatial), with a secondary code of HDAAAEAI, Autonomous Driving & ADAS Perception. Its NAICS code is 541512 and its SIC code is 7372.