ramblr.ai
- Company typePrivate
- Founded2021
- HeadquartersPullach Im Isartal, Germany
- Headcount11–50
- GTM typeB2B
- OfferingSoftware
What ramblr.ai does
Ramblr (legal entity: Ramblr GmbH, headquartered in Pullach im Isartal near Munich, Germany; founded 2021) builds a multimodal video intelligence platform — the Ramblr Data Engine — that converts raw video from AR/MR devices, robotic systems, and fixed cameras into structured, annotated datasets used to train domain-specific AI Agents. Underlying capabilities combine AI-powered automation with optional human-in-the-loop refinement to produce instance segmentation masks, multi-frame object tracking with consistent IDs, activity captions, typed relations and attributes, temporal scene graphs, and natural-language instruction-tuning pairs; the platform runs natively on NVIDIA, Microsoft Azure, and Google Cloud and integrates with GPT-4o, Azure GPT, Google Gemini, and NVIDIA NIM. On top of the Data Engine, Ramblr ships four vertical solutions — Assist (real-time operator guidance), Inspect (process monitoring and quality control), Expert (knowledge capture), and Robotics (training data for autonomous systems) — and maintains an active research portfolio including the BARISTA egocentric video benchmark and the REACT fine-tuned multimodal LLM.
The company monetizes through a tiered SaaS subscription (Core Free for startups and academia up to 30 minutes of video; Pro with up to 5 hours and 5 seats; Enterprise with unlimited uploads, unlimited seats, labeling services, SLAs, and dedicated AI engineer support under multi-year contracts) plus separately quoted professional/development services sold via Statements of Work. Go-to-market combines enterprise field sales (Outlook-calendar demo booking, contact form, account-based outreach to industrial, manufacturing, agriculture, healthcare and AR-glasses OEMs) with a product-led growth wedge through the Core Free tier; OEM distribution flows through embedded integrations with Vuzix, DigiLens (ARGO) and RealWear smart glasses. Named enterprise customers include BASF, HORSCH, Hitachi Construction Machinery, Harvest CROO, medDARE, and Dropslab, with infrastructure and ecosystem partnerships spanning NVIDIA, Microsoft Azure, Google Cloud, and OpenAI. Ramblr is privately held and headquartered in the EU with GDPR-compliant data handling.
ramblr.ai firmographics
Firmographics- Name
- ramblr.ai
- Legal name
- Ramblr GmbH
- Website
- https://ramblr.ai
- Company type
- Private
- Founded year
- 2021
- Operating status
- Operating
- Headcount range
- 11–50 employees
- Ownership category
- akta.pro rank
ramblr.ai industry classification
Industry- Product category
- AI Video Annotation & Physical AI Platform
- NAICS
- Software Publishers (513210), Custom Computer Programming Services (541511), Computer Systems Design and Related Services (54151)
- SIC
- Services-Prepackaged Software (7372), Services-Computer Programming, Data Processing, Etc. (7370), Services-Computer Programming Services (7371)
- akta.pro primary industry
- Annotation Tooling & Workflow Management (HDAAALAC)
- akta.pro secondary industries
- Model Development & Training Platforms (AutoML, Notebooks, Feature Stores) (HDAEANAB), Data Pipelines for GenAI (Curation, Filtering, Deduplication, Copyright) (HDAAACAJ), Enterprise AI Data & Knowledge Platforms (Vector Databases, Knowledge Graphs) (HDAEANAH)
Keywords
Where ramblr.ai is headquartered
LocationHeadquarters
- HQ city
- Pullach Im Isartal
- HQ country
- Germany
- HQ region
- Europe
Offices1 record
Markets served
ramblr.ai business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Technology or R&D, Personnel, Operations, Infrastructure, Marketing or Sales
Revenue model
- SaaS Platform Subscription (Ramblr Data Engine): Ramblr offers tiered SaaS subscription plans for its Data Engine platform: Core (Free), Pro, and Enterprise. The Core plan provides free access for startups and academia (up to 30 minutes of video). Pro and Enterprise plans scale video upload limits, team sizes, and feature access. Enterprise includes unlimited uploads, unlimited team members, guaranteed quality SLAs, labeling services, and dedicated AI engineer support.
- Professional / Development Services: Ramblr provides development services under separate Statements of Work (SOWs) and Quotes, including custom pipeline configurations, implementation, and annotation support. These services are sold alongside platform access as enterprise engagements.
- Labeling Services (Add-on): Labeling services are available as an add-on, particularly for enterprise customers who need human-in-the-loop annotation support in addition to the automated AI labeling capabilities of the platform.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Freemium | Monthly | Core - Free: Up to 30 minutes of video, 1 team member, automated labeling included |
| Subscription | Monthly | Pro: Up to 5 hours per month, up to 5 team members, email and Teams Channel support |
| Subscription | Multi-year contract | Enterprise: Unlimited video upload, unlimited team members, enterprise-level support |
Go-to-market motion1 record
Distribution channels4 records
Marketing channels7 records
ramblr.ai product offering
Product offeringCore offering
Ramblr operates an AI-driven data pipeline that turns raw multimodal video from AR/MR devices, cameras, and robotic sensors into structured, annotated datasets for training and deploying AI agents in physical-world environments. The Ramblr Data Engine combines AI-powered automated annotation (instance segmentation, object tracking, activity recognition, scene graph generation) with optional human-in-the-loop refinement, and is delivered alongside solution modules (Assist, Inspect, Expert, Robotics) that deploy those trained agents for real-time operator guidance, quality control, knowledge capture, and autonomous system training. Customers access the platform through a tiered SaaS model with Core (Free), Pro, and Enterprise plans, with optional labeling services and professional development support for enterprise engagements.
Product overview
Ramblr is an AI platform for the physical world built around the Ramblr Data Engine, an end-to-end platform that trains Multimodal AI Agents on real-world video data to assist with task execution, automate repetitive workflows, and enhance decision-making in operational environments. The platform combines AI automation with optional human guidance for scalable video annotation and data processing. Key solutions include Ramblr Assist (real-time operator guidance), Ramblr Inspect (industrial process monitoring), Ramblr Expert (knowledge capture), and Ramblr Robotics (autonomous systems training). The platform offers a modular architecture with research projects including BARISTA (egocentric video benchmark), Synthetic Video Generation, Instruction Generation, HD Mask Rendering, and REACT (spatial-temporal contextualization). Pricing tiers include Core (Free), Pro, and Enterprise plans.
Differentiator
Problem solved
Functional benefit
Brands
- Ramblr Data Engine: End-to-end platform for annotating multimodal video data and training AI agents, combining AI automation with optional human guidance for scalable dataset processing.
- BARISTA
- REACT
Products and services
- Ramblr Data Engine End-to-end platform that trains AI Agents on real-world data by combining AI-powered automation with optional human-in-the-loop guidance to produce structured datasets (segmentation masks, object tracks, activity captions, scene graphs, instruction-tuning pairs) from raw multimodal video, deployable to AR/MR, mobile, robotics, and cloud environments.
- Ramblr Assist Solution module that gives operators real-time, context-aware feedback through AI Agents providing step-by-step instructions, automated decision support, and real-time task guidance to streamline operations and enhance task execution.
- Ramblr Inspect Solution module that monitors industrial processes while minimizing downtime by analyzing assembly videos, verifying task completeness, and detecting process deviations for quality control and anomaly detection.
- Ramblr Expert Solution module that transforms expert knowledge into an actionable asset, capturing institutional knowledge and making it accessible across teams and experience levels via natural language retrieval from multimodal knowledge bases.
- Ramblr Robotics Solution module that bridges the robotics data gap with AI, bringing AI for next-generation robotics into the physical world by using the Ramblr Data Engine to train autonomous systems on annotated multimodal video data.
- BARISTA Benchmark and Dataset Publicly available densely annotated egocentric benchmark and dataset of 185 coffee-preparation videos with per-frame scene graphs, object masks, tracks, attributes, typed relations, hand-object interactions, and activity annotations for evaluating vision-language models.
- REACT Multimodal LLM Fine-tuned multimodal large language model designed to understand spatial and temporal context by analyzing video and sensor data, enabling machines to follow complex human instructions and execute autonomous tasks in dynamic physical environments.
- Synthetic Video Generation Research module that provides a scalable video multiplication pipeline transforming limited real-world video data into diverse, scalable synthetic training datasets by combining the Ramblr Data Engine with NVIDIA Cosmos Transfer 2.5.
- Instruction Generation Research module that generates training data tailored for domain-specific tasks by combining low-level annotations with natural language instructions, minimizing the need for prompt engineering or manual data creation.
- HD Mask Rendering Research module that delivers pixel-accurate semantic segmentation masks over arbitrary-length video rendered at 60fps in web applications using requestVideoFrameCallback, WebWorker pipelines with SharedArrayBuffers, and path-based mask compression.
- Show2Instruct Research project developing AI systems that respond to spoken queries through a multimodal pipeline for instruction following based on visual and audio inputs.
- MuvAko Joint research project (Multimodal, context-aware assistance for VR and MR) developing XR assistance technologies, listed as a funding partner on Ramblr's imprint page.
Quantifiable outcome
- BASF reduced flange assembly failures before they caused downtime, improving quality control and frontline operator support
- +3 more outcomes
Companies that use ramblr.ai
Customer profileNamed customers6 records
Segments5 records
Ideal customer profiles5 records
ramblr.ai technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- No
- API docs
- API detail
Core technology
AI maturity
App detail
Integration12 records
AI capability12 records
Feature9 records
ramblr.ai partnerships and signals
Strategic signalPartnerships
Seven partnerships are on record, tiered flagship, core and minor.
- VuzixflagshipVuzix partnered with Ramblr to bring advanced AI-driven intelligence to enterprise smart glasses. The collaboration integrates Ramblr's Vision AI Agents with Vuzix's Ultralite S and Ultralite Pro smart glasses, providing workers with real-time task guidance, outcome validation, and deviation detection. The Vuzix AI assistant powered by Ramblr reportedly achieved a 70% accuracy rate in guiding workers. Ramblr's logo appears on Vuzix's partner page.
- DigiLenscoreDigiLens partnered with Ramblr to train ARGO AI agents using real-world data from the Ramblr Data Engine. The collaboration enables the ARGO smart glasses platform to leverage Ramblr's multimodal video annotation and AI training pipeline for domain-specific task assistance in industrial and enterprise environments.
- NVIDIAcoreNVIDIA is an infrastructure partner supporting Ramblr's Data Engine. Ramblr supports NVIDIA GR00T-Perception for robotic systems and integrates with NVIDIA NIM foundation models. NVIDIA Cosmos Transfer 2.5 is combined with the Ramblr Data Engine for synthetic video generation. NVIDIA and AWS co-hosted a Physical AI reception at AWS re:Invent 2025 where Ramblr specialists participated. Ramblr's logo appears on NVIDIA's partner ecosystem materials.
- Google CloudcoreGoogle Cloud is a core infrastructure partner and cloud deployment target for Ramblr. The Data Engine runs out of the box with Google Cloud. Ramblr integrates with Google Gemini foundation models and leverages Google Cloud infrastructure for hosting its web tools. Data is processed and stored within EU data centers in compliance with GDPR.
- Microsoft AzurecoreMicrosoft Azure is a core infrastructure partner and cloud deployment target for Ramblr. The Data Engine runs out of the box with Azure. Ramblr integrates with Azure GPT (OpenAI Service) foundation models. Azure handles Ramblr Web Tools hosting and data processing with EU-based data centers compliant with GDPR and EU-U.S. Data Privacy Framework.
- OpenAIcoreOpenAI's ChatGPT powers the AI chat assistant feature within Ramblr Web Tools. Ramblr's third-party offerings page lists OpenAI's ChatGPT with links to OpenAI's Terms of Use and EU Privacy Policy. OpenAI's GPT-4o model is supported as a foundation model within the Ramblr Data Engine.
- MuvAkominorMuvAko (Multimodal, context-aware assistance for VR and MR) is a joint project and funding recipient listed in Ramblr's research portfolio. Ramblr's imprint page shows MuvAko as a funding partner with a visual acknowledgment. The project focuses on multimodal, context-aware assistance for VR and MR environments.
Recent moves6 records
Expansion highlights5 records
ramblr.ai competitors and assessment
Company assessmentMarket position
Competitive moat5 records
Key risks6 records
Key highlights6 records
Customer concentration
ramblr.ai social profiles
Digital presenceramblr.ai compliance and trust
Trust signalCompliance2 records
ramblr.ai financial estimates
Financial estimateRevenue estimate
Valuation estimate
ramblr.ai leadership team
Management profileNumber of profiles
Profiles5 records
ramblr.ai funding detail
Funding detailFunding overview
Funding rounds1 record
Investors2 records
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
ramblr.ai 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 ramblr.ai
What does ramblr.ai do?
Ramblr operates an AI-driven data pipeline that turns raw multimodal video from AR/MR devices, cameras, and robotic sensors into structured, annotated datasets for training and deploying AI agents in physical-world environments. The Ramblr Data Engine combines AI-powered automated annotation (instance segmentation, object tracking, activity recognition, scene graph generation) with optional human-in-the-loop refinement, and is delivered alongside solution modules (Assist, Inspect, Expert, Robotics) that deploy those trained agents for real-time operator guidance, quality control, knowledge capture, and autonomous system training. Customers access the platform through a tiered SaaS model with Core (Free), Pro, and Enterprise plans, with optional labeling services and professional development support for enterprise engagements.
Is ramblr.ai a public or private company?
ramblr.ai is a private company. It is classified as venture growth investor backed and is currently operating.
When was ramblr.ai founded?
ramblr.ai was founded in 2021. It employs 11 to 50 people.
Where is ramblr.ai based?
ramblr.ai is headquartered in Pullach Im Isartal, Germany, in the Europe region.
How does ramblr.ai make money?
Three revenue lines are on record. SaaS Platform Subscription (Ramblr Data Engine) is the primary driver. The others are professional / Development Services and labeling Services (Add-on).
Does ramblr.ai have an API?
No public API is recorded for ramblr.ai.
What industry is ramblr.ai in?
ramblr.ai's product category is AI Video Annotation & Physical AI Platform. Its primary akta.pro industry code is HDAAALAC, Annotation Tooling & Workflow Management, with a secondary code of HDAEANAB, Model Development & Training Platforms (AutoML, Notebooks, Feature Stores). Its NAICS code is 513210 and its SIC code is 7372.