--- title: "Data Collection Services" description: "" url: "https://unidata.pro/data-collection/" date_modified: "2026-06-16T17:12:43+03:00" language: "en-US" --- ## Display Cases - [Audio Data Collection for Emotion-Sensitive Voice Systems](https://unidata.pro/cases/audio-data-collection-for-emotion-sensitive-voice-systems/) - [Image Data Collection for Hair Loss Classification Task](https://unidata.pro/cases/image-data-collection-for-hair-loss-classification-task/) - [Image Data Collection for Biometric System](https://unidata.pro/cases/image-data-collection-for-biometric-system/) - [Video Data Collection for Street Weapon Detection](https://unidata.pro/cases/video-data-collection-for-street-weapon-detection/) ## Section Title Managing Data Collection is Hard—We De-Risk It ## Description of the "Complex" section From project brief to results, we support business and product teams in collecting data across formats — fast and securely. ## List of Provisions - **Image on the left:** ![](https://unidata.pro/wp-content/uploads/2025/07/complex-1-scaled.webp) — **Title:** On your own, it’s risky: — **List of Abstracts:** - No internal team or structured setup in place - Unclear how to manage and track multiple tasks - Without expert review, incomplete or irrelevant data often goes unnoticed - Missed deadlines delay model training and product launches - **Image on the left:** ![](https://unidata.pro/wp-content/uploads/2025/07/complex-2-scaled.webp) — **Title:** With us, it’s under control: — **List of Abstracts:** - We already have experts, right tools, and a proven launch plan - Our project manager oversees everything from start to finish — no chaos, no missed steps - Built-in validation system ensures high-quality data - You get a production-ready dataset exactly when you need it ## CTA text - Complex Start your project faster with clean and validated data ## List of Points - **text description:** High-quality data without hiring or managing a team - **text description:** Structured workflows and flexible solutions for unique tasks - **text description:** Only your goals drive the process — not our internal tools or templates ## Section Heading: Questions Your Data Collection Questions Answered ## List of Questions - **Question:** How much will data collection cost and how long will it take? — **Answer:** It depends on your project scope. Once we understand your needs, we’ll provide a clear estimate with transparent pricing. - **Question:** Can you support domain-specific tasks? — **Answer:** Yes, we provide customized collection solutions even for complex or highly regulated domains. - **Question:** What if project requirements change mid-process? — **Answer:** Our company offers flexible project management. If your requirements change, we quickly adjust all related processes. - **Question:** Can you work under strict compliance standards? — **Answer:** We support NDA, access control, and enterprise-grade confidentiality to keep every stage of your data safe. ## Section Heading: Stages Data Collection Stages ## List of Steps - **Stage Title:** Collection — **text:** Selecting appropriate tools and methods for data search according to the technical specifications and business goals. - **Stage Title:** Cleaning — **text:** Structuring and classifying the data by specified attributes to create a high-quality dataset and train the neural network on clean data. - **Stage Title:** Preparation — **text:** Preparing the dataset and metadata in the requested format. Transferring exclusive usage rights and signing all closing documents. - **Stage Title:** Augmentation — **text:** Generating data based on existing datasets using various distortion techniques (shape, color, tilt, etc.), and adding or mixing objects. ## Block: Hero **Title:** Data Collection Services for ML **Description:** We understand how and why your data will be used. That’s why we align every source and collection method with your strategy. ## "Process" Section Heading How It Works: Our Process ## Description of the Process Section A Clear, Controlled Workflow From Brief to Delivery ## Mobile view of the Process section ![](https://unidata.pro/wp-content/uploads/2025/07/group-20.svg) ## Desktop Image in the Process Section ![](https://unidata.pro/wp-content/uploads/2025/07/group-20-1.svg) ## Section heading: Types of Data Types of Data ## List of Types of Data - **Image:** ![](https://unidata.pro/wp-content/uploads/2025/07/data1.webp) — **Title:** Text — **Case Description:** Multilingual text data from various sources — used for training chatbots, sentiment analysis, and other NLP tasks. - **Image:** ![](https://unidata.pro/wp-content/uploads/2025/08/data-collection-types.webp) — **Title:** Images — **Case Description:** All types of image data for computer vision: real-world photos, biometrics, synthetic documents, and more. - **Image:** ![](https://unidata.pro/wp-content/uploads/2025/07/data3.webp) — **Title:** Video — **Case Description:** Specialized recordings for object tracking, traffic analysis, face recognition, and complex video-based applications. - **Image:** ![](https://unidata.pro/wp-content/uploads/2025/07/data4.webp) — **Title:** Audio — **Case Description:** Collecting voice samples, speech, dialogues, and commands — in a variety of languages and accents. - **Image:** ![](https://unidata.pro/wp-content/uploads/2025/07/data5.webp) — **Title:** Lidar — **Case Description:** Lidar data from dynamic and static scenes — captured across a range of indoor and outdoor environments. - **Image:** ![](https://unidata.pro/wp-content/uploads/2025/07/data6.webp) — **Title:** Dicom — **Case Description:** CT, MRI, and X-ray images in DICOM format — collected and structured for computer vision in healthcare. ## Section Heading: Use Cases Data Collection Methods ## List of Use Cases - **Image:** ![](https://unidata.pro/wp-content/uploads/2025/07/card1.webp) — **Title:** Rendering synthetic data — **Case Description:** Creating qualitative data based on specific parameters to model non-existent scenarios. An ideal solution when real-world data is limited or unavailable. - **Image:** ![](https://unidata.pro/wp-content/uploads/2025/07/card2.webp) — **Title:** Crowdsourcing — **Case Description:** Collection of data from a wide audience using online sources. Allows for obtaining diverse and accurate information for training models. - **Image:** ![](https://unidata.pro/wp-content/uploads/2025/07/card3.webp) — **Title:** Selecting open source datasets — **Case Description:** Searching, filtering, and preparing data from open sources and data marketplaces according to technical specifications. - **Image:** ![](https://unidata.pro/wp-content/uploads/2025/07/card4.webp) — **Title:** In-house data collection — **Case Description:** Structured offline collection across diverse formats. All processes are coordinated internally to ensure accuracy and efficiency. - **Image:** ![](https://unidata.pro/wp-content/uploads/2025/07/card5.webp) — **Title:** Upon request — **Case Description:** Looking for a custom solution or unsure which method fits your project? Contact us to explore more options — we’re here to help. ## What is ...section **Title:** What is Data Collection? **Description:** The systematic **process of gathering, cleaning, and organizing** information to train effective machine learning systems. High-quality data enables accurate predictions, reduces bias, and streamlines development while maintaining compliance. **Key Benefits:** - **Superior Accuracy** — Clean, relevant data builds more precise models - **Reduced Bias** — Representative datasets minimize unfair outcomes - **Faster Deployment** — Optimized collection shortens development cycles - **Regulatory Ready** — Built-in compliance (GDPR, CCPA, etc.) Quality In = Quality Out Your AI is only as good as the data it learns from. **Image:** ![](https://unidata.pro/wp-content/uploads/2025/07/what-is-dc.webp) ## Button text Talk to a Data Collection Strategist ## Section heading - Areas of Focus Our Data Collection Services ## List of Fields of Study - **Image:** ![](https://unidata.pro/wp-content/uploads/2026/06/egocentric-video-data-collection-data-annotation_vp8-1.webp) — **Title:** Egocentric Video Data — **Description:** Egocentric video collection built for embodied AI and robotics — synchronized first-person footage from head-mounted rigs with 3D pose, hand tracking, and depth, captured in real homes for training AR/VR and physical-world models. — **link:** https://unidata.pro/data-collection/egocentric-video-data/ - **Image:** ![](https://unidata.pro/wp-content/uploads/2025/11/image-data-collection.webp) — **Title:** Image Data Collection — **Description:** Custom image datasets sourced across real-world scenes, biometric data, medical imaging, and synthetic content — collected and delivered fast, securely, and aligned with your computer vision goals. — **link:** https://unidata.pro/data-collection/image-data-collection/ - **Image:** ![](https://unidata.pro/wp-content/uploads/2026/08/robotics-data-collection-services-for-ai-training.webp) — **Title:** Robotics Data Collection — **Description:** Multimodal, precisely synchronized sensor data for robotic AI — covering manipulation, navigation, human-robot interaction, and locomotion — captured via teleoperation, motion capture, and simulation for perception and real-world action. — **link:** https://unidata.pro/data-collection/robotics/ - **Image:** ![](https://unidata.pro/wp-content/uploads/2026/08/speech-data-collection-services-for-ai-training.webp) — **Title:** Speech Data Collection — **Description:** Voice datasets built for production-grade ASR, TTS, and voice understanding — scripted and spontaneous recordings spanning languages, accents, ages, and environments to give your voice AI real linguistic and acoustic diversity. — **link:** https://unidata.pro/data-collection/speech/ - **Image:** ![](https://unidata.pro/wp-content/uploads/2026/08/text-data-collection-services-for-ai-training.webp) — **Title:** Text Data Collection — **Description:** High-quality text datasets sourced from web corpora, domain-specific documents, and human-written prompt-response pairs — curated and delivered to power language models, NLP systems, and document AI. — **link:** https://unidata.pro/data-collection/text/ - **Image:** ![](https://unidata.pro/wp-content/uploads/2026/08/video-data-collection-services-for-ai-training.webp) — **Title:** Video Data Collection — **Description:** Temporally precise, richly annotated video datasets for computer vision and action recognition — from human activity and driving footage to synthetic renders, captured in studio or in the wild. — **link:** https://unidata.pro/data-collection/video/ - **Image:** ![](https://unidata.pro/wp-content/uploads/2026/08/audio-data-collection-services-for-ai-training.png.webp) — **Title:** Audio Data Collection — **Description:** Acoustic datasets for machine listening and sound recognition — from ambient soundscapes and industrial signals to conversational and bioacoustic audio — captured to give your model real-world acoustic diversity. — **link:** https://unidata.pro/data-collection/audio/ [Full list of this site's AI-readable pages](https://unidata.pro/llms.txt)