DATA COLLECTION
Data Collection
& Preprocessing
Outsource your entire AI “data layer.”
From collection and preprocessing to training-ready.
From data collection and capture to cleansing, formatting, anonymization and annotation preprocessing. We gather the data you need from scratch and get it training-ready, end to end — handing over the upstream steps can dramatically cut your AI development workload.
Data pipeline steps we cover
From collection and capture to formatting, anonymization and preprocessing — we handle everything end to end, until the data is training-ready.

Data collection & capture
We collect and capture images, video, audio and text from scratch to match your requirements — via crowdsourcing and on-site capture, handling licensing and rights.

Cleansing, formatting & preprocessing
Beyond removing duplicates, corrupt files and noise and unifying formats, we handle annotation preprocessing such as frame extraction and resizing — into a consistent, training-ready state.

Anonymization & masking
Masking and anonymization of faces, license plates and personal information — keeping the information needed for training while protecting privacy.
Data collection & preprocessing,
chosen by the numbers
Quality, speed and cost — feel the difference in the numbers.
AI dev workload up to -50%
by handling the upstream steps end to end
Quality 99.7%
100% inspection · 2025 all-delivery record
Launch in 2 days
Handles urgent, high-volume projects
Setup $0
Actual costs only, fully usage-based
* The AI development workload reduction is an estimate versus doing data collection, preprocessing and annotation in-house. Quality consistency is a 2025 all-delivery record.
Why ANOSUPO
Chosen not on price alone, but on the quality of judgment and hands-on partnership.
Collected data,
100% checked
We check 100% of collected data — duplicates, gaps and bias — and bring it to a consistent, training-ready quality that carries through to downstream annotation.
Hands-on from
requirements up
No finalized spec needed. We proactively propose the data types, volume and collection methods, moving your AI forward even from zero.
$0 setup,
fully usage-based
No registration, management or monthly fees. Only the data you need, at actual cost — with no minimum-order lock-in.
End to end,
collection to QA
One partner from collection and preprocessing to annotation and quality validation — operated securely under ISO/IEC 27001 and staff-wide NDAs.
Where data collection
& preprocessing helps
With crowdsourcing and our overseas network,
we collect and prepare even hard-to-source data from scratch.

Traffic & driving data
We collect dashcam footage and driving scenes from scratch, then anonymize faces/plates and preprocess — ready as training data for autonomous driving and ADAS.

Multilingual & overseas documents
Through our overseas network we collect documents, forms and handwriting samples from many countries, formatted for OCR and document AI.

Multilingual preference & dialogue
Native speakers abroad collect preference (RLHF), dialogue and translation data — building training and evaluation data for multilingual LLMs.

Audio & behavior data
Via crowdsourcing we collect spoken audio and specific actions or gestures to your spec, assembling exactly the data your use case needs.
Pricing
(data collection & preprocessing, excerpt)
$0 setup and management fees. Only the data you need, at actual cost — fully usage-based.
| Step | Cost |
|---|---|
| Data collection & capture | Quoted to spec |
| Cleansing & formatting | Quoted to spec |
| Anonymization & masking | Quoted to spec |
Varies by data type, volume and difficulty.
| Type | Cost |
|---|---|
| Annotation preprocessing | Quoted to spec |
| Annotation (images, etc.) | from $0.036/label |
| Setup & management | $0/usage-based |
We provide an exact quote for free after reviewing your requirements.
Frequently asked questions
How much does data collection & preprocessing cost?
What kinds of data can you collect?
Can you handle everything from collection to annotation?
Do you handle anonymization and masking of personal data?
How fast can you deliver?
Tell me about your security posture.
Other services
We cover the entire AI training-data pipeline. Explore our other services.
Image & video annotation
Object detection, segmentation, pose estimation and video tracking — pixel-level ground truth for computer vision.

3D point cloud & LiDAR
3D cuboids, sensor fusion and 3D segmentation — spatial perception for autonomous driving and robotics.

LLM, text & speech
RLHF/DPO preference data, instruction–response pairs (SFT) and LLM evaluation — plus transcription and NLP annotation.

Let’s talk about your data collection & preprocessing
We welcome inquiries, quotes and free trials.
Hand it all over, or come before your spec is finalized — either is fine.