AI annotation & training-data creation services
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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 and capture

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.

CaptureCrowdsourcingRights handling
Cleansing, formatting and preprocessing

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.

DeduplicationNormalizationFrame extraction
Anonymization and masking

Anonymization & masking

Masking and anonymization of faces, license plates and personal information — keeping the information needed for training while protecting privacy.

AnonymizationPersonal dataFaces / plates

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

1,000+ projects delivered ISMS ISO/IEC 27001 certified (cert. no. IS 822153)

* 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.

01.

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.

02.

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.

03.

$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.

04.

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 and driving data collection use case

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.

Driving footageDashcamAnonymization
Multilingual and overseas document data collection use case

Multilingual & overseas documents

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

DocumentsHandwritingMultilingual
Multilingual preference and dialogue data collection use case

Multilingual preference & dialogue

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

MultilingualPreference (RLHF)Dialogue
Audio and behavior data collection use case

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.

AudioBehaviorCrowdsourcing

Pricing
(data collection & preprocessing, excerpt)

$0 setup and management fees. Only the data you need, at actual cost — fully usage-based.

Data collection & preprocessing
All excl. tax, usage-based (no minimum order)
StepCost
Data collection & captureQuoted to spec
Cleansing & formattingQuoted to spec
Anonymization & maskingQuoted to spec

Varies by data type, volume and difficulty.

Related options
We can also handle annotation end to end
TypeCost
Annotation preprocessingQuoted 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?
Data collection/capture, cleansing/formatting and anonymization vary by data type, volume and difficulty, so we quote them for free after reviewing your requirements. Setup and management fees are $0 — you pay only actual costs, fully usage-based.
What kinds of data can you collect?
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. Some collection may be handled by partner companies we work with.
Can you handle everything from collection to annotation?
Yes. We take on the full pipeline from data collection and preprocessing to annotation and quality validation. Handing over the upstream steps can significantly reduce your AI development workload.
Do you handle anonymization and masking of personal data?
Yes. We mask and anonymize faces, license plates and personal information. We process data safely under ISO/IEC 27001 certification, staff-wide NDAs, and a no-retention/non-local policy.
How fast can you deliver?
It depends on requirements, but we can launch in as little as 2 days and flexibly take on small PoCs. Please get in touch.
Tell me about your security posture.
We are ISO/IEC 27001 (ISMS) certified. Your data is handled non-retained and non-local, all staff sign NDAs, and teams are separated per project. We never repurpose your data to train our own AI, and we physically delete it on completion.

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.

Main annotation types

3D point cloud & LiDAR

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

Main annotation types

LLM, text & speech

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

Main annotation types

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.

Contact us

Our specialists partner with you on your challenges.

Get a quote

We review your requirements and quote actual costs only, for free.

Free trial

Try our quality and communication on a portion of your real data.

FREE
TRIAL