We collect, curate, and validate data, and design evaluations and automation pipelines for real products.

Do you work with sensitive or personal data?

Only with a lawful basis and written controls. We minimize, encrypt, restrict access, and log every action.

Do you respect robots.txt and site terms?

Yes. We follow robots.txt, site terms, and applicable laws.

Can you work inside our VPC or on-prem?

Yes. VPC/VPN, bastion access, or on-prem runners are supported.

Encryption at rest and in transit, least-privilege IAM, IP allowlists, hardware-key MFA, and audit trails.

How is quality guaranteed?

Clear rubrics, pilot runs, inter-annotator agreement targets, layered review, and statistical sampling with reproducible reports.

Is there a minimum size?

Small pilots are fine. We scale after proof.

Do you use specific models or stacks?

Model-agnostic. We blend commercial and open-source tools and integrate with your infrastructure. Offline mode is possible.

SO Development

Q: Where does data come from?

Client uploads, licensed sources, or consented collection. We avoid gray-area scraping and unknown provenance.

Frequently Asked Questions

Welcome. This page answers the most common questions about our services, data practices, pricing, and support.

// Frequency Asked Question

FAQ

What do you do?

We collect, curate, and validate data. We design evaluations and build automation pipelines for real products.

Who is this for?

Teams that need trustworthy data and measurable AI quality: startups, enterprises, labs, and nonprofits.

How do we start?

Share goals, constraints, a small sample, and success metrics. We reply with a short pilot plan and quote.

What services are included?

Data collection with consent, annotation and expert review, multilingual curation, ground-truth sets, model and agent evaluation, compliant web data, and workflow automation.

Which languages can you handle?

Arabic, English, Chinese, German, Russian, Spanish, and more with native reviewers when needed.

Are you GDPR/CCPA aligned?

Yes. We sign NDAs, DPAs, and SCCs as required. You can request access, export, or deletion.

Where does data come from?

Client uploads, licensed sources, or our own consented collection. We avoid gray-area scraping and unknown provenance.

Who owns the deliverables?

You do. We keep our internal tooling.

What about pricing?

Per item, hourly with targets, or milestones. Volume discounts and retainers available after a pilot.

Will you refuse certain projects?

Yes. No surveillance, discrimination, or unsafe use cases.

Who owns the deliverables?

You do. We keep our internal tooling.

How fast is delivery?

Defined in the pilot. We commit to SLAs and rework windows.

Who does the work?

A vetted global workforce with domain experts. Fair pay and accessible task design are standard.

How long is data retained?

Only for the contract term unless you request deletion sooner. Backups follow the same policy.

How do we contact you?

Website: so-development.org.
Facebook: facebook.com/sodevelopment1 — Instagram: instagram.com/so_development/
Medium: medium.com/@sodevelopment — X: twitter.com/so_development1
LinkedIn: linkedin.com/company/so-development/

What is the fastest way to get a quote?

Send scope, sample data, language list, volume, target metrics, and deadline. We respond with a pilot plan.