AI Implementation and Delivery
Data annotation and labeling outsourcing
We provide accurate, scalable data annotation and labeling for US companies training machine learning and AI models, across text, image, audio and video, with quality controls and North American accountability.
Overview
AI models are only as good as the data they learn from. Annotation is the unglamorous work that decides whether a model performs, and getting it wrong, with noisy labels or inconsistent guidelines, quietly poisons everything downstream.
Annotation is also hard to scale. It needs trained people, clear guidelines, consistent quality, and the ability to ramp up and down with the project, which is difficult and expensive to staff in-house.
Corpshore US provides data annotation and labeling as a managed operation or dedicated team: text, image, audio and video labeling, to your guidelines, with quality assurance built in and the throughput your training timeline needs.
A named point of contact in North America owns the engagement, coverage spans US time zones with bilingual capability, and the team works inside your annotation platform. You get training data you can trust.
What you get
- Accurate, consistent labels your models can learn from
- Throughput that matches your training timeline
- Quality assurance that catches noisy labels
- Capacity that ramps with the project
- Annotation in your platform and guidelines
What's included
Text annotation
Classification, entity tagging, sentiment and intent labeling for NLP.
Image annotation
Bounding boxes, segmentation, keypoints and classification for vision.
Audio annotation
Transcription, tagging and labeling for speech and audio models.
Video annotation
Frame and object labeling and tracking for video models.
Data categorization
Categorizing and structuring data to your taxonomy.
Content labeling
Labeling content for moderation, safety and ranking models.
Guideline development
Helping refine annotation guidelines for consistency.
Quality assurance
Sampling, consensus and review so labels stay accurate.
Edge case handling
Escalation and resolution of ambiguous or edge-case items.
Throughput management
Scaling annotation capacity to your timeline and volume.
How we deliver
A simple, transparent path from first conversation to a team that scales with you.
1. Discover
We learn your goals, volumes, tools and compliance needs, then scope the right team and model. A response within 6 hours.
2. Design
We define roles, service levels, reporting and the ramp plan, and agree a clear, indicative price before you commit.
3. Deliver
We recruit, train and stand up the team inside your tools and processes, with North American management owning quality from day one.
4. Scale
We track performance against your service levels, tune as you grow, and flex capacity up or down as your volumes change.
Engagement models
Start where it fits and change as you grow, with no rigid lock-in.
Dedicated team
A team that works only for you, managed by Corpshore to your service levels. Best for ongoing operations and scale.
Staff augmentation
Skilled people who slot into your existing team and tools. Best for adding capacity quickly.
Project or managed service
A scoped deliverable or a fully managed function with an agreed outcome. Best for defined work and outcomes.
Tools and integrations
We work inside your annotation platform rather than imposing ours. Common platforms in annotation engagements include:
Industry applications
Technology and SaaS
Training data for product AI and ML features.
Industries we serveHealthcare
Annotation for medical AI, with care and controls.
Industries we serveFinancial services
Labeling for fraud, risk and document models.
Industries we serveE-commerce and retail
Catalog, search and recommendation labeling.
Industries we serveMedia and publishing
Content and moderation labeling at scale.
Industries we serveCompliance considerations
Data privacy (CCPA and US state laws)
Training data is handled under documented, CCPA-aligned controls, with least-privilege access.
Sensitive and regulated data
Where data includes PHI or payment data, we operate within HIPAA or PCI DSS scope with trained teams.
Quality and consistency
Consensus, sampling and review so labels are accurate and consistent for training.
Frequently asked questions
Text, image, audio and video, across classification, entity tagging, bounding boxes, segmentation, transcription and more.
Build your team with Corpshore US
Tell us what you want to outsource and we will map a team, a model and a timeline. North American accountability, global delivery.
We respond to every US inquiry within 6 hours.