HUMAN INTELLIGENCE IN EVERY FRAMECOMPUTER VISION / SAMPLE 001

THE ONE-STOP PLATFORM FOR AI RESEARCH

You build the AI.
We train its potential.

The data. The platform. The people.
From collection and annotation to segmentation and evaluation — your entire AI training operation, connected.

↳ Explore the platform
Annotators·Segmentation specialists·AI trainers
Explore the training films ↓
↓

Illustrative footage and training overlays.

ONE PARTNER. EVERY STAGE.
Data collection ↗
Annotation & segmentation ↗
Model evaluation ↗
Specialist talent ↗

Three disciplines.
One stronger model.

See how our specialists give data structure, define precise boundaries, and turn model outputs into useful feedback.

Annotate

01 / STRUCTURE
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Give every detail meaning. Our annotators identify objects and add the labels that turn raw footage into structured training data.

Bounding boxesObject classes
Silent video · illustrative workflow

Segment

02 / PRECISION
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Separate an object from its surroundings. Our segmentation specialists trace vehicle silhouettes and keep instance masks aligned across frames.

Instance masksObject boundaries
Silent video · illustrative workflow

Evaluate

03 / JUDGMENT
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Bring human judgment to model outputs. Our evaluators check the details, resolve edge cases, and return feedback that guides the next iteration.

Expert reviewHuman feedback
Silent video · illustrative workflow
Illustrative workflow demos using sample footage. Labels, masks, and review decisions demonstrate the process; they are not live model results.Human expertise. At every stage.

Your research.
Our complete training ecosystem.

One platform for AI research companies. One accountable team across your data, workforce, workflows, and quality standards.

⌗01

Data collection & curation

Build the right foundation with sourced, collected, and curated datasets aligned to your research objectives.

Text · image · video · audioDataset design
⌖02

Data annotation

Add meaning to raw data with image labels, bounding boxes, text classification, speech transcription, and video tracking.

AnnotatorsMultimodal labeling
◩03

Precision segmentation

Map objects and regions at the pixel level with polygon, semantic, and instance segmentation workflows.

Segmentation specialistsPixel-level masks
✳04

Generative AI training

Support model behavior with expert demonstrations, supervised fine-tuning examples, preference ranking, and human feedback.

AI trainersSFT · RLHF
◎05

Evaluation & quality

Bring human judgment to benchmark design, output evaluation, adversarial testing, and multi-stage quality review.

Model evaluatorsQuality reviewers
↗06

Managed talent & operations

Bring recruiting, onboarding, project management, review, and delivery into one coordinated training program.

Dedicated teamsEnd-to-end delivery

Your training operation.
One connected platform.

Manage data, assign annotators and segmentation specialists, calibrate quality, and coordinate delivery — from the same research brief.

Interactive product preview · sample data
AI Trainer / Workspace
DEMO WORKSPACEAT
PROJECT WORKFLOW
Projects / Customer support model / Training data

Every great model starts here.

A clear brief. The right data. A shared quality standard.

Example project
↳

Your workflow, connected. From task design to delivery.

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Quality you can trace. Clear criteria and review history.

✳

People at the center. Expertise matched to the work.

Every role.
One expert team.

AI research needs more than a dataset. It needs people who can create it, understand it, challenge it, and improve it.

Assemble the right mix of annotators, segmentation specialists, AI trainers, and reviewers. We coordinate the talent and the workflow around your research goals.

Have expertise to share?
THE PEOPLE BEHIND THE INTELLIGENCE✳
Select a role to explore the talent journey

From research brief
to training-ready delivery.

A complete service around your research team: scope the work, bring the people, manage the process, and deliver the data.

01 →

Define the outcome.

Align on the use case, data requirements, evaluation criteria, and delivery expectations.

02 →

Assemble the expertise.

Scope the skills, languages, and specialist knowledge your project calls for.

03 →

Calibrate the quality.

Run a pilot, review edge cases, and refine instructions before increasing volume.

04 ↗

Deliver. Learn. Improve.

Review outputs against agreed criteria and use the findings to inform your next iteration.

Different projects. The same attention to detail.
Clear acceptance criteriaHuman reviewContinuous feedback

Good questions.
Clear answers.

Is this a platform, a service, or a talent provider?+

AI Trainer Solution brings these together. We are a one-stop AI training platform and service provider for AI research companies. Our offering brings data collection, annotation, segmentation, AI trainer recruitment, project operations, quality review, and delivery into one coordinated engagement. We scope the right combination around your research needs.

What types of AI training work can we discuss?+

Projects can include supervised fine-tuning examples, preference ranking, text and multimodal annotation, semantic and instance segmentation, language data, expert model evaluation, and adversarial testing. The scope and available expertise are confirmed for each project.

Can we start with a pilot?+

Yes. A focused pilot is a practical way to align on instructions, reviewer expectations, output formats, and acceptance criteria before committing to a larger engagement.

How are quality and data requirements handled?+

We discuss data access, confidentiality, reviewer qualifications, retention, and delivery requirements during project scoping. Review stages and acceptance criteria should be agreed before any project data is shared. Please do not include confidential datasets in the initial inquiry.

How can I become an AI trainer?+

Register your interest using the talent form. Choose a role such as annotator, segmentation specialist, AI trainer, evaluator, or another training role. Tell us about your expertise, languages, and interests. Opportunities depend on project needs and assessment; submitting your interest does not guarantee an assignment.

YOUR NEXT CHAPTER IN AI

Let’s build AI
that performs.

Your research ambition. Our platform, people, and complete service.

LET’S BUILD BETTER AI

Tell us what’s next.

A little context helps us start the right conversation.

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