RLE-Tailored Talent, On-Demand

Best-fit talent for the industry's highest-fidelity RL Environments

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Hand-selected professionals in our global network

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Average data turnaround time for new projects

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US-based operations team overseeing security, QA, and delivery

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Faster scaling through AI-native workflows and automated tooling

Feature Specs

Feature Specs

What our experts can do for you

What our experts can do for you

Data Annotation & Labeling

Data Annotation & Labeling

Our annotators can do expert-grade annotation for complex, judgment-heavy tasks with high inter-annotator agreement.

Our annotators can do expert-grade annotation for complex, judgment-heavy tasks with high inter-annotator agreement.

Verita AI

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Annotation Reviews

Blocks

Table

Calendar

Filters

2

Annotation review: Video tags

Date:

Mar 12, 2026

Role:

Video annotation

a woman in a pink dress posing for a picture
man in white crew neck shirt wearing black framed eyeglasses
smiling woman wearing white and black pinstriped collared top
man wearing eyeglasses
a blurry photo of a green background

Reviewing annotations

green and yellow light digital wallpaper
green wall paint with white paint

You

Reviewing annotations

green and yellow light digital wallpaper
green wall paint with white paint

You

photo of desert sand

Training & Alignment

Training & Alignment

RLHF pipelines bringing in curated human judgment at scale: preference data, RLHF signal, and instruction-tuning (SFT) datasets from verified domain experts.

RLHF pipelines bringing in curated human judgment at scale: preference data, RLHF signal, and instruction-tuning (SFT) datasets from verified domain experts.

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a blue and white spherical object

Ask Verita AI anything…

Tools

a blue and white spherical object

Ask Verita AI anything…

Tools

Evaluation & Safety

Evaluation & Safety

RL environments, synthetic trajectories, and evaluation loops, then human evaluation at scale with rubric-based scoring your team can audit.

RL environments, synthetic trajectories, and evaluation loops, then human evaluation at scale with rubric-based scoring your team can audit.

Capabilities 

Capabilities 

Capabilities 

Capabilities

Contracts, tax forms, and payments handled per-expert, per-jurisdiction, so you're never the employer of record.

Experts are ready to work inside your systems and tooling from day one, and cleanly rolled off when the engagement ends.

Project-specific training modules so experts are calibrated to your rubric before they touch production data.

A single channel to message, and send announcements to experts on the project.

Capabilities - Modalities 

Capabilities - Modalities 

Capabilities - Modalities 

Modalities

Millions of images filtered, cleaned, and annotated by experts, plus adversarial and bias stress-testing and private, domain-specific benchmarks.

Structured video annotation and tagging for computer vision and multimodal understanding, at production scale.

Annotation and evaluation from listeners and sound specialists, covering accents, emotion, and natural conversation.

Evaluations led by musicians, producers, and audio engineers, plus SFT datasets and licensed recordings sourced through label and studio partnerships.

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Process

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Scope the Domain

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Tell us the field, the task type, and the bar you’re evaluating against.

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Source and Verify

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Calibrate

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Scale Production

// 001

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Scope the Domain

Tell us the field, the task type, and the bar you’re evaluating against.

// 002

Source and Verify

// 003

Calibrate

// 004

Scale Production

Works

Coactive

Video annotation for computer vision

2,003 video summaries · 2,003 tagging records · 100-tag taxonomy · No-LLM policy

Treeswift

Forestry computer vision dataset

11,000 annotated tree records · 12 production batches · ISA-certified arborists

Experts

Resources