Managed AI data operations

Human intelligence for AI data and quality operations.

We help AI teams manage the human work behind data preparation, model evaluation and quality assurance.

Our trained, tested and managed contributors handle tasks such as data annotation, AI output evaluation, preference ranking and visual quality checks. Each engagement starts with a defined task, agreed quality standards and measurable acceptance criteria.

Customers buy accepted outputs, not simply access to a pool of workers.

The human layer

The human layer behind reliable AI

AI teams need people to label data, evaluate model outputs, identify errors and apply human judgment where automated checks are not enough.

We organise this work into structured delivery processes with clear instructions, task-specific training, quality checks and documented results. The objective is straightforward: deliver work that meets the agreed requirements.

What we do

Managed work for human-intensive AI workflows

Each service is scoped around the required output and quality standard.

01

AI Data Operations

Data labelling, annotation, classification and quality checks.

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02

AI Output Evaluation

Human assessment using defined rubrics, ranking and error analysis.

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03

Visual Quality Assurance

Review of images and visual assets against requirements.

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How we work

A defined process, from task to accepted output

01 / DEFINE

Agree on the task

Set the objective, outputs, standards and acceptance criteria.

02 / PREPARE

Train and assess

Prepare contributors with task instructions and readiness checks.

03 / REVIEW

Check quality

Use task-appropriate checks, escalation and rework.

Start with a defined pilot

A practical way to assess fit before scaling.

A pilot uses a specific task and representative sample. Both parties agree on acceptance criteria and how results will be measured.

Scope, delivery capacity, timelines and commercial terms are confirmed after discovery.

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