DGx
DGx Creators
EdTech  |  IT Services  |  AI Data Annotation[email protected]
Our approach

Clarity first.
Quality throughout.

Good delivery begins before production. We work to understand the outcome, define what success means, align the people and process, and build in the checks needed to deliver with confidence.

A structured approach that can adapt to the project, not a one-size-fits-all process.
The delivery lifecycle

A clear path from first conversation to continuous improvement.

The exact sequence varies with scope and complexity. These stages provide a practical structure for aligning expectations and making progress visible.

01
DISCOVERY

Understand the need

We start by learning about your objective, audience, current process, constraints and intended outcome. This helps distinguish the essential requirements from assumptions that need testing.

  • Goals and intended users
  • Existing inputs, systems and dependencies
  • Key risks, constraints and open questions
OUTPUTShared understanding of the brief
02
SCOPE & ALIGN

Define the plan together

Before work begins, we aim to agree what will be delivered, who supplies what, how decisions are made and how acceptance will be evaluated.

  • Deliverables, formats and boundaries
  • Milestones, roles and communication rhythm
  • Quality benchmarks and acceptance criteria
OUTPUTAn agreed scope and delivery plan
03
PILOT & CALIBRATE

Test the workflow where it helps

For suitable projects, a small representative sample can help validate guidelines, tools, review criteria and turnaround assumptions before wider production.

  • Sample work or proof of concept, if appropriate
  • Review findings and edge cases
  • Refined instructions and process adjustments
OUTPUTA tested approach for the next stage
04
DELIVER

Manage production with visibility

Delivery follows the agreed scope and workflow, with progress updates and a clear route for questions, blockers or changes that could affect the plan.

  • Task coordination and milestone tracking
  • Defined escalation and change communication
  • Delivery records and status updates
OUTPUTCoordinated work with clear checkpoints
05
QUALITY & REVIEW

Check against agreed criteria

Quality controls should match the work. Depending on the project, this can include subject review, dataset checks, accessibility validation, functional testing or editorial review.

  • Checks aligned to project-specific guidelines
  • Issue logging and correction workflow
  • Acceptance review against agreed criteria
OUTPUTReviewed deliverables and visible findings
06
HANDOVER & IMPROVE

Capture learnings and next steps

At handover or review points, we aim to capture outstanding items, lessons learned and opportunities to improve consistency, efficiency or future planning.

  • Deliverable handover and open-item clarity
  • Review of process observations
  • Recommendations for future iterations
OUTPUTA clearer path for ongoing work
Quality by design

Make quality part of the workflow.

Quality is specific to the task. We aim to define the checks, review responsibilities and acceptance rules before production, then use findings to guide correction and improvement.

01

Clear guidelines

Document the rules, formats, examples and edge cases that people need to apply consistently.

02

Relevant checks

Choose reviews suited to the deliverable, such as subject accuracy, annotation consistency, accessibility or functional behaviour.

03

Actionable feedback

Record issues clearly, assign the right follow-up and use recurring patterns to refine instructions.

04

Agreed acceptance

Align on what completion means, how exceptions are handled and when a deliverable is ready for handover.

The exact controls, service levels, reporting and compliance requirements are confirmed for each engagement. This page describes our intended working approach, not a guarantee of a particular certification or service level.

Communication & governance

No guessing about who does what next.

Projects work better when decisions, blockers and changes have a clear route. We aim to establish a practical communication rhythm suited to the project's pace and team structure.

01 / OWNERSHIP

Clear responsibilities

Identify points of contact, review owners, decision-makers and the inputs each side needs to provide.

02 / VISIBILITY

Progress checkpoints

Agree how updates, milestone status, risks and questions will be shared during the engagement.

03 / CHANGE CONTROL

Manage scope changes

Surface changes to volume, priorities or requirements early so their impact on timing and effort can be discussed.

Ways to engage

Choose the right starting point.

Not every brief needs the same structure. The starting model depends on the clarity of the requirements, the risks to validate and whether the need is one-off or ongoing.

Ready to start?

Let's turn your requirements into a workable plan.

Share the challenge, intended outcome, approximate volume and timeline. We can discuss the relevant capabilities and whether discovery, a pilot or a defined project is the right next step.

Start a Conversation ↗
01Understand the objective and constraints.
02Align on scope, deliverables and quality.
03Agree on communication and checkpoints.
04Begin with a sensible plan for the work.