Additional information
The DAIC AI Playbook (https://www.gov.uk/government/publications/defence-artificial-intelligence-ai-playbook) provides further useful information for industry to consider when collaborating with Defence on AI deployment.
Data Labelling Current Situation
Currently, the Data Labelling processes within MOD are ineffective and inefficient as capabilities are siloed, time consuming and inconsistent. The workforce has a mixture of Crown Servants/Contractors delivering this capability for specific business areas across varying classification levels.
Data Labelling Capability Vision
With regards to the Data Labelling capability, MOD's vision is that:
"We will establish an Data Labelling capability, empowering the rapid development and deployment of AI solutions across Defence by providing tooling and a trusted network of partners to label, enrich and analyse diverse data modalities at speed and scale.
This Data Labelling capability will fuel the development of AI models, delivering faster insights, enhanced situational awareness, and a decisive operational advantage for a safer and more secure future."
Data Labelling High-Level Functional/Non-Functional Requirements
Work is underway to determine potential user numbers and requirements and MOD may look to procure an enterprise-wide solution including all related agencies and public bodies.
MOD is keen to engage with small to medium sized enterprises (SMEs) as part of this process and strongly recommends SMEs provide their feedback.
In terms of high-level, initial functional and non-functional requirements for the Data Labelling capability these are provided below. These requirements are not exhaustive nor representative of any final requirements should MOD outsource this capability.
Functional requirements
The supplier(s) shall be capable of:
- providing Data Labelling capabilities across different data types or 'modalities', the main being but not limited to:
- Text
- Image
- Audio
- Video
- Time Series
- providing Data Labelling capabilities in line with best practice around ethics, safety, bias mitigation and data privacy standards
- delivering Service Integration where required with existing data management systems, tools etc.
- supporting multiple users across all levels of classification
- providing Data Labelling outputs to users in a timely and cost-effective manner
Non-Functional requirements
- The supplier(s) shall be capable of:
- collaborative working within multi skilled teams made of people from several organisations
- scaling to handle an increase/decrease in data volumes and number of users
- adapting to support changes related to business intent, innovation and new modalities
- aligning their solution with the current Defence Artificial Intelligence Strategy (https://www.gov.uk/government/publications/defence-artificial-intelligence-strategy/defence-artificial-intelligence-strategy) providing evidence of quality assurance.
- The service must be auditable for compliance purposes.
- The service must be delivered by appropriately security cleared personnel (likely SC/DV clearance depending on Data Labelling requirement).
- The entirety of the service must be delivered on-shore within the UK including data hosting and personnel provision.
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