Arc

Data partnerships

Explore AI Partnership
Opportunities

Organisations build valuable operational knowledge through years of running their businesses: workflows, processes, documentation, specialist expertise and institutional knowledge.

Arc helps organisations explore whether that knowledge may be relevant to commercial AI partnership opportunities. Every organisation is different; fit depends on its operations and the requirements of the particular opportunity.

Discuss a partnership

Knowledge, connected

The next generation of AI
will be built on knowledge.

Advanced AI increasingly needs realistic examples of professional work and specialist judgement, beyond information available publicly online. Operational processes, domain expertise and structured examples of work may help meet that need, where their use is authorised and appropriate.

A considered pathway

  1. Organisation
  2. Operational Knowledge
  3. Review
  4. Commercial Framework
  5. Strategic AI Partnership

From enquiry to engagement

How Partnership Opportunities
Are Assessed

Arc begins by understanding the organisation and establishing fit before any substantive data discussion.

  1. Explore
  2. Qualify
  3. Scope
  4. Diligence
  5. Partnership

Straightforward opportunities may progress within several weeks; enterprise diligence, contracting and data preparation can extend the timeline.

  1. 01

    Initial Enquiry

    The organisation shares high-level information about its operations.

  2. 02

    Partnership Review

    Arc explores fit by understanding the organisation and identifying potentially relevant knowledge, documentation and workflows.

  3. 03

    Commercial Discussion

    Where appropriate, potential partnership routes are assessed under the relevant commercial and legal framework.

  4. 04

    Potential Engagement

    If suitable, introductions and onboarding progress through the relevant contractual process.

Who We Typically
Work With

While every opportunity is assessed individually, organisations often share characteristics such as:

  • Mature operational workflows
  • Well-documented business processes
  • Digital-first operations
  • Internal documentation and knowledge bases
  • Repeated operational activities
  • Strong organisational knowledge
  • Established teams
  • Modern software and collaboration tools

Examples of
Operational Knowledge

These examples are illustrative only. Suitability is considered individually and does not imply that every example is appropriate for every opportunity.

Standard Operating Procedures
SOPs · Review & approval processes
Internal Documentation
Knowledge bases · Engineering documentation
Process Documentation
Business playbooks · Operational frameworks
Workflow Records
Project workflows · Task execution histories
Templates
Reporting templates · Standard forms
Specialist Documentation
Compliance · Legal · Healthcare · Logistics · Research

Knowledge by function

Illustrative examples of work that may be relevant, where its use is authorised and appropriate.

Software & engineering
Code review, technical workflows, debugging, documentation
Finance & accounting
Reporting, reconciliations, analysis, approval workflows
Legal & compliance
Review processes, policies, redlines, structured decision-making
Operations
SOPs, QA, logistics, fulfilment and repeatable operating workflows

Potential Commercial Value

Depending on the specific opportunity, selected organisations may receive commercial compensation. Assessment may consider operational scale, documentation volume, workflow complexity, uniqueness of organisational knowledge, data quality, domain expertise and the breadth of operational processes. No outcome is assumed.

From potential fit to conversation

Discuss a partnership

Start your partnership enquiry