Background Paths
Background Paths
Work with us

Partners

Collective Intelligence works with a curated network of AI specialists — researchers, engineers, ethicists, and domain experts — to bring precision thinking where it matters most.

How we work ↓
How we work together

A different kind of partnership. Built on depth, not breadth.

We don’t maintain a marketplace. We build relationships. Every specialist in our network has been engaged directly — through referrals, research, or years of shared work in applied AI. We invest in understanding their expertise before we ask anything of them.

When an organisation comes to us with a challenge, we reach into that network with intent — pairing specific capabilities with specific needs, and staying involved to make sure the collaboration delivers something real.

01

We listen before we match.

Every engagement begins with a thorough scoping conversation. We learn the problem in full — its history, its constraints, what has and hasn't been tried — before we think about who to bring in.

02

We match on capability, not availability.

Our connections are purpose-built. We identify partners whose expertise directly addresses the challenge — not simply whoever happens to be free. Quality of fit is the only metric that matters.

03

We stay in the room.

Collective Intelligence remains involved throughout the engagement. We help structure the collaboration, facilitate dialogue between specialist and client, and ensure knowledge is transferred — not just delivered.

The specialists in our network

Our partners span the full range of AI disciplines. What unites them is a commitment to rigour, independence, and the belief that AI should be built and deployed thoughtfully.

AI Researchers

Academic and independent researchers working at the frontier — from foundation model behaviour to emergent capabilities, alignment, and interpretability. They bring rigour and long-horizon thinking to questions that demand it.

Applied ML Engineers

Engineers who have built production AI systems across healthcare, finance, infrastructure, and beyond. They close the gap between research findings and systems that work reliably in the real world.

AI Ethics & Policy Experts

Specialists who examine the societal, legal, and ethical dimensions of AI deployment. They help organisations navigate risk, accountability, and the responsibilities that come with deploying powerful systems.

Domain Specialists

Experts in medicine, law, climate, education, and other fields who provide the contextual depth that prevents technically sound AI from being practically irrelevant. AI without domain knowledge is just pattern matching.

What we hold to

The principles that shape every partnership

These aren’t aspirations. They are the standards we apply when deciding who to work with, what engagements to take on, and how we show up for both sides of every collaboration.

01

Expertise over scalability.

We would rather introduce one exceptional specialist than ten adequate ones. Our value lies in the quality of our connections, not the volume. Every person we bring to a problem should meaningfully change its outcome.

02

Independence is non-negotiable.

We do not pressure specialists to reach conclusions that serve our clients' preferences. Good AI work requires honest assessment. We protect our partners' ability to say difficult things, even when inconvenient.

03

Long-term over transactional.

The best partnerships develop over time. We maintain relationships with specialists across years, not just engagements. We know what they care about, where they're heading, and when a project is worth their time.

04

Both sides deserve clarity.

Specialists deserve to know exactly what they're walking into. Clients deserve to understand precisely who they're working with. We don't oversell on either side — ambiguity at the start becomes dysfunction in delivery.

For specialists joining our network

What it means to work with us

We are selective about who we introduce, and equally selective about the work we bring to specialists. Being part of this network means your time is respected.

Meaningful work

We bring engagements where specialist input changes outcomes. You won't be asked to lend credibility to decisions already made — you'll be shaping ones still in progress.

Clarity of scope

Before any engagement, we ensure both parties understand the problem, the timeline, the decision-making structure, and what success looks like. No ambiguity about what you're signing up for.

A network worth being part of

Our partners learn from each other. We facilitate introductions, share relevant thinking across the network, and create conditions for collaboration that goes beyond any single engagement.

Fair and transparent terms

We are straightforward about how engagements are structured and compensated. We don't build our margins by obscuring yours.

Your independence, protected

We will never ask you to soften a finding or qualify a recommendation to make a client more comfortable. If a client wants endorsement rather than expertise, we are the wrong intermediary.

Sustained relationships

We stay in contact between engagements. We track how your work evolves and bring you opportunities that align with where you're headed — not just where you've been.

Ready to bring your expertise into the network?

We’re always looking to connect with specialists whose work we respect. Tell us about what you do and what kinds of problems you find worth solving.