Public research programme · member access by invitation

AI applications have more than one surface.

Surfaces is Viewyonder’s home for practical AI application-security research: the umbrella around Injectionator today, and a place for future work on the systems around a model.

One programme, two kinds of work

Surfaces keeps product development and open-ended research close enough to test each other, without pretending either is finished.

In active development

Injectionator

A developing platform for exercising meaningful AI application paths and connecting model behaviour to the identities, tools, services, controls, and effects behind it.

Read about Injectionator

Research horizon

Beyond a single product

Focused investigations, small tools, and field notes about how AI applications fail, how controls really behave, and what reliable evidence looks like in practice.

Bring a research question

Paid engagement

Apply Surfaces to your application

Bring one application domain and one chatbot, agent, MCP integration, or AI workflow. The Surface Assessment follows the real path through identity, data, tools, services, controls, and downstream effects.

Start with uncertainty or bring an active issue. Stop when the evidence is enough to decide, or continue into an agreed path to detect, protect, and prove.

Explore the Surface Assessment

Access follows the work

Member access is by invitation while the member experience and research programme take shape.

Members can expect bounded previews, working notes, and clear accounts of what has and has not been proven. Public explanations will remain available here as the programme develops.

Existing member access