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Associum launches Private AI, AI for your most confidential work.

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Associum’s highest-security AI solution

Private AI. Your data never leaves your control.

Associum runs on your own private cloud, fully managed by us. You control what data leaves your environment, and none of it ever reaches AI labs.

Available to enterprise customers · Your data never reaches AI labs

Security and privacy

How your data stays private

Private AI is the most secure way to use Associum. Privacy comes from how it is built, not only from policy.

  • Stored only in your environment

    Everything you upload, index and generate lives in your own private cloud.

  • Data never reaches AI labs

    Your documents, prompts and outputs are never sent to an AI lab, so no lab can store them or train on them.

  • You control what leaves

    Web search and outside connectors are switched on only if you choose. Everything else stays inside.

ISO 27001 certifiedAICPA SOC 2 Type II

Associum is SOC 2 Type II and ISO 27001 certified. Your data is encrypted in transit and at rest.

View Trust Center

Why Private AI

Your firm’s knowledge is your edge.
It shouldn’t leave the building.

Generic AI knows what everyone knows. Building private AI yourself usually means a long project, specialist engineers and infrastructure you have to run forever. Associum gives you the outcome without the project.

Building it yourself

  • Privacy depends on how well your team builds and patches it
  • Months of integration, data plumbing and model work
  • Forward-deployed engineers and consultants embedded in your team
  • Your IT team runs, secures and upgrades the infrastructure
  • Models fall behind the state of the art the day they ship

Associum Private AI

  • Your own private cloud. Your data never leaves your control
  • Private AI in days, not months
  • Turnkey. No forward-deployed engineers required
  • Fully managed by Associum, end to end
  • Always state of the art. Always updated

What you get

Private models. Private infrastructure.
Managed by Associum.

Turnkey private AI

Everything from firm memory to firm-specific agents ships ready to use. No build project, no integration backlog.

Powered by the Associum harness

Our agent harness and enterprise search bring your team’s data, context and workflows into one place, the foundation private AI needs.

Firm-specific models and agents

Models and agents that follow your firm’s work product, terminology and standards, and keep improving as your team uses them.

Enterprise access controls

SSO, role-based access and audit logs, so you decide who sees what.

Fully managed, end to end

We operate, monitor, secure and upgrade the stack, so your IT team doesn’t have to.

Always state of the art

Leading models, continuously evaluated and updated, and matched to how complex your work is.

How it works

The harness channels your firm’s knowledge

Private AI is only as good as what it learns from. Associum brings your team’s data, context and workflows into one place, then turns them into models and agents that work the way your firm does.

  1. 01

    Connect

    Bring documents, data sources and systems into Associum through enterprise search and MCP integrations.

  2. 02

    Capture

    Templates, feedback loops and your team’s reviewed work record how your firm thinks and what “good” looks like.

  3. 03

    Own

    That knowledge powers private models and agents that run inside your perimeter, managed end to end by Associum.

Choose the model your work needs

Match the model to the complexity of your work, and change it whenever you need to.

Efficient models

Fast, lower-cost models for drafting, document review and research questions.

Advanced models

Stronger reasoning for multi-source research, reports and analysis.

Frontier models

The most capable models for deep financial analysis, valuation and IC memos.

More complex work, more capable model

Your own private cloud, fully managed by Associum, whichever model you choose

Enterprise waitlist

Be first in line for Private AI

Private AI is available to enterprise customers only. Join the waitlist and our enterprise team will reach out to scope a deployment around your data, security and infrastructure requirements.

  • Priority onboarding for waitlist firms
  • Deployment scoping with our enterprise team
  • No commitment required to join