IADORAI
Product · Ambit

Let people change what they’re allowed to. Nothing more.

Ambit is a purpose-constrained AI environment. People steer real work in plain language — while every change stays inside a scope you define, previewed and approved before it goes live, audited and reversible after.

Working v1 · design partners
THE IDEA

Safe, bounded self-service — in plain language

Give a manager, a team, or a client a natural-language way to adjust the work you built for them — the criteria behind an AI-generated flyer, the rules on a page, the settings that matter — without the ability to break or escape that scope.

The governing principle is simple: security and scope live in the tool layer, not the prompt. Assume the prompt will be defeated — and design so that nothing bad happens when it is.

Configured for · ACME RETAILin scope
You

Only show items under USD 200, and drop the jewellery category.

What you can change
Price cap ≤ USD 5000Product categoryHeadline copyPayment providerData sourcesBrand coloursTool credentials
Awaiting approvalSet price cap USD 200Approve
// Every change is previewed before it goes live. Illustrative.
CAPABILITIES
  • SCOPE

    Change only what's in scope

    Each project exposes a fixed allow-list of validated actions. Anything outside it is rejected structurally — not asked of the model politely, but refused at the tool layer.

  • APPROVE

    Human approval on every write

    Nothing changes silently. Each action is previewed as a diff and waits for an explicit approval; declining aborts cleanly and leaves nothing behind.

  • GUARDRAILS

    Defense in depth

    Prompt-injection detection, secret-leak checks, and rate and budget limits run at every stage — input, retrieval, tool call, and output. Baseline rules can't be edited away.

  • AUDIT

    Auditable and reversible

    Every prompt, tool call, and configuration change is logged. Configuration is versioned data with an author, a timestamp, and a rollback — not a mystery setting.

  • SECRETS

    Credentials never touch the prompt

    Secrets are referenced, not inlined — injected server-side at the moment of execution and never present in the prompt, the context, the UI, or the logs.

  • MODELS

    Provider-agnostic

    Run on a commercial model or a self-hosted open one, and swap by configuration. Models that can't call tools safely are gated out; budgets and fallbacks are built in.

ENTERPRISE-READY

Built for where the sensitive work lives

Everything is configuration, and configuration is versioned data — so Ambit runs where your data has to stay, under the controls your organisation already requires.

Multi-tenant by design

Schema-per-tenant isolation with role-based access — one tenant can never read another's data or configuration.

On-prem and air-gapped

One artifact, many deploy targets: managed, self-hosted, or fully air-gapped with a co-located local model and zero external calls.

Least privilege throughout

Every tenant, project, and tool gets exactly the access it needs — and onboarding a new client is pure configuration, not code.

Put a safe AI surface in front of your team

Tell us what you'd want people to change — and what must never move. We'll show how Ambit draws that boundary and holds it.

Contact us