Primorum

AI that doesn't just answer — it delivers.

Frontier labs are in a race to build faster, cheaper models. But a model that's 99% right is still wrong 1% of the time — and it can't tell you which 1%. Primorum builds the layer that makes AI dependable: multi-step verification, adversarial review, plan-before-execute, guaranteed outcomes. We don't sell tokens. We sell delivery.

What we believe

• System 2, not System 1

  Frontier labs build the fast, intuitive, pattern-matching layer. We build the slow, deliberate, verification layer. The models do the thinking; we supply the judgment.

• Dependability is the scarce resource

  Raw model capability is commoditizing. The thing that isn't commoditizing — the thing customers actually pay for — is knowing the outcome will be delivered.

• You pay for outcomes, not tokens

  A model call costs a fraction of a cent. A guaranteed outcome is worth thousands. The premium is not for the inference — it's for the deliberation, the verification, and the commitment to deliver.

Start with a free audit

The fastest way to understand what we mean by dependable AI is to see where it could be working in your business right now. We audit your operations and deliver a concrete report: what to integrate, what it would cost, and what it would return.

Request your free audit → You'll hear back within one business day.

What we audit

We look at the operational layer of your business — the repetitive work that happens between systems, between people, and between departments.

• Customer operations

  Onboarding, support triage, follow-up sequences, churn detection. AI can handle the first two tiers of customer interaction today.

• Revenue workflows

  Lead qualification, proposal generation, pipeline management, renewal timing. AI can compress sales cycles without adding headcount.

• Back-office processes

  Invoice processing, expense categorization, compliance checks, report generation. AI eliminates the manual stitching between tools.

• Data & reporting

  Data extraction from documents, cross-system reconciliation, dashboard population, anomaly detection. AI turns scattered data into decisions.

• Communications

  Email drafting, meeting summaries, stakeholder updates, internal knowledge retrieval. AI keeps information moving without bottlenecks.

• Hiring & people ops

  Candidate screening, onboarding document generation, policy Q&A, training material adaptation. AI scales the people function.

What you get

• 01

  An inventory of AI-ready processes.

  A prioritized list of your operational workflows ranked by AI suitability, with the ones that would move revenue first.

• 02

  Specific software recommendations.

  For each workflow, we name the tools — off-the-shelf, custom, or API-integrated — that could handle it. No vague suggestions.

• 03

  Estimated cost and return.

  Implementation cost ranges and projected ROI per recommendation, so you know which ones pencil out before you spend anything.

• 04

  An implementation roadmap.

  A phased plan: what to do first, what depends on what, and how long each phase takes. Start with the highest-return, lowest-risk move.

How it works

1. 1

   You reach out.

   Send a note describing your business and what you'd like us to look at. A sentence or two is enough.

2. 2

   We talk (30 minutes).

   A brief call to understand your operations, your tools, and where you feel the friction. No prep needed.

3. 3

   We deliver the audit.

   Within a week, you receive the full report: AI-ready processes, specific tools, costs, returns, and an implementation roadmap.

The audit is free. The upside is not.

We do this at no cost because the audit itself is the proof. If we can't find meaningful ways for AI to improve your operations, we'll tell you that too — and you'll have lost nothing but half an hour. If we can, you'll have a plan that most businesses pay consultants five figures to produce.

Primorum is an AI consultancy based in Toronto. We build and integrate AI systems for businesses that want dependable outcomes, not just impressive demos. The audit is how we earn the right to work with you.

Request your free audit → No cost. No commitment. No catch.