Mnemata
Context OS for AI-assisted work

AI is brilliant. It also forgets.

Set the rules for the work, then hand it to AI. A proposal or a pitch later, it has quietly broken one, off-budget or off-brand. Watch it happen below, and watch Mnemata catch it.

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See it in your world

Watch an AI draft a confident proposal, then quietly break a rule in your brief.

Client ProposalMnemata

Your rule: Brief: stay under the $15,000 budget. Never promise a delivery date.

You

An owner asks for the client proposal.

Accelerated to show the problem. In a real project this builds up over weeks.

The problem

It is not a typo. It is forgetting, at scale.

One draft that ignores the brief is survivable. But you are not sending one draft. Every day, you hand work to an AI that never read your brand, your budget, or your rules, and will not remember them tomorrow. It looks polished, it looks ready to send, and it drifts off-message in ways you catch too late.

The thesis

Context is the new bottleneck.

The model is not the limit anymore. What it knows about your business is. The teams who win with AI are the ones who can give it the brief, hold it to that brief, and prove it stayed on message. That is a new job, and nothing was built for it. Until now.

The loop

One loop. Five steps.

Mnemata is a Context OS. You define what the work is meant to be, hand that definition to your AI tools, and check what comes back against it. The same loop whether you are starting fresh or cleaning up something already off-brief.

  1. Plan

    A consult interviews you and proposes the structure.

  2. Structure

    Shape the work around clear parts and boundaries.

  3. Audit

    Hand the result back and see exactly where it drifted.

  4. Repair

    Mnemata drafts the fix for you to approve.

  5. Export

    Hand the rules to the AI tools you already use.

Plan

Set the brief once, clearly.

Describe the engagement. Mnemata asks the questions a seasoned partner would, proposes the guardrails, and pushes back when you are vague. You leave with real rules: the budget, the promises you never make, the brand voice, and the boundaries that are not negotiable.

Mnemata consultOpus 4.8

What is the hard budget on this engagement, and may we ever commit to a delivery date?

Cap it at fifteen thousand, and never promise a specific go-live date.

Rule added: stay under the $15,000 cap; never promise a delivery date.

Export

Rules your AI actually reads.

One step turns those rules into a brief your AI tools follow, every draft, every time. Nothing new for your team to learn. The AI works from the same brief you approved.

A central governance specification emitting structured rules and boundaries to the surrounding work.
Audit and Repair

Hand the draft back, see what slipped.

You author the brief; the AI reads it. When a draft contradicts it, the over-budget quote, the promise you said never to make, the off-brand claim, Mnemata flags it and you fix it before it goes out. The automated audit runs on code today; business uses the same rules-you-wrote foundation.

Your brief: stay under $15,000; never promise a delivery date.

The draft: quotes $18,000 and promises "live in three weeks".

Off-brief. It contradicts the rules you wrote, and Mnemata flags it.

The wedge

We own the rules, not your work.

Your documents, your drafts, your client files stay yours, on your machine, under your control. Mnemata holds the source of truth for what the work is meant to be and keeps reality honest against it. Private by default: nothing is published or sent to a model without your explicit, previewed choice.

Your files

Brief.md

Proposal/

Scope.md

Pricing.md

Timeline.md

Stays on your machine.

Mnemata

Purpose: Client proposal

Budget: under $15,000

Rule: on-brand, on-budget

Forbidden: promising a date

The source of truth.

Live now

Live, and in private beta.

The platform is real and running today. We are onboarding a small group by invitation while we sharpen it.

Stop hoping your AI remembered the brief.

Get an invite and put your rules back in charge. Mnemata is opening gradually; leave your email for product updates and a shot at early access.