Memora Systems — est. 2026

Institutional
memory,
made real.

Memora builds living knowledge systems for universities and institutions, so the answers your organization already has are the answers your people can find.

Section 01 — The problem

Every institution
forgets.

Three decades of unwritten knowledge walks out the door every year, in pieces, almost invisibly. The cost is not in any line item, but it is in every meeting, every report, every onboarding.

— 01

Inconsistency.

Different departments give different answers to the same question. Reports diverge by a thousand small definitions, and no one is wrong, exactly. They're just not reading from the same page.

— 02

Inefficiency.

Knowledge workers spend hours, sometimes days, hunting for information that already exists somewhere on a shared drive, in a five-year-old PDF, in a colleague's inbox.

— 03

Amnesia.

Senior staff retire and take decades of institutional knowledge with them. The names of the policies they wrote remain. The reasoning behind them does not.

Section 02 — Lineage

A 1945 idea,
finally buildable.

Consider a future device for individual use, which is a sort of mechanized private file and library. It needs a name, and to coin one at random, "memex" will do.
Vannevar Bush  ·  The Atlantic Monthly  ·  July 1945

In July of 1945, in the closing weeks of the Second World War, Vannevar Bush, director of the U.S. Office of Scientific Research and Development, published an essay in The Atlantic Monthly. He imagined a desk-sized machine that would let any individual store, retrieve, and follow associative trails across the whole of human knowledge.

The Memex was never built. But the idea — that knowledge is most useful when it is associatively linked, retrievable on demand, and inherited from one mind to the next, has waited eighty years for the tools to catch up.

Memora is what comes next. Not a desk, but an institutional layer. Not for one person, but for the people who keep an institution running.

Section 03 — Product

IRIS is the first
Memora product.

A secure AI assistant for institutional research and knowledge management. You ask in plain language. IRIS answers only from your institutional documents, with citations on every reply. Live at NJIT today.

Six pre-loaded questions from a real IR office. See the full IRIS page
Section 04 — How it works

Three weeks.
Three steps.

— STEP 01

You hand us your documents.

Common Data Set, Factbook, Cookbook, methodology notes, policies, accreditation materials. Whatever your institution already produces.

— STEP 02

We do everything else.

Ingestion, indexing, retrieval, evaluation, tuning, and deployment, all in single-tenant AWS resources operated by Memora. Two to three weeks, end to end.

— STEP 03

Your team uses IRIS.

Ask in plain language. Get answers grounded in your own materials, with citations to the source page. No training required.

Section 05 — Trust

Built for the institutions that don't get to be wrong.

— Live deployment

Running at NJIT

In production with New Jersey Institute of Technology's Office of Institutional Effectiveness.

— Infrastructure

Built on AWS

Bedrock, OpenSearch, S3. Mature, audited, FedRAMP-eligible at the platform level.

— Data residency

AWS-hosted, single-tenant

Single-tenant resources in AWS us-east-1. Your documents never leave the AWS network.

— Data use

Never used for training

AWS Bedrock enterprise terms contractually prohibit using your data to train any model. No data leaves the AWS network.

Talk to us

A conversation,
not a sales call.

We want to understand your institution before we talk about what we'd build. Thirty minutes, on the phone or by video, with the people who would actually do the work.