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Private beta · Concept mapping for science

Every scientist thinks in knowledge graphs. Axy builds yours — so others can explore.

Apply for Early Access

10M+

Researchers each rebuilding the same map from scratch

23%

Of work time spent re-reading what others already mapped

$150B

Spent annually on "catching up"

2 yrs

For a new lab member to inherit what came before

The Axy app showing a researcher's knowledge graphs — Neural Plasticity Atlas, CRISPR Gene Editing Pathways, and Climate–Biodiversity Interactions. — A 4-minute walkthrough — from a stack of papers to a living concept map.

The Problem

Before a scientist can do anything new — They have to figure out what’s already been done.

That process hasn’t changed in 50 years. It is slow, solitary, and painful. And it looks like this.

The Literature Abyss

A new field can mean 40,000 papers. Months of chasing citations later, you still can't tell the foundational work from whatever everyone else happened to cite.

The Duplicated Work

Three people in your department reviewed the same literature last year. Nobody knew. The models they built stay locked in their heads — and leave when they do.

The Two-Year Tax

A new postdoc spends two years just catching up on the field — rebuilding a mental model that already lives in the departing postdoc's head.

The Solution

Ask a question — watch your field connect.

Axy maps your field at the concept level. Ask in plain language and watch the graph assemble — surfacing the bridges and gaps you would have missed.

I just started on Parkinson’s — what connections am I missing?

Let me map the concept neighbourhood.

Scan concept clusters
Trace connections
Surface bridges

The gut microbiome links to Parkinson’s via SCFAs → α-synuclein — a bridge across two clusters most newcomers miss.

Blogs

Insights for the Future of Discovery

Dive into articles, updates, and perspectives on building a more connected research ecosystem.

View all articles

HRA KG: What the Human Reference Atlas Knowledge Graph Maps, Enables, and Leaves Out

A researcher's guide to the Human Reference Atlas Knowledge Graph (HRA KG) — what it maps across 71 organs, what it enables, and where its limits lie.

12 Aug, 2026 • 11 min read

Why "Just Use ChatGPT" Doesn't Work for Real Scientific Discovery

ChatGPT is built to summarize, not to discover. Why real research needs provenance, relationships, and freshness that general chat LLMs can't provide.

7 Aug, 2026 • 9 min read

Papers with Code: What It Built, What It Meant, and What Comes Next

Papers with Code shut down in July 2025. What it built, what the shutdown cost ML research, and which tools now cover the gap it left behind.

3 Aug, 2026 • 9 min read

PubMed Knowledge Graph 2.0: What It Connects, Enables, and Where It Falls Short

A review of PubMed Knowledge Graph 2.0 — what its papers, patents and trials integration enables, where the pipeline falls short, and how to use it well.

29 Jul, 2026 • 10 min read

Apply

We’re building Axy with our First 500 researchers.

This is not a newsletter signup. It is an application. We read every one. We invite in cohorts of 50, prioritising labs that want to map their own work first and contribute to their public knowledge graph — not just use a product.

COHORT - 03 CAPACITY 252 / 500

50.4% filled · 248 seats remain

Referral Rewards

After applying, you’ll receive a personal referral link. Each colleague you refer moves you higher in the queue.

10 Referrals Pioneer status
3 referrals Cohort 1 guaranteed