Humanoid · lab gait
Lab · UK · Online 00:00:00 UTC Frontier R&D · AI · Robotics · Red Dot design

Frontier R&D.
Delivered.

Your frontier roadmap, built by people who build. We keep you ahead of what's happening in AI, turn it into concepts for your business, and when you say go we build the finished product. Reports, specs and calls. Not decks.

Start with a report · Build when it's earned
Why Labs exists

Most advisory work stops at the deck. A slide that fails in the real world still gets paid for. Labs only recommends what it's prepared to build, then builds it. We run our own robotics lab and design Red Dot-winning hardware, so we know the difference between a demo and a product.

The engagement

Start with one report.
Three things you can count on.

A single report to begin, a fixed retainer if it earns its place, and outputs designed to be acted on, not filed. Reports, briefs, product concepts and calls. Building only when there's something worth building.

01 · Quarterly, with a monthly brief

An industry-specific frontier report

Every quarter: what moved in AI, what we tested in the lab, what it means for your organisation, and what to do about it. Every month in between: a two-page brief and a call. Written by the people building with it, presented to your leadership.

GPU compute racksGPU racks · evaluation
02 · Two or three a year

Product concepts that build your roadmap forward

Ad hoc, strategically aligned product concepts: a new product, a new capability inside one you already have, a new way to reach your customers. Some are a fortnight's work, some are a major build. Each comes scoped, with the number it would move and a spec you can act on. The point is a roadmap that stays relevant.

0recommendations we wouldn't build ourselves
03 · When you say go

Built, when you want it

Rapid iteration from concept to finished product. Mostly software and AI; physical devices when the idea calls for it. Then Edge Expert Services runs it for you.

How an engagement works
The Lab

Where the work happens

A humanoid, a quadruped, drones, a print farm and a GPU bench. Frontier AI is easy to talk about and hard to make work; the lab is where we find out which claims are real before they reach your report. Our device design has won multiple Red Dot awards.

Unitree G1 humanoidUnitree G1CAM 02
On tools

The creativity is in the question. The machine executes. Every product above began as a brief sharp enough that a model could act on it and a person could tell whether it had. Knowing what to ask, what good looks like, and which answers are wrong: that part isn't automated. That part is us.

The quarterly report

This quarter, decoded for your industry.

Every retainer includes a quarterly frontier report written for one industry: what moved, what we tested, competitive signals, implications, and zero to two recommended moves. Between issues, a two-page monthly brief: what moved in your market, the opportunities it opens, and what we'd watch. Both presented on a call. Decision-ready, not a reading list.

Frontier report · No. 014 Logistics · Q3 2026

Three things that moved this quarter, and one that didn't.

§1
crosses from demo to deployable

Implication: in your pick-rate model within two quarters.

§2
On-device VLM inference under 200ms on

Tested in the lab this quarter. Precision holds; recall doesn't yet.

§3
Competitor signal:

Not the threat it looks like. Here's why, and what to watch instead.

§5
Recommended move: none this quarter

The capability you asked about isn't ready. We'll tell you the month it is.

Edge Labs · Confidential Page 1 of 9
How it works

One report first. The cadence follows.

Everything short of a build is virtual: reports, briefs, specs and calls. Building happens only when there's something worth building. Some quarters the right answer is "not yet", and we'll say so.

01
Weeks 1–4

Discovery

A short series of calls to get inside your industry and your organisation: where the value sits, where the friction is, and where frontier capability can change the game.

Logistics operationDiscovery · your operation
02
Quarterly · Monthly brief

The report

An industry-specific frontier report every quarter: developments, lab results, competitive signals and concrete implications for you. A two-page brief and a call each month in between. Presented to your leadership.

Unitree G1Unitree G1 · in the lab
03
Two or three a year

Concepts

Ad hoc product concepts, strategically aligned to where you're going, that build your roadmap forward and keep you relevant. Each scoped and justified, designed to move your numbers, not your slide count. Every one arrives with a spec we're prepared to build.

Bambu Lab 3D printerPrint farm · device concepts
04
When you say go

Build

Rapid iteration to a finished product. Software and AI built by the Labs team; physical devices designed and engineered in our lab to Red Dot standard. Priced per piece of work, agreed up front.

Unitree Go2Build · lab
05
Live

Run

The finished product is handed to Edge Expert Services to host, operate and evolve on the Edge platform. Labs stays on the retainer, watching for the next move.

Server racksRun · Edge platform
Industries

Where frontier capability meets a real operation.

Labs works best in industries with something at stake in the real world: a fleet, a network, a line, a customer base. Most of what we build is software and AI. Some of it is hardware. All of it has to work outside the demo.

All industries

Bring the frontier to your industry.

Tell us about your organisation and the change you're after. We'll come back with what the first report would cover, and what it would cost.

Talk to Edge Labs