Sparks
Know in minutes whether an idea is worth the day.
Ideas arrive faster than anyone can test them. Sparks takes whatever you're wondering about and does the first pass, so the choice to go deeper is an informed one.
Investment Research, Augmented.
Purpose-built for research and analytics, so you reach better decisions sooner.
The building blocks of the platform
The workspace · Not shipped yet
Research is not a conversation you start over every morning.
We do not think the future of investment research is a chat window that forgets what you did yesterday. It is a place where the work accumulates and the tools get sharper the more you use them.
That is why we are building the workspace. The three below are ideas we are starting to build.
Dossiers
Everything you need, gathered before you start.
Serious work begins with an hour of gathering. Dossiers does that hour while you're elsewhere, and hands you the sources themselves rather than a summary of them.
Loops
Know when something changes.
What you studied last month doesn't stay still. Loops keeps watch and tells you when something lands that you'd want to know about.
A few things worth
knowing up front
Traceable to the source
Every figure links back to the exact filing, statement and period it came from. Click any number to open the primary source document behind it.
Encrypted in transit
Your connection uses TLS encryption from the moment data leaves your device.
Password never readable
Passwords are stored as one-way hashes, never in a form anyone can read.
Two-factor login
An optional one-time code adds a second layer to every sign in.
Stored in France
All your data is hosted on servers located in France, never sold or shared.
Security you don't have to think about
Protecting your work is built into the product, not added on afterwards. Every safeguard is active by default, with nothing for you to configure.
Open base, proprietary tuning
The base models are open rather than a black box we rent. What we train on top of them, and the data behind it, is our own and stays that way.
Run on our own machines
The models we host answer from our servers in France, alongside your data.
European for agentic work
Agentic workflows run on Mistral, a French company hosting in France.
The models behind the work
The analysis runs on open-weight models we host ourselves. What sits on top is proprietary: the tuning, and the work that went into it, are ours. For agentic workflows we use Mistral, which keeps that work in Europe.
What's been built lately
The beta is invite-only while we keep the group small. macOS and Windows.