Earnings out. Model updated in minutes.
Qubera reads company press releases the moment they're published and updates the correct input drivers across your Excel workbooks — automatically, within minutes, with you in full control.
No workbook changes. Complete audit control. Built for how analysts already work.
watching the wire…
The data is structured. The workflow isn't.
Every quarter, analysts race to pull the same numbers out of press releases and type them into models by hand — under deadline, across dozens of names, with their P&L on the line.
Manual
Copy-paste from PDFs and press wires into the right cells — line by line, name by name, every quarter.
Slow
Numbers move markets in seconds. By the time the model is updated, the call has often already happened.
Error-prone
One mistyped driver cascades through every formula. Fat-finger risk is highest exactly when it's busiest.
From the wire to your workbook, automatically
Qubera runs the manual loop for you — and shows its work at every step so you stay fully in control.
Detect
Qubera watches the wires and filings for the names you cover and catches the release the second it drops.
Extract
It reads the unstructured text and pulls the reported metrics — revenue, margins, EPS, segment data — with their context.
Map
Each metric is matched to the exact input driver in your model. Your formulas, structure and logic stay untouched.
Update
You review a clean diff of proposed changes, each linked to its source, and approve. The model recalculates.
We automate the typing — not how you work.
Qubera never rebuilds, reformats, or "improves" your workbook. It writes values into the input cells you already use, exactly where you'd type them — so your model stays yours.
Input drivers only
Values land in your existing input cells. Formulas, links and formatting are never altered.
Source-linked every time
Click any updated value to jump to the exact sentence in the release it came from.
The speed of automation, the control of doing it yourself
Updated in minutes
Models reflect reported numbers within minutes of the release — before the call, not after.
Human in the loop
Nothing changes without your approval. Review a clean diff and accept all or line by line.
Full audit trail
Every value is timestamped and linked to its source sentence. Defensible by construction.
Works with your models
No migration, no template, no rebuild. Point Qubera at the workbook you already use.
Coverage that scales
One analyst, the whole coverage list. Qubera handles the long tail of names in parallel.
Nothing slips
Catch every filer the moment it reports — even the names you'd otherwise update late.
Two minutes from press release to updated model
Watch Qubera read a real release and propose driver updates — and see exactly where the human stays in control.
Built for the standards of a trading floor
Designed by people who shipped compliance and infrastructure inside global banks — security isn't an afterthought, it's the starting point.
Your data stays yours
Models and credentials are isolated per client. We never train on your workbooks.
Encrypted end to end
Data is encrypted in transit and at rest, with access scoped to the people you authorize.
Complete audit log
Every detection, proposal and approval is recorded — exportable and review-ready.
No black box
Every number is explainable and traceable back to the source it was read from.
Operators who lived the problem
Two decades on trading floors and in AI infrastructure — building Qubera to fix the workflow they ran by hand for years.
Ronti Pal
- Built & ran billion-dollar trading businesses at Citi & Barclays over 20 years.
- Started the algorithmic trading business at Barclays.
- CFO / COO at PayActiv and Molekule.
- BS Computer Science, Caltech.
Xavier Mandeng
- Developed and implemented AI-powered technology solutions at Quantile (acquired by London Stock Exchange) and Credit Suisse.
- Conceptualized and built THEAMA — an automated NLP-driven compliance system that eliminated millions in regulatory fines for Credit Suisse.
- AI-native, with hands-on experience developing Deep Learning systems (CNNs).
- Extensive experience with infosec and technical workflows at financial firms.
Get Qubera on your coverage before next earnings season.
We're onboarding a small group of design partners. Tell us a little about your models and we'll be in touch within one business day.
- Works with your existing Excel models
- Hands-on onboarding with the founders
- No commitment to start
Thanks — request received.
We'll be in touch within one business day.