ThefrontierofAI,applied to what matters.
Edvent AI helps businesses unlock the data they already have, and reinvents how people learn, putting today’s advances in science and AI to work for real impact, now.
Mission
Why we exist
Capability with purpose
The frontier of AI only matters if it improves real lives and real businesses.
Impact now
Today's advances should create value now, not promises for some distant future.
Close to the problem
A globally distributed team keeps us close to the people, businesses, and cultures we serve.
What we do
Two ways we put AI to work
We help businesses unlock the data they already have, and help people learn in ways traditional methods can’t match. The same scientific rigor sits behind both.
Retail AI
We help retailers unlock the data their stores already capture, from CCTV footage and audio to transactions and floor layouts, and turn it into insight they can act on.
- Fraud detection across transactions and footage
- Store layout and space optimization
- Operational efficiency from data you already capture
For retailers / The data backbone
The data backbone behind Retail AI
Behind every Retail AI deployment sits a backbone that turns raw store activity into trustworthy, queryable data, ready to power AI models and business decisions.
- 01/ANNOTATION
Data annotation
Labeled data delivered as a managed service across video, audio, transactions, and spatial geometry. Our own models pre-label every batch to speed up human annotators, and a layered QA process catches drift and edge cases before they reach the dataset. Each cycle gets faster and more consistent, with the pre-labels themselves improving every round.
- 02/FRAUD & COMPLIANCE
Fraud & compliance detection
We surface fake returns, voided sales, off-system transactions, and procedure breaches by cross-referencing CCTV, audio, and point-of-sale records in real time. Every flagged incident arrives with a confidence score, the synced video clip, and the full transaction trail, so investigators spend their time deciding, not searching. Patterns are clustered across stores so systemic issues surface as quickly as one-off ones.
- 03/OPERATIONS
Operations optimization
We pinpoint exactly where stores leak time, money, and conversion: queue bottlenecks, understaffed zones, slow handoffs, layouts that don't match real traffic. Each recommendation comes with projected impact and the underlying evidence, so operators can stage-rank fixes by effort and expected return. Nothing is hand-wavy; every suggestion is backed by what the cameras and registers actually saw.
- 04/LAYOUT
Layout management & optimization
Floor plans become live, structured data: every aisle, fixture, and zone tied to footfall, dwell time, and sales per square meter. Layouts update automatically as stores rearrange, with no manual redraws. Before you move a single shelf, simulate the change against real traffic and see exactly which categories will gain and which will lose.
For retailers / The data backbone
The data backbone behind Retail AI
Behind every Retail AI deployment sits a backbone that turns raw store activity into trustworthy, queryable data, ready to power AI models and business decisions.
- 01/ANNOTATION
Data annotation
Labeled data delivered as a managed service across video, audio, transactions, and spatial geometry. Our own models pre-label every batch to speed up human annotators, and a layered QA process catches drift and edge cases before they reach the dataset. Each cycle gets faster and more consistent, with the pre-labels themselves improving every round.
- 02/FRAUD & COMPLIANCE
Fraud & compliance detection
We surface fake returns, voided sales, off-system transactions, and procedure breaches by cross-referencing CCTV, audio, and point-of-sale records in real time. Every flagged incident arrives with a confidence score, the synced video clip, and the full transaction trail, so investigators spend their time deciding, not searching. Patterns are clustered across stores so systemic issues surface as quickly as one-off ones.
- 03/OPERATIONS
Operations optimization
We pinpoint exactly where stores leak time, money, and conversion: queue bottlenecks, understaffed zones, slow handoffs, layouts that don't match real traffic. Each recommendation comes with projected impact and the underlying evidence, so operators can stage-rank fixes by effort and expected return. Nothing is hand-wavy; every suggestion is backed by what the cameras and registers actually saw.
- 04/LAYOUT
Layout management & optimization
Floor plans become live, structured data: every aisle, fixture, and zone tied to footfall, dwell time, and sales per square meter. Layouts update automatically as stores rearrange, with no manual redraws. Before you move a single shelf, simulate the change against real traffic and see exactly which categories will gain and which will lose.
Hyper-Personalized Learning
We use AI to reinvent how people learn, starting with English. Every learner gets support that adapts to their level and pace, the kind of one-on-one attention traditional methods can't offer, at a fraction of the cost.
- Adapts to each learner's level and pace
- One-on-one support, available to everyone
- A fraction of the cost of traditional tutoring
How we work
From the frontier to the front line
One discipline turns the most capable AI into tools that earn their place in real lives and real businesses.
Explore
We track and apply the most capable advances in science and AI as they emerge.
Build
We translate raw capability into practical tools that people and businesses actually use.
Ship
We measure against real outcomes and iterate fast: value today, not someday.
Feedback
Real-world signal flows back into what we build next, so every cycle ships sharper than the last.
Where we’re headed
We’re building toward a future where intelligent technology serves everyone, not a few.
That conviction shapes every tool we ship.
Our team
A team built for the frontier
We’re a globally distributed team of engineers, researchers, designers, and educators, united by one conviction: today’s advances in science and AI should be improving real lives and real businesses now.
Let's build practical AI together
Tell us about the problem you're trying to solve, and we'll put the right AI to work on it.