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About us

We started with the data. Then we built the rest

Four years labelling data for computer vision teams taught us exactly where AI projects break. Now we build the models and the products too - for clients who have kept us on for years.

What we do

Build AI systems that survive production

We take on the whole span of an AI product: the data pipeline that feeds a model, the model itself, the service that exposes it, and the interface where someone acts on its output.

That scope exists because splitting it across teams is where projects die. A model handed over without a deployment path is a research artefact, not a system.

How we work

Close to the data, and close to the client

Since 2021 we have worked on computer vision and machine learning problems where the difficulty is in the data, not the architecture. Millions of images across live projects for teams in the UK, US, Europe, the Middle East and beyond.

That gave us an unusually direct view of why models underperform, and it is why clients keep extending scope: first the model, then the service, then the product around it. Our longest engagement has run continuously for over three years, with a dedicated team of 30 on that one account.

Our journey

Four years, and a widening remit

Founded
2021
Team
30+
Countries served
8
Clients served
10+
Longest engagement
3+ yrs
  1. 2021

    Founded in Surat

    Set up to build computer vision systems for teams that needed models working on their own imagery, not on a benchmark.

  2. 2023

    First long-term engagements

    Sorted Tech in the UK and MiniAi Live in the US both started with us this year. Sorted Tech is still with us and remains our longest engagement; the MiniAi Live work ran for three years. Scope widened from vision into broader engineering.

  3. 2024

    Dedicated teams, whole stacks

    Engagements widened from single models to complete development stacks, with dedicated teams owning labelling, training, pipelines, deployment and the product surface.

  4. 2025

    End-to-end delivery and agents

    Completed a full PPE compliance platform in Canada - dataset through to edge deployment and portal - alongside agent-based automation for port and logistics operations, and a new engagement in Spain.

Team

Who you'll work with

A team of 30+ across engineering, modelling, and data work. These are the people who scope your project and stay accountable for it.

Ravina

Ravina

Chief Executive Officer

Runs the business and client relationships. Focused on keeping engagements long-term rather than transactional.

Gaurav Kankotiya

Gaurav Kankotiya

Chief Technology Officer

Owns technical direction across AI and product engineering, and is accountable for whether a model is good enough to ship.

Life here

One office, in Surat, Gujarat

We work in person. It matters for the kind of problems we take on, where the useful conversation is usually the unplanned one.

The team at work in the Surat office
Engineers at their workstations in the Surat office
Annotators reviewing imagery on the studio floor