About

Engineers for hard data problems

We build software for problems that are easy to state and hard to get right, starting with insurer vehicle codes.

Based in India.

Twin escalators rising through a quiet, symmetrical concourse

What we do

  • We take work that teams do by hand today, like finding one vehicle in five insurer masters, and turn it into software.
  • We measure on real records before we claim anything, and we publish how we measured.
  • We ship it where your data has to stay: on your own servers, or as files we run for you.
  • You work directly with the engineers who built it, with no account managers in between.

What we build

MMV mapping, our first product

  • RC details in; each insurer's own listing and vehicle code out, with a confidence level.
  • Five insurer masters ready, and more on request.
  • Private cars and two-wheelers, in about 7 ms per vehicle.
  • See how it works

Your problem next

  • Matching records across systems that name the same thing differently.
  • Keeping product and vehicle masters in step as new models launch.
  • Getting dependable answers out of messy data, at the speed your systems need.

How we work

Measured, not promised. Every number we quote comes with how we measured it.

Your data stays yours. Vehicle fields only, never resold, deleted when the work ends.

Results before contracts. We show you results on your own data, free, before you pay anything.

Straight answers. If something is not a fit for us, we say so.

Have a hard data problem?

Tell us what you need to match, clean or keep in step. We'll tell you honestly whether we can help.

Tell us about it Request a free comparison