01 · Underneath
Usually, it's new to the team
Nobody in the room has built it before, so no one can say yet whether it will work on real data, or run fast enough on real hardware.
A small senior team of tech experts, led by Sachin Garg, CTO
We guide your team through a small prototype on your own data, before the budget moves.
Book a first call
90 minutes with Sachin Garg, CTO · $500 · Refundable in one click
Why the hard part goes first
It's tested on the hardware it has to run on, and you see the measurements before anyone commits to the full build.
We don't rent you developers. Anyone we help you find joins your team, not ours.
Why the test data matters
A new set of test images, in 2007
The standard test images for compression research were too small, too old, and only 8-bit precision. In 2007, Sachin put together a new high-resolution, high-precision set, each image picked to stress the algorithms in a different way. We test your prototype on the most appropriate data.
What we usually find
A hard problem needs people who have solved problems like it before.
01 · Underneath
Nobody in the room has built it before, so no one can say yet whether it will work on real data, or run fast enough on real hardware.
02 · What we do first
Before anything gets built, we look for people and tools that have already solved your exact problem. Then the prototype only has to answer what's still unknown.
03 · If it's worth building
We lead the work with your team and the specialists it needs, and make sure it ships.
Some of the work
Open any result for the story. Clients stay unnamed; Sachin can walk you through any of them.
18.8×
Faster compression on GPU
Deep tech · Image compression
100 at 30 FPS
Objects tracked in real time
Deep tech · Computer vision
9 → 2 months
An AI project at a crawl, shipped once the right specialists joined
AI · VoIP, New York
18.8× · Deep tech · Image compression
Compressing an 8 megapixel image with a proprietary algorithm took 3 to 4 minutes on iOS and Android. We moved the same algorithm onto the GPU, and it took around 10 seconds, 94.7% less time. We used OpenGL shaders instead of CUDA or OpenCL, so it stayed portable across desktop and mobile.
100 at 30 FPS · Deep tech · Computer vision
In 2013, we developed and trained computer vision machine learning models for detecting and tracking fish species in open waters. Keeping detection and tracking separate made it far more efficient: up to 100 objects at 30 FPS on a 3.1 GHz 4-core Intel i7, using OpenCV.
9 → 2 months · AI · VoIP, New York
A New York based VoIP company had spent nine months on an AI project that was moving at a crawl: self-hosting ASR models and LLMs for transcribing and summarizing calls, to keep costs down at scale. We brought in the right specialists, and it shipped in two months. We also drove the GPU batch-processing optimizations.
How we work
Your team takes on a little more each month, until it runs without us.
Where things really stand, including what leadership doesn't hear.
Honest updates, and a working build you can try every week.
Simpler architecture, vendors held to their word, gaps filled.
Nothing depends on one person, including us.
Status updates that say what's really done, in enough detail to act on, and a working build you can try every week. A lot of the misunderstandings we see start with updates that skip the details.
A simpler architecture, vendors held to what they promised, and specialists added where the team has gaps. Your people take on a little more each month.
Knowledge moves to your team, and we help you hire anyone who's missing. By then, no part of your product should depend on one person, including us.
Ways to start
By the end of it, we'll both know whether there's more to do, and which of the other two options fits.
01 · Start here
$500
The right first step for nearly everyone.
Some teams take the solutions and run with them on their own. That's a perfectly good outcome.
02 · After the call
$3.5–6K Fixed price, 2–3 weeks
A small prototype of the part nobody is sure about, built by your team on your own data with our guidance, and measured.
03 · After the call
$8–12K a month or a fixed-scope project
If it can be built, our senior team leads the build with your people, through to a planned hand-off.
Bring whoever on your team knows the problem best.
Because it's working time on your problem, and you get real answers on the call itself. It also covers up to two follow-ups.
Then you hear it early, with the measurements that show why, while changing course is still cheap.
We provide senior product guidance to fix your prototypes. After that, your developers, or specialists we help you hire who have solved your exact problems before. We lead the work and make sure it ships. We don't rent you developers.
Sometimes, for a tricky performance problem or a code review. Mostly he makes sure the right people are writing it, and that what they build is what you actually need.

90 minutes with Sachin Garg
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Need one senior person rather than a team? Sachin also works directly as a fractional CTO. Meet Sachin →