A Cognivault companyPre-seed · Yammi Ventures Group

Training data for robots that sew.

Cognivault Venture Labs is the data and model lab of Cognivault. We record skilled manual work from the worker's point of view across Central Asia, aggregate it into structured datasets, and fine-tune public foundation models on what we collect.

1,000 usable hours across eight domains: our first delivery target, 15 December 2026

The pipeline

One session, layer by layer

Every recording session gains the same layers before it reaches a buyer. Pick a step, or switch the workplace.

Coming soon
Annotated session videoA real recording with hand keypoints, depth, objects, actions and quality checks overlaid.

Sewing session

Bishkek · 8 min · stereo head camera, wrist camera, exocentric camera, IMU
Playhead00:00:00align

Illustrative session. Real recordings and annotations are shared with buyers under NDA.

What we do

From the shop floor to a fine-tuned model

01. Data Collection

Trained operators wear lightweight stereo headsets during real shifts, with optional wrist cameras for hand and object detail. Our team handles configuration, charging and offloading, so workers just press record.

  • Egocentric video as the core product
  • Exocentric and synchronized multiview footage
  • IMU streams and camera calibration

02. Aggregation

Every recording runs through one pipeline: ingestion, synchronization checks, quality control, task segmentation, annotation, storage and export. Originals are preserved next to processed versions.

  • Temporal annotations for every action
  • Task, environment and object metadata
  • Delivered as MP4, JSON/CSV and MCAP

03. Fine-Tuning

We fine-tune public foundation models through their APIs on the datasets we build. The models learn manual tasks and make our segmentation and labeling faster with every hour collected.

  • Fine-tuning on public API models
  • Model-assisted segmentation and labeling
  • Evaluation sets from held-out footage
Key statistics

The Lab in Numbers

Pre-seed round funded by Yammi Ventures Group, closed on 30 October 2026, to build our collection operation, data pipeline and first fine-tuned models.

$2.3M
Pre-seed raised

Raw first-person recordings of skilled manual work collected to date.

~4,000h
Raw data collected

Available collection capacity we are growing to by the end of Q1 2027.

100k h
Hours per quarter by end of Q1 2027

Operations in Almaty, Astana, Bishkek and Tashkent, inside workplaces we already have access to.

4
Cities in Central Asia
Part of Cognivault

Data for the compute

Cognivault builds hyperscale AI data center infrastructure in the United States, with a 100MW project under procurement in Texas and on-site power from its own natural gas treatment. Venture Labs supplies what that compute is for: proprietary, real-world training data.

Ready to explore a partnership?

We work with robotics teams, model labs and operators who are serious about what they are building.

Collection as a service

Contract us to collect to your spec. You define the tasks, environments, hardware and annotation schema; we run the operators, capture and quality control in workplaces we already have access to, and deliver in your format.

Your task listYour hardware or oursYour annotation schemaMP4 · JSON/CSV · MCAP
Global operations

Where we collect

We record inside workplaces we already have access to across Kazakhstan, Kyrgyzstan and Uzbekistan. Available capacity grows to 100,000 hours per quarter by the end of Q1 2027, and every hour flows to Cognivault's compute in Texas.

Select a location to explore
Markets we understand

The sites behind the hours

Available capacity per quarter by the end of Q1 2027, 100,000 hours in total. Partner sites are disclosed to buyers under NDA.

Phase one

Our first operators

Field operators by domain and city for the first collection phase.

Task familyAlmatyAstanaBishkekTashkentOperatorsShare

First field operators by domain and city. Tashkent is ramping up.

Need data from a specific workplace?

Collection as a service: tell us the tasks, environments and formats you need, and we will contract a collection plan around them.

Team

A team of six

Our founding team are alumni of SpaceX and Agility Robotics, with 200+ projects deployed in data management and governance.

Alumni

SpaceX
Agility
Founding team alumni of SpaceX and Agility Robotics

Track record

200+
Projects deployed in data management and governance

Headcount

6
Team today, with field operators in four cities
Careers

We're actively hiring

By the end of 2026 our team will include these roles.

3

Technical operations managers

Run capture hardware, charging, offloading and quality across our sites.

20

On-site account managers

Work with partner sites and operators in Almaty, Astana, Bishkek and Tashkent.

3

ML engineers

Fine-tune foundation models and build model-assisted annotation.

2

CV engineers

Own the hand pose, depth and object pipelines.

Want to be part of the team?

Tell us who you are and which role fits. We read every application.

Apply

We will reply by email.

Contact

Get in touch

Book a call with the team, or send us a message and we will reply by email.

Send us a message

Datasets, partnerships, collection sites or press.

Book an appointment

Opens a Google Calendar event with our team already added as a guest. Pick a time that works for you and save it to send the invite.

Length
15 minutes
Format
Video call, in English

Email us

alzhan@yammiventures.com

Field operations

Almaty · Astana · Bishkek · Tashkent