About MachineLabs

We are a lab for applied machine learning

MachineLabs helps companies turn scattered, messy data into reliable datasets and machine learning systems that make a measurable difference.

Our mission

Our mission is to make production-grade data and machine learning accessible to every ambitious team — without the cost and delay of building a data department from scratch.

Most machine learning projects do not fail because of algorithms. They fail because the data is late, incomplete, inconsistent or impossible to maintain.

MachineLabs was started to fix that layer first. We build dependable data collection and engineering pipelines, then use that foundation to train, deploy and monitor models that keep working after launch.

We work with startups, analysts and growing businesses across more than twenty countries — on price intelligence, demand forecasting, document AI and language models — under flexible subscriptions or fixed-scope projects. Our engineering team is based in New Delhi and delivers in English across time zones.

Subscription plans

6 hr

Fastest refresh cycle

24 hr

Dataset delivery window

99%

Uptime target

Principles

How we work

Outcomes over outputs

Every engagement starts with the decision or product the data needs to power, not with a technology choice.

Responsible by design

We respect robots directives, rate limits, privacy law and client confidentiality in every pipeline we build.

Quality you can verify

Schemas, validation rules, evaluation metrics and reports come with every delivery, so you never have to take accuracy on trust.

Fast, iterative delivery

Short cycles with working deliverables at each step, so value shows up in weeks rather than quarters.

What we do

Everything from raw data to deployed models

Web Data CollectionReliable pipelines that turn websites, APIs and public sources into structured,… Data Engineering & PipelinesETL/ELT pipelines, warehouses and data models that keep analytics and machine l… Data Labeling & AnnotationHuman-in-the-loop annotation for text, images and documents, with multi-stage Q… Custom Machine Learning ModelsForecasting, classification, recommendation and anomaly detection models traine… Generative AI & LLM SolutionsRetrieval-augmented assistants, document intelligence and fine-tuned language m… MLOps & Model DeploymentShip models as reliable APIs and batch jobs with monitoring, drift detection an…

Let’s talk data

Have a dataset or model in mind?

Tell us what you are trying to predict, automate or understand. We will reply within one business day with an approach, a timeline and a quote.

Start a project See pricing