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Data Engineering & Annotation

Akshora AI Labs builds the data layer behind its AI systems: image, video and document annotation for training computer vision and document AI models, ETL pipelines that keep that data clean and current, and the dashboards that make it visible to your team.

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What's included

  • Image, video and document annotation for computer vision and document AI training data
  • Data pipeline design: ingestion, cleaning and transformation into ML-ready datasets
  • Dataset versioning and quality checks before a model is trained on it
  • Business intelligence dashboards and data visualization for operational metrics
  • ETL/ELT pipelines connecting client systems, warehouses and model training data

Common questions

Who annotates the data: automated tools or people?

A mix. Automated pre-labelling speeds up the first pass, with a human review step before any annotation is used to train a model, so accuracy stays high.

Can you build dashboards on data we already have, without new annotation work?

Yes. Data visualization and BI dashboards are offered as a standalone engagement on data you already have, separate from any annotation or pipeline work.

Common use cases

Concrete situations this service is actually built for.

  • Building a labelled dataset for a computer vision model

    A business wants to train or fine-tune a detection model but has no annotated data yet, only raw footage or images from its own cameras.

  • Cleaning and connecting data from multiple systems

    A business with data scattered across a CRM, a spreadsheet and an app database wants one clean pipeline feeding a dashboard or a model, instead of manual exports.

  • Turning raw telemetry into a management dashboard

    A business generating raw logs or event data from its systems wants a BI dashboard that leadership can actually read at a glance.

One team, the whole stack

The pipeline is only part of it. We also build the annotation tools, the dashboards, and the deployment that keeps it all running — one team, one project.

Frontend & Web

  • Next.js 14
  • React
  • TypeScript
  • JavaScript
  • Tailwind CSS

Backend & APIs

  • Node.js
  • Python
  • FastAPI
  • Express.js

Mobile App Development

  • React Native
  • Flutter
  • Dart
  • Expo

AI & Machine Learning

  • PyTorch
  • TensorFlow
  • OpenCV
  • TensorRT
  • LlamaIndex
  • LangChain

Databases & Vector

  • PostgreSQL
  • MongoDB
  • Redis
  • Qdrant
  • Elasticsearch

Cloud & DevOps

  • Docker
  • Kubernetes
  • AWS
  • Google Cloud
  • GitHub Actions CI/CD
  • Nginx

Is this you?

  • Have raw footage or documents, but no labelled data to actually train a model on?
  • Is your data scattered across a CRM, a spreadsheet and an app database with no single source of truth?
  • Drowning in logs that no dashboard has ever made sense of?

We solve exactly this. Akshora AI Labs builds the annotation, pipelines and dashboards that turn raw data into something your models, and your team, can actually use.

Start a projectTalk to us

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