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Technologies · Data and AI engineering

Python for data, automation and AI

Data pipelines, automation and AI services where the ecosystem does the heavy lifting.

Technology overview

Where Python earns its place.

Python is where data engineering, automation and AI meet. We use it for the work that benefits from its ecosystem — pipelines, extraction, model serving — with the same typing and testing discipline as any production service.

Ecosystem advantage

Mature libraries for data, documents and ML.

Production discipline

Typing, tests and packaging, not notebooks in production.

Odoo-native

The same language extends your ERP.

Business applications

What businesses use it for.

Data pipelines

Ingestion, transformation and quality testing for analytics and AI.

Document automation

OCR, extraction and validation for invoices, contracts and forms.

AI services

Retrieval, evaluation and model-serving components behind product features.

Lucidspire capabilities

What we do with it.

Data engineering

Batch and incremental pipelines with tests and lineage.

  • Ingestion and CDC
  • Transformation and modelling
  • Data quality tests

AI and ML services

Retrieval, evaluation harnesses and inference APIs.

  • RAG components
  • Evaluation tooling
  • Inference services

Automation

Scheduled and event-driven automation with monitoring.

  • Workflow automation
  • Document processing
  • Alerting
Implementation methodology

How delivery runs.

  1. Step 01

    Assess

    Understand the current state, constraints and the outcome that justifies the work. Current-state review · Requirements and success criteria · Costed target design

  2. Step 02

    Build

    Deliver in short increments with review points the business can act on. Incremental delivery · Automated testing · Documentation as we go

  3. Step 03

    Operate

    Monitor, support and hand over so the platform survives the project team. Monitoring and alerting · Runbooks and training · Optional managed support

Adjacent stack

What it sits alongside.

Core

  • Python
  • FastAPI
  • Pydantic
  • Celery

Data

  • pandas
  • dbt
  • Airflow
  • PostgreSQL

AI

  • LangChain
  • pgvector
  • Transformers
  • OCR toolchains
Markets

Where we deliver this.

  • India
  • KSA
  • UAE
  • Oman
  • Qatar
  • USA
  • UK
Downloads

Take the detail with you.

Lucidspire company profile

Capabilities, delivery model and engagement options in one document.

PDF

FAQs

Questions we are asked first.

Ready to build with it?

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Tell us the outcome you need. We will come back with the approach, the shape of the team and the timeline.

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