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Ceylon Labs AI

Every capability,one partner.

Many organizations need both conventional software engineering and advanced AI. Ceylon Labs AI is deliberately structured to provide both, with the data engineering that makes them work.

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Artificial Intelligence Engineering

Models, agents and retrieval systems engineered to perform against agreed metrics, in production.

  • Generative AI

    Assistants, copilots and content systems on foundation models, with guardrails and evaluation.

  • Retrieval-Augmented Generation (RAG) & Custom LLMs

    Answers grounded in your own documents and systems, with measured accuracy and citations.

  • AI Agents & Multi-Agent Systems

    Agents that use tools, coordinate and complete multi-step work under supervision.

  • Machine Learning (ML)

    Prediction, classification, forecasting and vision models, trained, evaluated and monitored.

  • AI Product Engineering

    AI features designed into products from the first sketch, not bolted on later.

  • Enterprise AI Solutions

    AI inside core platforms with access control, auditability and data residency.

  • Intelligent Automation

    Document-heavy and decision-heavy processes automated end to end.

  • AI Architecture & Technology Consulting

    Model selection, architecture and roadmaps grounded in what reaches production.

  • Research & Innovation

    Applied research that brings new techniques into client work early.

Artificial intelligence in depth

Software Engineering

Production-grade platforms, products and integrations: code-reviewed, tested and documented.

  • Enterprise Software Engineering

    Business platforms built for scale, security and a long service life.

  • Full-Stack Software Development

    One team across interface, services and data.

  • Cloud-Native Application Development

    Containerised, observable services on the cloud you choose, or your own servers.

  • API Engineering & System Integration

    Versioned, documented APIs and reliable connections between systems.

  • SaaS Product Development

    Multi-tenant products with billing, analytics and observability built in.

  • Mobile Application Development

    iOS and Android apps connected to your platforms.

  • Digital Transformation

    New digital operating models, delivered in measurable increments.

  • Legacy System Modernization

    Incremental modernization that keeps the business running throughout.

Software engineering in depth

Data Engineering

The AI-ready data foundation every intelligent system depends on: pipelines, quality and platforms.

  • Data Engineering
  • Data Integration
  • Data Pipelines
  • Data Analytics
  • AI-ready Data Architecture
  • Data Platforms

What each discipline hands you.

Working documents, not slides. These are illustrative samples of what our AI, software and data engineers deliver at each stage.

AI evaluation report

Approved

Support assistant (RAG) · release candidate 3

MetricAgreedResult
Groundedness≥ 0.900.94passed
Answer accuracy≥ 0.850.88passed
Out-of-scope refusal≥ 0.950.97passed
Hallucination rate≤ 2.0%1.2%passed
p95 latency≤ 2.5 s1.9 spassed
All five thresholds met. Approved for production by the client’s product owner.

Claims API · v2.3

No breaking changes

OpenAPI 3.1 contract · reviewed before build

  • GET/v2/claims/{id}Read a claim
  • POST/v2/claimsSubmit a claim
  • POST/v2/claims/{id}/documentsAttach evidence
  • GET/v2/claims/{id}/decisionAI triage result + reasons
Versioned, documented and contract-tested; consumers are told about changes before they ship.

Data quality checks

All passing

orders_curated · nightly run 03:00 Colombo

CheckRuleToday
Freshness≤ 15 min6 minpassed
Completeness≥ 99.5%99.8%passed
Schema drift0 breaking0passed
Duplicate records≤ 0.1%0.03%passed
PII outside vault00passed
Every check runs before the data reaches a model or a dashboard. A failure stops the pipeline.

Pipeline #2318

Passed

main · merge of PR 412 · 9 m 13 s

  • passedLint & type-check38 s
  • passedUnit tests · 1,284 passed2 m 10 s
  • passedIntegration tests · 96 passed3 m 05 s
  • passedSecurity scan · 0 high1 m 22 s
  • passedDeploy to staging1 m 48 s
Nothing reaches production without passing every step. The pipeline lives in your repository.

What we can build.

Support across the complete engineering lifecycle, from a first MVP to enterprise systems that must keep running.

  • AI & Generative AI Solutions
  • AI Agents & Agentic Systems
  • RAG / LLM Applications
  • Machine Learning Solutions
  • Computer Vision & Intelligent Image / Video Systems
  • Intelligent Document Processing
  • AI Product Development
  • Intelligent Automation
  • Enterprise AI Systems
  • Custom Web Applications & Platforms
  • Mobile Applications
  • SaaS Product Development
  • Enterprise Software & Business Platforms
  • Data, Analytics & Business Intelligence
  • API Development & System Integration
  • Cloud-Native Development
  • Legacy Modernization
  • Custom ML Models
  • Custom Digital Products & MVPs

Technology ecosystem.

Your stack, not ours. We pick the tools that fit your systems, your team and your budget, or work inside the ones you already have.

Languages
  • Python
  • TypeScript
  • Java
  • Go
  • C#
  • and more
AI & ML
  • LLMs
  • RAG
  • AI Agents
  • PyTorch
  • LangChain
  • and more
Frontend & Mobile
  • React
  • Next.js
  • Angular
  • React Native
  • Flutter
  • and more
Cloud
  • AWS
  • Azure
  • Google Cloud
  • On-premise
  • and more
Data
  • PostgreSQL
  • MongoDB
  • SQL Server
  • Vector databases
  • and more
DevOps & MLOps
  • Docker
  • Kubernetes
  • GitHub Actions
  • MLflow
  • and more

Using something not listed here? Tell us about it →

Tell us about the problem. A senior technical lead replies, not a sales funnel.