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AI & Machine Learning

Make your product intelligent — with models that learn, predict, and automate.

Typical timeline: 6–16 weeks

LLM + ML

Full-stack AI

RAG

Retrieval pipelines

< 100ms

Inference target

Overview

What we deliver

From LLM integrations and RAG pipelines to custom-trained classification models and computer vision systems, we build AI that creates measurable business value — not demos that sit in a drawer. We are honest about what AI can and cannot do for your problem.

Who it's for

Ideal for

  • SaaS products adding AI-powered features like recommendations or smart search
  • Operations teams automating document processing and classification
  • E-commerce platforms implementing demand forecasting
  • Healthcare and fintech companies with anomaly detection or risk scoring needs

Deliverables

What's included

Everything below is part of a standard engagement. No hidden extras.

Trained and evaluated model or LLM integration
Data pipeline and preprocessing scripts
REST or GraphQL API for model inference
Monitoring dashboard (drift, accuracy, latency)
Model card and full technical documentation
Retraining runbook for your team

Process

How we work

1

Problem Framing

We translate your business problem into a well-defined ML objective with clear success metrics. Most AI projects fail at this stage — we spend the time to get it right.

2

Data Assessment

We audit your existing data, identify quality issues and gaps, and design a collection or labelling strategy if needed. No viable data means no viable model — we are honest about this.

3

Model Development

Baseline → experimentation → evaluation cycle. We benchmark against simple baselines first and only add complexity when it demonstrably earns its keep.

4

Integration & API

The model is wrapped in a production-grade API with proper error handling, rate limiting, caching, and latency optimization for your use case.

5

Monitoring & Iteration

Post-deployment monitoring for concept drift and performance decay, with automated alerts and a retraining runbook your team can execute independently.

Ready to get started?

Tell us about your project and we'll get back to you within 24 hours — no sales pitch, just a direct conversation.