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Coxcel

AI: Intelligent Automation

AI Integration

AI features that solve a defined problem, are evaluated against real examples and keep your data protected.

The problem

Signs you need this

  • 01

    Staff spend hours summarising, drafting or classifying text

  • 02

    Customers expect smarter search and assistance in your product

  • 03

    Leadership wants an AI strategy grounded in real use cases

  • 04

    Concerns about data privacy, accuracy and cost are blocking adoption

Deliverables

What is included

Scope is confirmed during discovery. A typical engagement includes:

  • Use case shortlist with value and risk assessment
  • Prototype integrated with your product or workflow
  • Evaluation set and quality benchmarks
  • Guardrails, logging and human review where needed
  • Cost controls and model selection
  • Production deployment and monitoring

How we deliver

A clear path from first conversation to results

  1. 01

    Identify

    Pick use cases with clear value, available data and acceptable risk.

  2. 02

    Prototype

    A working proof of concept on your data within weeks, measured against a baseline.

  3. 03

    Harden

    Evaluation suites, guardrails, access controls, logging and cost limits.

  4. 04

    Integrate

    Connect to your systems and roll out to a pilot group before scaling.

  5. 05

    Improve

    Monitor quality and cost in production and refine prompts, models and data.

Typical technologies

  • Claude
  • OpenAI
  • Azure OpenAI
  • Amazon Bedrock
  • Vertex AI
  • LangChain
  • Vercel AI SDK

We choose tools to fit your team, licences and constraints, not the other way round.

Questions

Frequently asked questions

Is our data used to train the model?

We use enterprise API terms and configurations where your data is not used for model training, and we document data flows for your review.

How do you measure quality?

We build an evaluation set from real examples and track accuracy, failure cases and cost for every change.

Ready to talk about AI Integration?

Tell us what you are trying to achieve. We will reply within one business day with questions, a suggested next step and an honest view of whether we are the right fit.