Services AI Agents & LLM Engineering

AI Agents & LLM Engineering

AI that does real work inside your business, not just a demo.

Custom AI agents, chatbots and RAG systems that work on your real data and connect to the tools you already use.

Tools we use

  • Python
  • FastAPI
  • LangChain
  • CrewAI
  • n8n
  • OpenAI
  • Claude
  • Qdrant
  • PostgreSQL

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Overview

Most AI projects stall between a promising prototype and something a team can rely on every day. We build the part that comes after the demo: agents that call your APIs, search your documents, follow your rules and hand off to a person when they should.

Every build includes evaluation, so you can see how accurate the system is before it goes live, and cost controls, so the monthly bill stays predictable.

What's included

Everything You Need, Handled.

AI agents

Agents that take actions: look up records, update systems, send messages, and report back.

RAG over your data

Chat and search over PDFs, docs, websites and databases, with sources shown for every answer.

Workflow automation

Multi-step automations with n8n, LangChain or CrewAI, connected to your existing tools.

Fine-tuning & prompts

Model selection, prompt design and fine-tuning when off-the-shelf models are not enough.

Evaluation & guardrails

Test sets, accuracy tracking and rules that keep answers on-topic and safe.

Deployment

APIs, admin panels and monitoring so the system keeps running after handover.

Good fit for

Who This Service Is For

  • Support teams answering the same questions every day
  • Companies with large document libraries
  • SaaS products adding an AI feature
  • Operations teams with repetitive manual workflows

How we work

A Simple, Clear Process

  1. 1. Discover

    Understand your goals, users and requirements.

  2. 2. Design

    Plan the right product and user experience.

  3. 3. Develop

    Build, test and refine in short milestones.

  4. 4. Launch

    Deploy, support and scale together.

Selected work

Recent Projects

View All Work

Legal & compliance

Document redaction platform

A system that finds and permanently removes sensitive information from uploaded documents, including scanned files.

Manufacturing

AI quality inspection

Automated first-level inspection that reviews product images and flags defects before a person has to look.

AI Agents & LLM Engineering FAQ

Questions About AI Agents & LLM Engineering

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How much does a custom AI agent or chatbot cost?

It depends on what the agent needs to do and which systems it connects to. After a short scoping exchange we give you a fixed price for the first milestone, which is usually a working prototype on your own data, so you see results before committing to the full build.

How long does it take to build an AI agent?

A focused prototype usually takes 1 to 3 weeks. A production system with integrations, testing and monitoring typically takes 4 to 10 weeks, delivered in short milestones with a demo at the end of each.

Which AI models do you use?

We pick per project: OpenAI, Anthropic Claude, or open-source models such as Llama when data has to stay on your own servers. We compare quality and running cost before recommending one.

Can the AI use our private documents and data?

Yes. Documents are indexed in a private vector database that only your system can access, and your data is never used to train public models.

Will the AI make things up?

We reduce this by grounding every answer in your documents, showing the source, adding guardrails and testing against real questions before launch. When the agent is not sure, it can say so or hand over to a person.

Can it connect to our CRM, helpdesk or other tools?

Yes. Agents can read and update tools like HubSpot, Salesforce, Zendesk, Slack, Google Workspace, Notion, databases and any system with an API.

How do we know the answers are accurate?

Every build includes a test set built from real questions and an evaluation report, so accuracy is measured before launch and tracked afterwards.

What will it cost to run each month?

We estimate monthly model and hosting costs up front, then add caching, smaller models where possible and usage limits so the bill stays predictable.

Who owns the AI system?

You do. Code, prompts, data pipelines and all accounts are handed over at every milestone.

Do you support it after launch?

Yes. We monitor answer quality, update prompts and models as better ones are released, and add new abilities on a monthly support plan.

Have a Project in Mind?

Let's turn your idea into a high-performing digital product. Tell us a little about it and we'll reply with an approach, a timeline and a fixed price for the first milestone.

  • Reply within a few hours
  • NDA available on request
  • All code and IP is yours

Prefer email? ismorpp@gmail.com

ISMORP

Get a Project Estimate

Tell us what you need. We reply within a few hours.

We only use your details to reply to you.

Get a Project Estimate

Tell us what you need. We reply within a few hours.

We only use your details to reply to you.