AI Integration & LLM Development for Business

AI is useful when it is attached to a real task: reading documents, drafting content, sorting requests or answering questions from your own data. We add those features to your products and internal tools, with clear costs and a human in the loop where it matters.

What's included

Everything it takes to ship well

Document and image processing

Extract menus, invoices, forms or product data from PDFs and photos into structured records.

Content generation

Drafts of pages, product copy or emails in your tone, ready for a person to review and send.

Assistants on your data

Search and question-answering over your docs, tickets or catalogue, with sources shown.

Classification and routing

Sort leads, emails or support requests automatically and send them to the right place.

Cost and quality controls

Budgets, caching, evaluations and logging, so you know what the AI is doing and what it costs.

Model choice

We use the model that fits the job, including Claude, Gemini and OpenAI models, and keep it swappable.

Typical projects

Things we build

FAQ

Good questions

Is my data used to train AI models?

We use providers' API terms that exclude your data from training, and keep sensitive data out of prompts where possible.

How much does running AI cost?

Usually cents per task. We set budgets and caching up front, and show you usage so costs stay predictable.

What if the AI gets something wrong?

We design for review: drafts go to a person, extractions are validated, and important actions need confirmation.

Also from Munkey

Got an idea? Let's build it.

We usually reply within a day.