Skip to content

AI integration and workflow automation

Chatbots, LLM features inside your product, and automations that replace a manual step you can already describe.

OpenAI-compatible APIsn8nLaravel / Node.jsWebhooks

Starting at

[PLACEHOLDER: starting price for AI and Automation]

Model API costs are yours. Our price is the integration, the guardrails, and the workflow — not token usage.

  • A feature that calls a model for a defined job, with a fallback when the model fails
  • Prompts and limits written down, not buried in a chat transcript
  • Automation of a workflow you already do by hand, with a log of each run
  • No training of a custom model unless that is explicitly scoped — most projects do not need it

What we build

How this typically works

  1. 01

    Name the job

    Support answers, document extraction, or a notification chain. One job per phase.

  2. 02

    Decide model vs rules

    If a rule or a query solves it, we will not wrap it in a model.

  3. 03

    Build with a fallback

    Timeouts, bad outputs, and a path for a human when the model is wrong.

  4. 04

    Hand over the prompts

    You can change the wording later without us holding the only copy.

AI work that helps a business is usually a narrow feature: answer a class of support questions from your own docs, pull fields out of a PDF, draft a first reply, or move a lead from one tool to another when a form is submitted. It is not a custom-trained model, and it is not a chatbot glued to the homepage with no fallback.

Who this is for

If you cannot describe the job in a paragraph, we start there. We do not sell an “AI transformation.”

What we build

Your API key, your provider account. Usage bills are not part of our invoice.

Process and timeline

One job per phase. We decide whether a model is even required. A webhook plus a template email is sometimes the whole solution, and we will quote that instead of an LLM feature.

A single extraction or a single automation is often a short fixed-price engagement once the sample inputs exist. A support bot with your documents, roles, and a human handoff is larger because the handoff is the hard part. Figures you want shown publicly go on pricing after you confirm them.

What changes the price

How clean the source documents are, whether answers must respect per-user permissions, how many systems the workflow touches, and whether we are embedding this in an existing app or standing up a separate tool.

APIs and backends when the model sits behind your API. Custom web applications when users need a screen. Maintenance when prompts and workflows need a monthly owner.

[PLACEHOLDER: case study for AI and Automation] — ask about similar projects on a scoping call.

faq

AI and Automation FAQ

Do you train custom models?

Rarely, and only when you have the data and a reason a hosted model cannot do the job. Most client work is integration and workflow, which we will recommend if that is the honest fit.

Which model provider?

Whichever you already pay for, or one you are willing to put on your own API key. We do not route your customer data through an account we own.

Can you automate without AI?

Yes. n8n or a small scheduled job is often the right tool. We will not add a chatbot to a problem that is a missing webhook.

What data leaves our systems?

Only what the scoped feature sends to the provider you approved. That is written into the build notes so you can match it against your privacy policy.

Related services

Ready to talk about ai and automation?

Get a fixed quote or book a free scoping call — reply within 24 hours.

No obligation. We reply within 24 hours with either a fixed quote or a short list of scoping questions.

WhatsAppGet a quote