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AI Integration

Practical AI inside your product

AI is only useful when it does a job your users care about. I build assistants, classifiers and automation that reduce real work — with the cost per request worked out before we start, so there are no surprise invoices.

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From $900Fixed quote
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2–5 weeksTypical timeline

What makes this different

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Keys stay server-side

The API key never reaches the browser. Every request is proxied through your backend.

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Costs modelled upfront

You see the price per request and per month before a line of code is written.

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Guard rails

The model is scoped to its job and declines what falls outside it, rather than guessing.

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Caching and limits

Common answers are cached and context is capped, which typically cuts spend by half.

How a ai integration project runs

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01Understand

Work out which task AI should do, and whether it is worth automating

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02Design

Prototype against your real data, not a demo dataset

03Build

Build the proxy, guard rails, caching and rate limits

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04Launch

Ship with a usage dashboard so you can watch the cost

What you receive

  • Working AI feature in your product
  • Server-side proxy and key management
  • Usage and cost dashboard
  • Prompt documentation you can edit
  • 10 days of tuning after launch

Built with

OpenAI APILangChainPythonNode.jsRedisVector searchWebhooks

Questions about ai integration

?Which model do you use?›

Whichever fits the job and budget. For most tasks a smaller, cheaper model performs as well once the prompt is right.

?What does it cost to run?›

Depends on volume. A support assistant handling 5,000 messages a month typically runs $20–60 in API costs.

?Is our data used for training?›

No. Business API tiers exclude your data from training, and I configure that explicitly.

Need ai integration?

Tell me what you are trying to build and get a fixed quote.

Get a quote →
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