We connect a language model to the product you already run: request triage, data extraction from documents, search by meaning instead of by keyword. A pilot from one week, then a measurement.
This service assumes a product that already works and a task that rules cannot solve: sorting requests written in free form, or pulling figures out of documents that are never laid out the same way. If you are still deciding whether the technology is worth anything to you, start with one narrow task and a pilot. That costs less than a strategy and it produces a number you can check.
Problems we solve
· Requests are sorted by hand and the queue keeps growing
· Data is copied out of documents manually, with errors
· Search finds exact words only, never meaning
· Ready-made tools were tried and none of them know your data
What is included
· Task analysis and an estimate of what it saves
· Data work: collection, cleaning, indexing
· Model and approach chosen against cost and privacy
· Integration into your product and its API
· Measurement after the pilot
What we can build
· Request and document processing
· Semantic search over your own data
· Classification and routing
· Model connection to an existing backend
How we work
· We pick one concrete task instead of all of them
· We look at the data and judge whether the task is solvable
· We build a small pilot and run it on real data
· We compare the result against the manual work it replaces
· If the gain holds, we move it into the product
Engagement models
· A pilot with a limited scope and a measured result
· Fixed price when the task is clear
· Time and materials as the area grows
Stack
LaravelNestJSPHPTypeScriptPythonCeleryNext.jsReactVue 3Inertia.jsBladeTailwind CSSPostgreSQLMySQLRedisMeilisearchiOSAndroidDockernginxPM2ObsidianTelegram Bot APIJSON-RPCClaude API
Projects for this service
MVP Development for Startups
3deduplication signals: phone, text fingerprint, image hash
Listings from outside marketplaces and messenger channels are pulled into one search: deduplication on three signals, normalisation, and a model that extracts attributes from free text.
AI integration starts from $800. There are two parts: our work and the model usage. Our work is priced by the scope of the task. The model cost depends on request volume, and we calculate it exactly after the pilot. We do not promise a saving in percent up front, because that number has to be measured, not invented.
How long does a pilot run?
From one week to a pilot. Full rollout depends on the task, and usually more time goes into preparing the data than into connecting the model.
Where does our data go?
That is the first thing we agree. The options are an external model, a model on your own server, or a mixed scheme where the sensitive part never leaves. Each differs in cost and quality, and the choice follows your privacy requirement.
What if the model gets it wrong?
It will, and the system is built for that: low confidence hands the answer to a person, important actions require confirmation, everything is logged. A promise that it never errs is technically false.
Discuss your task
Leave a name and a phone number, and we will ask the rest in the conversation.
Have an idea for a new product, or need to grow an existing one?
Tell us about the task. We will study it and propose an option that makes sense technically and economically.
