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Adaptive Systems
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About

Adaptive Systems is an independent AI engineering studio.

We build AI systems for businesses that can't afford a confident wrong answer, such as clinics, trades, agencies, professional services, finance teams and lenders, and we run the same systems ourselves.

Most AI demos are a prompt and a nice interface. They look great until a customer asks about a price that isn't in the documents, a lead writes "ignore previous instructions", an invoice arrives with a new bank account, an applicant sends a statement with a raised salary, or the model provider has a slow afternoon.

We start from the other end. Hard facts live in configuration or on the page they came from. Models read and draft, but deterministic code makes the decisions that matter, and every decision lands in an audit log you can read. Slow providers fall back to other models, and if none respond the system degrades gracefully instead of erroring. Then we test it like any other software: golden suites across a dozen industries, measured accuracy on documents with known answers, security reviews, real voice calls.

Three products, one rule

Conversations

Front Desk

An AI receptionist, support bot and lead qualifier for service businesses: website chat with a voice call button, Telegram, email and forms. Facts come from your profile, bookings from your calendar, lead decisions from a policy gate.

See Front Desk

Documents

Docket

Document intake for finance teams: invoices, receipts, purchase orders and credit notes are read by a model, every value is located on the page and checked by code, and a risk gate stops bank-detail swaps, duplicates and PO mismatches.

See Docket

Applicants

Dossier

Document verification for lenders, letting agents and firms with AML duties: bank statements, bills, payslips and IDs are read by a model, then code examines the file itself, the arithmetic and the MRZ, and compares every name, address and date with what the applicant declared. Edited statements, retyped amounts and borrowed documents are caught.

See Dossier

What that means for you

Work with us

Use one of our products, or have us build yours. Send a message on the contact page, or start on Upwork with contracts and milestones. A short scoping call comes first.

Case studies

How each is built, with measured numbers: Front Desk · Docket · Dossier on GitHub, and the live system here.

See them run on real data.

The apps run real models on every click, so they sit behind a password. Ask for a login or a guided walkthrough: talk to our AI receptionist in Front Desk, drop invoices into Docket, or load forged applicants into Dossier. Or try them in public: score a lead, read your invoice, forge an applicant, or connect Docket and Dossier to Claude. Or hire us to build yours.