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Anchor, the life-event guidance product our founder co-founded, is preparing its first bank pilot.Anchor: life-event guidance for banks. About Anchor

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K.D. Vassiliou Group
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AI integration services: AI that does one clear job.

AI that does one clear job inside the system you already run – reading documents, sorting messages, answering from your own files – with a person checking what it is unsure about.

No published case study yet

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What that includesINTELLIGENCE

Models scoped to one job

  • Language model features scoped to one job inside an existing product
  • Retrieval over a business's own documents and data
  • Document and image extraction into structured records
  • Human review and fallback paths for uncertain output
  • Cost, latency and rate-limit control
  • Agreed acceptance criteria before a feature is switched on
Line drawing: a stack of documents feeding one task, a form with its fields filled, and one flagged item passed to a person at a desk.
Illustration.

The interesting part of an AI feature is not the prompt. It is everything around it: what the model is allowed to see, what happens when it is wrong, and how anyone decides whether it is good enough to leave switched on.

We take that engineering view of it. A feature is scoped to one job – summarise this, classify that, pull these fields out of a document – grounded in the business's own data rather than in a general web index, with a defined path for output that is uncertain or refused, and with acceptance criteria agreed before it goes anywhere near a customer.

If a model is not the right tool for the job, we will say so.

01Who it is for

A team with a repetitive reading job inside a system it already runs: documents whose fields are typed in by hand, messages that have to be sorted before anyone can act on them, or questions answered from the same internal documents over and over.

If this is the wrong service for you, we will say so and point you to the right one.

02How a feature is scoped

Scoping sheet · one feature5 lines, agreed first
  1. 01The one job it does, written down in a sentence
  2. 02The data it may see, which is the business's own, and nothing it may not
  3. 03What happens when the model is unsure or refuses: a person reviews it, not a guess
  4. 04A ceiling on cost and on response time
  5. 05A set of real examples with the correct answers, and the score it must reach on them before it is switched on

03What we need from you

Real examples of the inputs and of the answers you would accept, ideally a few dozen; the person who will review the uncertain cases; and a clear line around the data the feature may and may not use.

Is this what you need?

Describe the job in a few lines. If this service is the wrong fit, we will say so and point you to the right one.

Get a quote

We reply within one working day

Proof

Where we havedone it

No published case study yet

The closest public example of how we think about AI is Anchor, which our founder co-founded and leads technically: every figure it shows is computed by a rules engine and cited, never produced by the language model.

About Anchor

How we work

How an engagement runs

Four steps, and we stay after the fourth: what we build, we host and support.

  1. 01

    Discovery

    We map how the business actually runs today, including the spreadsheets and the workarounds.

  2. 02

    Build

    We build the system in small, shippable pieces you can use before it is finished.

  3. 03

    Integrate

    We connect it to the couriers, payment providers and marketplaces you already depend on.

  4. 04

    Host and support

    We run it on infrastructure you own or on ours, as agreed, with backups, monitoring and someone to call.

Budget

What it costs

We do not publish fixed prices. When you write, choose a budget band: Under €10k, €10–30k, €30–100k, €100k+ or Not sure yet. Every range is welcome, and within one working day we reply with whether software is the answer and roughly what it would take.

  • Under €10k
  • €10–30k
  • €30–100k
  • €100k+
  • Not sure yet

Questions

Questions aboutthis service

Something else you want to know? Ask it in your enquiry, or write to us directly.

inquiries@kdvassiliougroup.com
01Do we need AI?

Only if it does one specific job inside the system. We scope a model to that job, add human review for uncertain output, control the cost, and agree acceptance criteria before it is switched on.

Related

See it elsewhere on the site

The software house

Other services

Start a project

Bring us the problem, not the spec.

We will tell you whether software is the answer, and roughly what it would take.

Tell us what is slow or broken, when you need it, and your budget range.

  • Under €10k
  • €10–30k
  • €30–100k
  • €100k+
  • Not sure yet
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