RAG and document AI

RAG and document AI development in the UAE

Ask your own documents, andsee where every answer camefrom

innopalm software development services

What a RAG or document AI build includes

Every build is measured the same way, whatever documents it reads.

(01)

Search and answers over contracts, BOQs, manuals, policies and price lists

(02)

The source document and passage shown with every answer

(03)

Fields read from documents and written straight into your systems

(04)

A recorded test set from your own material, built before a model is chosen

(05)

Access controls so each person sees only the documents they may see

Why teams choose innopalm for document AI

We measure a general model first and fine tune only if it falls short, then re-measure

Anything out of scope or below the agreed confidence threshold goes to a person

Values that are not in your master data are refused, never invented

Code, tests and documentation you own at handover

How a RAG or document AI project runs

The test set comes first, so the accuracy figure means something.

  1. (01)

    Discovery and scoping

    We confirm there is a clear use case and that no off-the-shelf product already does the job, and end with a written scope you approve.

  2. (02)

    The test set

    The first two weeks go to collecting 100 to 300 of your real documents and questions into a recorded test set.

  3. (03)

    Build and measure

    You see running software every 2 to 3 weeks. We measure a general model on the test set, fine tune only if it falls short, and show you both figures.

  4. (04)

    Accept and keep measuring

    You accept the work against the measured accuracy, and the test set is re-run on every model or prompt change. The first release goes live 6 to 12 weeks from kickoff.

What a RAG or document AI project costs

The same project floor and payment terms as any build.

  1. (01)

    From AED 50,000, discovery included

    The work starts from our AED 50,000 floor with discovery included and is priced above it by the custom AI work: building the test set and measuring accuracy.

  2. (02)

    Milestone payments on acceptance

    There is no hourly rate. The figure is fixed once you approve the written scope, and each milestone is paid on acceptance.

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Frequently asked questions

What is RAG, and when does a business need it?

RAG or fine tuning: which do we need?

What happens when the assistant is not sure?

How long does a document AI project take?

When do you advise against it?

(Next step)

Answers buried in contracts and manuals? Let's measure an assistant on them.