Data, Knowledge & Integrations

Answers connected to what your business knows.

Turn documents, data and disconnected systems into a usable, permission-aware knowledge layer.

Discuss your AI project
SERVICE ILLUSTRATION · NOT A LIVE PRODUCT

How will AI use our information and connect to our tools?

What the engagement delivers.

01

Usable source information

Ingest, clean and parse documents and structured data. Apply OCR where needed and check quality before indexing.

02

Knowledge with sources

Retrieve relevant approved material before composing an answer—a pattern called retrieval-augmented generation, or RAG. Show the supporting sources.

03

Maintained connections

Build APIs, database connections and webhooks with knowledge refresh, versioning, retention and deletion rules.

ILLUSTRATIVE APPLICATION

Find the current policy, not a plausible answer

A colleague asks a policy question. The system searches the documents they may access and presents an answer with the relevant source passages.

Connected to the right systems.

Document repositories, CRM, ERP and databases are connected subject to access, export options and provider constraints.

With the right controls.

Source permissions must flow through retrieval. Test access boundaries, stale information and conflicting evidence.

Where it runs.
How it stays useful.

Store and process each data class in an agreed environment, with explicit routes for any external model calls.

What shapes the scope?

Source count, formats, document quality, permissions, refresh frequency and deletion requirements influence scope.

Explore your requirements

A little more clarity.

A few questions worth asking before you build.

Talk through your project
Does connecting documents train a new model?

Not necessarily. Retrieval looks up approved information at request time; fine-tuning changes model behaviour and is a separate decision.

Can different teams see different information?

Yes, when the source permissions and identity integration support it. Those boundaries must be designed and tested.

What should AI do
for your business?

Tell us what you want to build, connect or improve.
We’ll help define the architecture, the delivery and what it takes to run it.

Bitsy.

Bithart’s AI guide / Connecting

Intelligence, with a human purpose.

What could work
better for you?

I’m Bitsy. Explore what Bithart does, ask about an idea, or turn a business bottleneck into a useful starting point.

A useful first step. No account needed.Talk to a person ↗