Case study
From scattered documents to functional specs: why OLLAMA is ideal for private AI
schedule3 min
calendar_today4 December 2025
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In most companies the documentation exists… but it isn’t really useful.
Emails, PDFs, internal notes, Word files, screenshots, old versions of specifications and exchanges with suppliers add up to a huge archive that is hard to read and even harder to turn into clear functional specifications.
Over the last few months we have helped several companies tackle exactly this problem: starting from scattered documents and automatically deriving functional specifications that are complete, consistent and ready to be used by technical teams, managers and suppliers.
What made all this possible is a technology that is becoming increasingly central for companies that want to integrate AI securely: OLLAMA.
The real problem is not a lack of data, but a lack of structure
Almost every company has a huge body of information, but it is spread around chaotically.
We often hear things like:
- “We have lots of documents, but nobody knows which version is the right one.”
- “The technical department and the sales department say different things.”
- “Writing a functional specification takes days of manual work.”
- “The information is there, but it isn’t readable.”
AI really can solve this problem, on one condition: that the data stays inside the company.
And this is where OLLAMA comes in.
What OLLAMA is and why it is so useful for companies
OLLAMA is a runtime that lets you run advanced language models (such as Llama, Mistral, Phi and many others) directly inside the company’s infrastructure, without sending the content of the documents to external services.
Unlike traditional cloud solutions:
- files are not sent to third-party APIs,
- texts do not pass through external servers,
- the analysis is processed only within the client’s private perimeter.
It is a perfect fit for anyone handling confidential documents, critical processes or information that cannot be shared.
At the same time it offers very concrete advantages:
- full control over models and configurations,
- predictable costs,
- room for customisation and tuning,
- no lock-in to external providers,
- consistent response times even with large volumes.
How we turn scattered documents into functional specifications
For our clients we build custom platforms, based on AWS, with:
- a backend that loads, indexes and links documents in different formats,
- a frontend that makes it easy to browse the results,
- an AI engine that uses OLLAMA (when privacy is needed) or public models (when extra power is needed).
The system analyses all the content and automatically produces:
- functional requirements,
- process flows,
- usage scenarios,
- technical constraints,
- risks,
- open points,
- next steps for the team.
In short, it generates the functional specification that normally takes days of meetings and comparing files.
A real case: from document chaos to immediate clarity
A company we worked with recently had dozens of documents for each project, different versions, duplicated information and no single view.
Our platform analysed everything, unified the content and in a few minutes produced a functional specification that was clear, readable and shareable.
The value was immediate:
- fewer meetings,
- fewer subjective interpretations,
- faster decisions,
- better alignment between departments.
All of this without a single document leaving their company environment.
When this solution is a perfect fit
This technology is ideal for companies that:
- handle complex or unstructured documents,
- have several departments that need to stay aligned,
- work with external suppliers,
- frequently produce functional specifications,
- want to speed up their projects,
- need to protect the confidentiality of their data.
It works just as well for large companies as for SMEs with complex processes.
Why OLLAMA really makes the difference
At a time when AI is everywhere, what makes the difference is how it is used.
Combining OLLAMA with a custom platform makes it possible to:
- keep data 100% internal,
- create clear and consistent documentation,
- drastically cut analysis times,
- improve alignment between teams,
- raise the quality of decision-making.
It is a new way of managing company complexity: faster, clearer and above all more secure.
Want to find out whether it can work for your company too?
We are implementing this solution in several contexts and the results are always very similar:
more order, more speed, more clarity.
If you would like to see a demo or assess how it could fit into your processes, you can write to me directly.
We will go through your documents together and work out how to turn them into clear, immediate functional specifications.