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Taking work history out of a private AI application
Short answer
When you change a private AI application, the history export must contain the questions, the documents and which version of the result was used, because a file with answer text alone does not let the next person continue the work. You check portability with a trial export and read-back before you choose the tool and before you shut the old service down.
How we workDetails ↓
- 01Call30 minutes with an engineer, free
- 02PrototypeA working system on your process and data, free
- 03ImplementationTarget and fixed price in the contract; 50% at signing
- 04Acceptance50% once the agreed target is met
- model on your server or in the cloud in the EU
- quoted after the review
- same work in application with EU cloud model
- from €3,000
- task, data and equipment analysis
- €0
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Author: Syntalith · 3 min read
Statistics
Private AI and data: statistics 2026
2.7 mo.
payback of a €3,000 local application at 300 conversations a month: €1,745 of work today, €650 with checking and the GPU server. Scenario.
48.8%
According to Eurostat (2025), 48.8% of EU companies that considered AI but did not use it named concerns about data protection and privacy.
50%
According to the European Commission (2026), half of the small and medium-sized companies in the EU name high investment costs as a barrier to AI.
Source: European Commission, Flash Eurobarometer 578 (2026) ↗
20.0%
According to Eurostat (2025), 20.0% of EU companies with at least 10 employees used AI.
Source: Eurostat, 20% of EU enterprises use AI technologies (2025) ↗
48%
According to the European Commission (2026), 48% of small and medium-sized companies in the EU name a lack of expertise as a barrier to AI.
Source: European Commission, Flash Eurobarometer 578 (2026) ↗
Figures checked: 22 October 2026
- Questions and answers with dates
- Documents attached to the conversations
- The version of the result that was used
- A read-back in the new environment before the old one is shut down
A conversation should serve the next person
Suppose an employee compared delivery options, corrected the model's first answer and used a later version. After the application changes, a colleague opens an export with several similar answers. Without the order and a mark on the chosen version, she has to reconstruct what was actually accepted for further work. In the proposed archive, she sees the course of the conversation and the linked, checked output document.
Not every old answer should feed the new assistant. The team can keep a conversation for reference and pick only the approved output for reuse. The owner of the material decides what becomes the source for further work. That way an earlier draft does not start to look like a company decision only because it could be imported.
A conversation export has a set scope
Open WebUI describes exporting messages with metadata, model information and the conversation structure, and importing selected formats. The documentation also says that importing again creates new conversations. In the trial, open a history that was actually exported, together with its documents, in the target application.
Links to documents need a separate check. An export may keep an address that worked only in the old environment. What matters to the employee is whether, after the move, they can open the source and recognise which conversation it belongs to. When you choose the scope, start with the history people really use, and avoid copying every attachment without need.
An archive or a continued conversation
A read-only archive may be enough when the company needs to go back to earlier outputs. It is also simpler to assess: the reader should see the kept material and where it came from. Continuing a conversation in the new tool also requires checking how the new model uses the old questions and answers. Importing text does not make the assistant behave the same way.
If the current application already gives a usable export, the work you order can be limited to how it is browsed and linked to documents. A custom converter makes sense when formats differ or when you need to keep context that the standard export does not show conveniently. You do not have to replace the whole application at once.
Moving between environments
When you choose the next tool, the scope of an assistant on company documents is useful. Exporting old conversations, the archive and the option to continue them each need separate agreements.
In a private installation, where the export is stored also matters. A package of conversations may contain content from many projects, so access to it should follow the agreed permissions. Shutting down the old service and keeping the required materials have to be agreed with the data owners. Downloading the package does not prove that its earlier copies were deleted.
Syntalith's proposed trial can cover a few different histories: a short question, a conversation with corrections and an output based on documents. The employee who uses them judges how readable the new view is. IT decides where the archive lives, and the business owner chooses the materials for further use. After this trial you can define the scope of the migration and how gaps are handled.
Describe a conversation your team has to go back to after changing tools. We will discuss the export, access to sources and the need to continue the work. We price a private model after a free conversation about the task, the data and the hardware. An application that uses the model starts from €3,000 net (pricing).
What it costs
- Today
- 300 conversations × 10 min = 50 h (€1,745)
- With the application, an employee checks the result in 25% of the time
- €436
- Hetzner GEX45 GPU server
- €214
- Saving
- €1,095 a month
Payback of €3,000
2.7 months
The volume, the time and the checking share are the scenario's assumptions, which we measure in the trial. €34.90 an hour is the EU average hourly labour cost for 2025 according to Eurostat. Price of the GEX45 server with 24 GB of GPU memory from Hetzner's website on 22 October 2026, excluding the one-off setup fee of €209.
- Where the application takes documents from and where it saves results
- What stays in logs, backups and the question history
- Who has access to questions, answers and outputs
- Who updates the model, the application and the document set
Where to start
In the free review we choose one task and 20 to 100 cases the team has already handled, and within 2 working days you receive a written summary with a price. We deploy the local model as part of private LLMs, and the application around it as part of AI apps.
Worked example · Scenario
How we count the payback: conversation history
We run the same count for your team in the free review.
€3,723
a month for finding answers to 800 questions in documents
Payback: 1 mo.
Our assumptions are 8 minutes to find an answer in documents or ask a colleague, and checking in 15% of the old time. €34.90 an hour is the EU average hourly labour cost for 2025 according to Eurostat, for companies with 10 or more employees. Model cost: Claude Sonnet 5.5, about 6,000 + 500 tokens per answer from documents, at the ECB rate of 1.1205 USD per euro on 22 October 2026.
See the full calculation →