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Local AI for finding approved formula revisions
Short answer
A local AI assistant points the process technologist to the formulation approved for a specific line, with a link to the approval entry in the register. It shows a newer version marked as a trial separately, and the formulation documentation stays on the company's server. At Syntalith an app on a local model costs from €3,000 net plus GPU hardware. With 300 formulation questions a month at 12 minutes each, it pays back in 2.2 months.
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
We belong to the OpenAI and Anthropic partner programmes and learn through their official courses. What this means ↓
Author: Syntalith · 3 min read
Statistics
Production documentation and local AI: statistics 2026
2.2 mo.
payback of a €3,000 local app at 300 formulation questions a month: €2,094 of work today, €738 with checking and a GPU server. Scenario.
146
According to Bartanowicz and Jassem (LREC 2026), in a RAG system on Polish technical documentation assessed on 146 reference questions, Bielik-11B-v2.3-Instruct consistently beat PLLuM-12B-nc-chat.
52.5%
According to Eurostat (2025), 52.5% of EU companies that considered AI and did not use it named a lack of clarity about the legal consequences.
Source: Eurostat, Use of artificial intelligence in enterprises (2025) ↗
48.8%
According to Eurostat (2025), 48.8% of EU companies that considered AI and did not use it named concerns about data protection and privacy.
Source: Eurostat, Use of artificial intelligence in enterprises (2025) ↗
55.0%
According to Eurostat (2025), 55.0% of large EU companies with 250 or more employees used AI.
Source: Eurostat, Use of artificial intelligence in enterprises (2025) ↗
Figures checked: 22 October 2026
Version three approved, version four a trial
The company requires formulation documentation to be processed in its own approved server environment. A process technologist asks about the formulation for a named line. The register confirms that version three is approved for that line, and in the change history version four is marked as for trials only.
A good answer points to version three and leads to the record of its approval. It also shows version four with a link to the „trials only” mark. The technologist opens both places and checks the basis. If the register does not settle the status for that line, the assistant points out the gap, and the documentation owner clarifies the status and completes the record.
- 01Questionthe formulation and the production line
- 02Registerthe approval entry for the version on that line
- 03Change historynewer versions with their status
- 04Answerthe approved version with a link, the trial version apart
- 05Gapa missing status for the line goes to the documentation owner
What local AI for formulation documentation costs and when it pays back
- Today
- 300 formulation questions × 12 min = 60 h × €34.90 = €2,094
- With the app, an employee checks the output in 25% of the time
- €524
- Hardware in the company, counted in the scenario as renting a GEX45 server
- €214
- Saving
- €1,357 a month
Payback of €3,000
2.2 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 with 24 GB of GPU memory from Hetzner's website on 22 October 2026, without the one-off setup fee of €209. We price hardware in your own server room after the review.
The count covers the time spent searching, reading and compiling the material. What stays is the time to check the output against the source, 25% of today's work in the scenario. We measure both times in a trial on 20 to 100 cases the team has already handled.
What runs locally and what needs agreeing
The model runs on the company's approved server. The same environment has to hold the material prepared for search and the saved answers. An employee receives information within the limits of their access to the documentation. Ollama describes a local mode that switches off cloud models and web search. That applies to the program that runs the model, and we agree where copies of documents, conversations and backups sit for the whole app.
- Where the app takes documents from and where it saves results
- What stays in logs, backups and the history of questions
- Who has access to questions, answers and summaries
- Who updates the model, the app and the set of documents
When your current change history is enough
The company may already have a system where choosing a line and opening the approved version is easy. Then start with its features, because a chat on top of the same simple search will change little in the technologist's work. A separate app is worth considering when the status sits in the register, the explanations of changes sit in other documents, and the employee moves between those places to understand the versions found. The rules for a comparison before you buy are in local AI with a test on your own documents.
The register shows the version for a line in one click
the current system
no AI
Status in the register, explanations in documents
a local app that links both sources
from €3,000 plus hardware
The register does not settle the status
complete the register before rolling out AI
the team's own work
Where to start
The first scope covers a chosen part of the documentation. The person responsible for formulations judges whether the answer points to the right version for the line, and the administrator sets the environment and access. We roll out local models as part of private LLMs, and we build the view for working with sources as an AI app. For the free process review, a description of one case and the places where the material sits is enough. Confidential files stay in the company, and you get a written plan within 2 working days.
Worked example · Scenario
How we count the payback: a local model in manufacturing
We run the same count for your documentation in the free process review.
€5,817
a month for the work on 1,000 questions
EU cloud version payback: 0.6 mo.
Our assumptions are 10 minutes to find the right instruction, 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 in the EU cloud version, at the ECB rate of 1.1205 USD per euro on 22 October 2026. We count the payback for an app with a model in the EU cloud (from €3,000 net). We price the model on your server after a call, and the cost of people's work stays the same.
See the full calculation →