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Obsigen · Use cases · as of 2026-10-22

What Obsigen will do in your company

We describe use cases through the documents and data you work with. Below are the requests we suggest starting with - in the demo, we will show the one most useful to your company.

Product documentation

“Using the raw-materials spec and the previous sheet, draft a safety data sheet for the new product variant.”

A Word draft with a list of fields for the responsible person to fill in.

Production & maintenance

“From the sensor data and the downtime export, calculate MTBF for each line and propose an order sequence with the shortest changeovers for next week.”

A report with charts and a proposed schedule - numbers computed by code; the planner makes the call.

Sales & e-commerce

“Write product descriptions from this table for the online store and the marketplace - in Polish, German and Czech, in our tone.”

A sheet ready to import, one consistent tone, length checked.

Sales analysis

“From these three sales spreadsheets, show which products lose margin out of season.”

A report with charts; numbers computed by code, not estimated.

Quality & complaints

“Group the complaints from the last six months by cause and propose three corrective actions.”

A breakdown of causes and proposed actions for the team to decide on.

Purchasing & market

“Compare offers from three suppliers and check how raw-material prices moved this year.”

A comparison of offers and a market review with sources cited.

Regulatory documents are signed off by a human. Safety data sheets, labels and declarations prepared by AI are drafts. The person named in your company is responsible for them - Obsigen speeds up the work; it does not replace that person.

How each of these requests works

  1. Command
  2. Step plan
  3. Tools & code
  4. Verification
  5. Finished file

Processes step by step

The same requests in real work: input data, process, result and where the data is processed. Where a process has been measured, we give the result from the report.

Maintenance

input
line downtime spreadsheet + photo of the nameplate
process
calculates downtime frequency and duration, draws a chart, prepares a briefing note
result
report and chart in your folder
where
on your computer (Obsigen Runtime)
For engineers
  • input: downtime_line3.csv + nameplate.jpg; a follow-up question when something is unclear
  • MTBF / MTTR computed by code in an isolated environment with a closed network; chart and a docx note
  • output: downtime-report.docx + chart.png in Obsigen/<date>/ via Obsigen Runtime; consent in a dialog on the device
Process details →

ERP / API integrations

input
integration specification (PDF) + integration code in the repository
process
reads the specification, writes and tests code in VS Code, asks for consent only for risky commands
result
code changes with a “What I changed” list
where
in VS Code (Obsigen Forge)
measured
13 → 1 confirmation cards1 - in a typical Forge turn
For engineers
  • input: ERP-specification.pdf + integration.php / .py; specification analysis and code search in the workspace
  • Plan / Code modes; commands with the folder guard and inside the OS sandbox
  • output: changes in the workspace + “What I changed”; undo of the file changes of the whole turn; token per device
Process details →

Analytics and reporting

input
sales spreadsheet + Power BI export
process
builds a pivot table, draws charts, assembles a presentation with the data
result
editable presentation + spreadsheet with the analysis
where
in the app or on your computer (Obsigen Runtime)
For engineers
  • input: sales_q3.xlsx + Power BI export; the pivot table is computed by code, reproducibly
  • charts with the Obsigen Magnify visual check and verification; editable PPTX, source with every chart
  • output: deck.pptx + analysis.xlsx with formulas; via Runtime in Obsigen/<date>/
Process details →

Communications and PR

input
company report (PDF) + company glossary
process
prepares a press release with sourced figures, in the company's vocabulary
result
press release for approval before sending
where
in the app
measured
0%2 - sycophantic answers in the tone test
For engineers
  • input: annual-report.pdf + company glossary
  • tone calibrated in the tone tests; output: press-release.docx
Process details →

Tenders and cost estimates

input
technical specification + bill of quantities + A0 drawing
process
reads the A0 drawing in Deep Reading mode and records the source of every number - every value can be traced to its place on the drawing
result
structure profile with readings from the drawing and an overlay for review
where
in the app
measured
97 / 98 values read correctly3 - reference document
For engineers
  • input: STWiORB.pdf + bill-of-quantities.xlsx + profile-A0.pdf; Obsigen Magnify (Deep Reading)
  • reading with illegible fragments marked and the source of every value in the document
  • output: a profile list + an audit overlay on the drawing
Process details →

Demo · 45 min

See Obsigen on your own example

We show Obsigen live, online, on a document you bring - with no confidential data. Then a quote and deployment on dedicated infrastructure.

Book a demo Let's talk

  1. step 1Demo · 45 minonline, on your example
  2. step 2A one-page quotewithin two business days
  3. step 3Deployment and team starta dedicated tenant and team accounts

Footnotes

  1. Obsigen Forge tests 2026-09-06 · typical Forge turn; folder guard and OS sandbox
  2. response tone measurement 2026-09-04/05 · 2026-09-05 · sycophancy; banned phrases: 0; test battery, internal measurement
  3. Magnify report 2026-06-25 · reading quality check on a reference document