AI Assistant

AI Operations Assistant for Pharmaceutical

Ask questions about environmental conditions, equipment status, and maintenance compliance across your facility. Get answers tied to your floor plan and real sensor readings.

The Problem

Where Things Break Down

Environmental data retrieval for audits is slow

When an auditor asks 'what was the temperature and humidity in Room 204 last Tuesday?' you need to identify the right sensors, query the right time range in the BMS, and format the results. This can take 30 minutes per room.

Equipment qualification status is hard to check quickly

Confirming that all equipment in a specific cleanroom has current calibration and maintenance records means checking maintenance schedules for each piece of equipment individually.

Cross-referencing environmental excursions with equipment events is manual

When a temperature excursion occurs, determining whether it was caused by an HVAC issue, a door being left open, or an equipment malfunction requires checking three different data sources.

Our Approach

What Sandhed Does Differently

Sandhed's AI Co-Pilot is available in your 3D floor plan view and on individual asset detail pages. When you ask 'which machines had warnings this week?' the AI queries your sensor data, alert history, and maintenance records, then returns a structured answer with specific machine names, metric values, and timestamps. It builds a profile of your facility and only uses tools relevant to your active integrations. Answers link directly to the machines and data they reference so you can verify anything with one click.

Natural Language Queries

Ask questions in plain language: 'Which machines ran hot last shift?' 'Are any work orders overdue?' 'What happened on Line 3 yesterday?' The AI translates your question into the right data queries.

Grounded in Real Data

Every answer comes with specific machine names, metric values, and timestamps pulled from your actual sensor data and maintenance records. No generic advice. No guessing.

Context-Aware Answers

The AI knows your floor plan layout, which equipment you have, what sensors are connected, and what integrations are active. It tailors answers to your specific facility instead of giving generic responses. It works from the main floor plan view and from individual asset detail pages, adjusting its scope to whatever you are looking at.

Direct Links to Data

Answers include clickable links that navigate to the referenced machines, pull up the relevant metric history, or jump to the specific alert. Verify any answer with one click.

Expected Outcomes

Results You Can Measure

15 secAverage answer timeFrom question to data-grounded answer
21Data tools availableRead-only queries across metrics, alerts, and maintenance
80%Less time finding dataReduction in time spent navigating between dashboards
5Max query depthIterative data lookups per question for thorough answers
Based on platform capabilities and industry benchmarks. Results vary by facility.
FAQ

Common Questions

Anything about your facility's operations that is backed by sensor data, alerts, or maintenance records. Examples: 'Which machines had warnings this week?' 'What is the temperature trend on Oven-03 over the last 24 hours?' 'Are any preventive maintenance schedules overdue?' 'How many alerts did we have yesterday by severity?' The AI queries your actual data sources and returns specific answers.

When you ask a question, the AI builds a profile of your venue: facility type, asset inventory, active integrations, and which data sources are configured. It only uses tools relevant to your setup. If you have warehouse management connected, it can query inventory and movements. If you do not, those tools are excluded automatically. On asset detail pages, it scopes its queries to the specific machine you are looking at.

No. The AI has read-only access to your data. It can query metrics, alerts, events, work orders, and maintenance schedules, but it cannot change settings, acknowledge alerts, or modify equipment. It is a data lookup tool, not a control system.

The AI has 21 tools that query your PostgreSQL and TimescaleDB databases. These cover asset search, real-time and historical metrics, alert history, event logs, work orders, preventive maintenance schedules, service cost summaries, and, if configured, warehouse inventory and door sensor events.

Yes. The AI responds in the language you use. If you ask a question in Danish, you get an answer in Danish with the same terminology used in the platform's Danish interface. The system prompt includes a translation glossary so the AI uses consistent terms.

See the AI Assistant With Your Data

We will connect the AI to your facility data during the demo. Ask it your real questions and see how it responds with your actual equipment and sensor data.