™Retrieval over controlled content
Search and question-answering across an organization's own documents, with every answer traceable to the source document and version rather than generated from nowhere.
Industries
Pharmaceutical & Life Sciences
Technical and process work in environments where the record of how something was done matters as much as the result.
Life sciences organizations run on controlled procedures and documentation. That is not overhead to be automated away, it is the product of the work. The opportunity is rarely to remove steps; it is to remove the re-keying, searching and chasing that sit between them.
Tomryn's role here is technical and advisory. Regulatory determinations, validation decisions and professional sign-off remain with the client's own qualified people.
Common technical problems
- Procedures, specifications and reports spread across shared drives and systems that do not search well together.
- Information copied by hand between a document, a spreadsheet and a system of record.
- Review and approval cycles tracked in email threads rather than in a system that shows current status.
- Reporting that is assembled manually each period from several sources.
Where Tomryn helps
Workflow and review tooling
Internal applications that make status visible (what is in draft, with whom, and for how long), instead of reconstructing it from inboxes.
Systems integration
Connecting document systems, trackers and reporting so the same value is not entered three times.
Process analysis
Mapping a workflow end to end before any software is proposed, including the steps that must stay manual.
How AI is used here, and how it is not
Used well, AI in this setting is a retrieval and drafting aid with a human decision at the end: finding the relevant passage, drafting a first version, flagging an inconsistency between two documents.
It is not used to make regulatory determinations, to approve anything, or to produce content that is filed without review. Any system built for this environment is designed so a person remains accountable for the output.
Scope and limitation
Tomryn provides consulting, technical guidance and software. Tomryn does not provide regulated professional sign-off, validation certification, or engineering approval where a licensed professional is legally required. Where a deliverable feeds a regulated process, the client's qualified personnel review and own it.
Related
Case study: AI document intakeHow a document intake assistant was built with human review at the end.Technical ConsultingArchitecture, integration and implementation planning.AI Application DevelopmentDocument processing, retrieval and internal tools.Process ConsultingWorkflow mapping and automation opportunity analysis.
Questions
Discuss a technical challenge
Tell us what the workflow looks like today and where it slows down.