Document input
Bring the document input into the task.
Frontend workflows for AI stakeholder research
ACW developed document-oriented interfaces for Sirio Strategies’ AI platform, helping users provide research inputs and review results alongside the client’s existing intelligence services.

Sirio Strategies helps organisations turn stakeholder feedback and documents into usable intelligence. Its platform supports research across groups, topics and time periods, giving teams a way to work with evidence that would otherwise sit across separate files and sources.
A document-based research task needs a clear scope before results become useful. The Sirio interface brings document inputs, topics, groups and time context into an organised flow. ACW’s frontend work gives users a structured way to provide that context to the client’s AI services. The result: an interface that keeps the research task connected to its inputs.
Bring the document input into the task.
Set the relevant topic, group and time context.
Continue into the result review.
The result experience needs more structure than a single chat response. ACW implemented frontend screens for reviewing the output in relation to the original task, helping users move between the material they provided and the information returned by the client’s services.
Present the returned information in the result interface.
Retain the relevant task context.
Support movement between input and result views.
A defined frontend contribution to a document-intelligence product.
Analysts completed the material search and reviewed thematic summary in 6 minutes instead of 15.
20 comparable research requests measured over one month.
Successful task completion rose from 7 of 10 participants to 9 of 10.