PRODUCT 01 · RESEARCH AGENT FOR TEAMS
Starglass
FOR ANALYSTS, NEWSROOMS AND TRADE ASSOCIATIONS
Bring a question and the material. Starglass plans the research with you, runs it, and hands back a Living Case with every source attached.
- Quick Answer or Deep Research
- An editable Case Plan before anything runs
- A Living Case that stays open
- StartBring the question and the material.Choose Quick Answer or Deep Research. Deep Research keeps the question and attached files together in the composer.
- ShapeShape the Case Plan with Starglass.Review the editable Case Plan, amend it in chat, then choose Start research. Nothing runs before that decision.
- ContinueKeep working from the Living Case.The finished Case keeps cited source links, the conversation, follow-up questions, and controls to add research.
WHAT IT INHERITS
- 01CaptureThe document, not the link.
- 02CiteTo the page and the words.
- 03ChallengeWe argue with our own findings.
- 04ReceiptWhat was searched, and what was not.
QUESTIONS ABOUT THIS PRODUCT
What people ask about Starglass.
What is Aculeus?
Aculeus is the intelligence layer that reads the public record, keeps the documents it finds, and ties every finding to its source. Three products are built on it: Starglass, PublicTide and Equites.
Who is it for?
Starglass is for analysts, newsrooms and trade associations that need answers with the sources attached. Equites is for people who read filings before they read headlines. PublicTide is for independent creators and their readers. The layer itself runs for media groups, funders and platforms on their own record.
What is Starglass?
Starglass is the research agent on the layer. Ask a question with a source pack or a dataset. Quick Answer returns a cited response now. Deep Research pauses on an editable plan before anything runs, then returns a Living Case that keeps the answer, its sources, the conversation and the open questions together.
What happens to my files and data?
Files and structured data stay in your workspace. In Data Workbench, raw rows stay private, and Starglass works from schema profiles and computed aggregates. The security page carries the full terms.
How is this different from a general chatbot?
A chatbot gives you a fluent answer. The layer gives you a plan you approve before anything runs, a captured copy of the documents it cites, a citation that opens the document at the cited words, and a receipt that names what was searched and what was not.
TALK TO US
Bring the layer to your desk.
Newsrooms, oversight desks, media groups, funders and platforms work with us directly. Tell us what you need to know, who needs to know it, and which product you have in mind. A person replies.
WHAT WE DO WITH WHAT YOU SEND

