Honcho: Use Cases
What working with your own corpus actually looks like. Every example below runs through an AI assistant connected over MCP, through the built-in assistant, or from the console directly — the same content and the same permissions behind all three.
Reading & analysis
A cited report on a question you actually have
Honcho proposes the plan first — which publications to weight, what to search for, which live sources to ask — and shows it to you before spending anything. The finished report opens with a bottom line, then cited key judgments and thematic analysis, and ends with a bibliography you can check. Every claim points at a specific article, author and date.
Cross-topic synthesis
The assistant searches years of indexed commentary, pulls the relevant analysis from across sources, and threads together a comparison that would take hours to assemble by hand.
How the argument shifted
The corpus keeps its chronology, so the answer can trace an arc — the emergency period, the productivity argument, the cultural backlash — and show where particular writers moved. Ordinary search cannot reason over time this way.
Ask once, or every morning
A one-off report becomes a standing publication in a click: the same sources, searches and question, generated on a schedule. Ask once when you are curious; subscribe when it turns out you were curious repeatedly.
Live sources & connectors
Filings, fetched at the moment you ask
Connectors reach outside the corpus on demand: SEC filings, court opinions, academic papers, economic and health indicators. The filing itself comes back, not an article about the filing — alongside the coverage from your own sources.
Figures that stay figures
Indicator data arrives as data. Official figures land in their own section of the report — current value, five- and ten-year trend, source and date — cited but never dissolved into paraphrase, while the prose handles the coverage.
Your library against today’s coverage
Your curated corpus and live external search answer the same question together, so the standing view and the breaking one arrive side by side rather than in two different tabs.
Publishing
A daily briefing nobody has to write
Honcho assembles the last day’s material into an issue — a lead story, themed sections, a source list — or into the same analyst report every morning, whichever shape suits the audience. It publishes at a stable URL, so a team has a briefing without anyone drafting one.
Your masthead, your voice
Each publication carries its own identity and editorial instructions, so what goes out reads like your organization wrote it rather than like a summary tool ran.
Out to where the readers are
The same issue goes to your channels on a schedule, and a no-login share link — expiring and revocable — covers the reader who has no account and should not need one.
Everyday
Catch up on what you actually follow
A digest draws on the sources you chose, weighted the way you weighted them, and skips the duplicates that three wire services filed on the same story.
Save it with your own thinking attached
Articles, notes and annotations join the same index as everything else. Your own commentary becomes searchable material — and shapes what later answers draw on.
Hand it to the team
Groups give a team shared sources, shared tags and a shared reading trail. One analyst’s curation becomes the group’s institutional memory instead of dying in a personal bookmark folder.