Living battlecard
Maintain a standing notebook per competitor. When someone asks 'what are they doing on pricing', the answer is a refresh of an existing thread with sources attached, not a panicked afternoon of tab-hopping.
Keep a living read on the competition instead of a battlecard that's stale by Tuesday. Thread each rival's filings, launches and press into one workspace, cluster the signal, and refresh in minutes rather than rebuilding from scratch.
A thread per competitor[1]
Catch the moves early[2]
Synthesise into a battlecard[3]
Search the back-catalogue[3]
Example workflows
Maintain a standing notebook per competitor. When someone asks 'what are they doing on pricing', the answer is a refresh of an existing thread with sources attached, not a panicked afternoon of tab-hopping.
When a rival ships, pull their announcement, the coverage and the analyst takes into one teardown — what's real, what's positioning, and the line your team should take in response.
What you can do
The concrete work behind "ai for competitive analysis" — not a feature list.
Branch a notebook thread for each rival so positioning, pricing moves and launches accumulate in one place over time.
Deduped, multi-source news clusters surface a competitor's announcement once — not four near-identical times — the day it lands.
Let the workspace draft the comparison — where they're ahead, where they're exposed — with each line linked to its source.
Semantic search across everything you've logged on a rival, so last quarter's detail is one query away.
The stack under the work
Listed in the order the work moves through them, each carrying its live status.
What it reads against
The reference collections this job draws on. Each is a page you can open and read before you trust a single answer.
Collections are libraries the workspaces read from, kept as what they are rather than flattened into one pile. See the full collection breakdown.
Questions
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