The pattern with competitive intelligence is well-rehearsed by now. You spend two weeks building a competitive deck for a board meeting. You ship it. Three weeks later a competitor announces something that invalidates a third of your slides, and you have no clean way to update them — the original research is in nine browser tabs, four screenshots, and a Google Doc you can't remember the name of. By the next board cycle, the deck is fiction.
The fix isn't a heavier process. It's having one place where competitor research accumulates, the agent can read across it, and the next update is a question, not a re-research project. The same continuous-record discipline shows up in AI for business ideas: stress-test before you build — the competitor research is the input to whether your own idea survives.
A vault shaped like the actual competitive landscape
The shape that holds up across a long competitive watch is one top-level page per competitor, with sub-pages for product releases, pricing changes, public messaging, customer reviews, and notable hiring. Capy supports unlimited page nesting, so a tracked competitor that suddenly matters more — because they raised, or pivoted, or shipped a feature against you — can fan out into deeper pages without you re-architecting the vault.
Every page is plain markdown, which is what makes the across-vault questions cheap. When the head of product asks "which of our four tracked competitors has shifted pricing in the last quarter," you ask Capy to read the pricing pages and summarize the changes by month. The agent walks the vault and gives you the answer; you don't go re-derive it from screenshots.
Capture the source, not just your interpretation of it
The classic mistake in competitive notes is paraphrasing too early. You read a competitor's launch post, type "they're now positioning around enterprise security," and lose the actual sentences they used. Six months later, you can't quote them, can't compare to their current positioning, and can't tell whether the shift you remember was real or imagined.
Capture the source first. Drop the launch post, the pricing page snapshot, the changelog entry, the conference talk transcript onto the right competitor page — verbatim. PDFs auto-convert to markdown via docstrange, which means PDF press releases, analyst reports, and S-1 filings become searchable text the agent can read across as easily as your own notes. Add your interpretation underneath the source, clearly marked as your read, not theirs.
When you eventually need to write something about how their positioning has drifted, you have both the raw material and your earlier read of it. The agent can compare the two for you.
A pricing log the agent helps you keep
Pricing is the competitive surface that changes most often and gets noticed least, because nobody's job is "monitor competitor pricing pages weekly." It's everyone's job and therefore nobody's.
A working setup is an inline pricing changes database on each competitor's page, with columns for date, plan affected, before, after, and source URL. The database lives directly inside the markdown page via a :::database::: directive, so you don't switch to a separate tab to log a change — you paste a screenshot, write two lines of context, and add the row right where the rest of the competitive context already lives.
Once a quarter, ask Capy to read across every competitor's pricing log and summarize the patterns: who's moved up-market, who's added a usage tier, who's quietly lowered the entry price. The synthesis is grounded in a record you've been keeping anyway, instead of a panicked weekend of "let me go check what they all charge now."
Customer reviews as a slow-moving signal
Customer reviews are noisier and more useful than competitor blog posts, but the cost of reading hundreds of G2/Capterra/Reddit threads kills the workflow. The signal is usually two or three persistent complaints that recur for years and one or two delight points that show up across reviews from different verticals.
Drop competitor review threads — Reddit posts, G2 summaries, support-forum complaints — into a voice of competitor's customers page. Ask Capy to read across the page periodically and surface the three most-recurring complaints, two most-recurring praise points, and any change in the complaint pattern over time. You're not trying to read every review; you're trying to track what your competitor's customers care about across the years your competitor stays in business.
When you're writing your own positioning, this is the material that matters. Not the competitor's marketing claims; their customers' actual sentences.
A weekly read that takes the time it takes to drink a coffee
The expensive part of competitive intelligence is monitoring. The cheap part is synthesis once the monitoring is done.
A small habit that scales: every Monday, drop new material — competitor blog posts, hiring notices, press mentions, pricing-page screenshots — onto the relevant pages. Then ask Capy to summarize what's new across the tracked competitors, flag anything that contradicts your prior understanding of where they're going, and surface the items most worth bringing to your team. The agent's web_search tool can pull in current public information to compare against what you already have on file — so a "did anything change about Acme's positioning this week" question can pull in fresh material instead of relying only on what's already in the vault.
Fifteen minutes of triage replaces the two-hour monthly competitive audit that nobody actually runs.
Boards and investor updates that don't require re-researching
Board meetings and investor updates are where competitive intelligence pays back its capture cost. The slide that says "here's how the competitive landscape moved this quarter" is exactly the kind of synthesis the vault is built for.
Ask Capy to draft a one-page competitive update for the board with three sections: notable releases by competitor, pricing or positioning shifts, and the implications for our roadmap. Cite the source pages so any reviewer can drill into the underlying material. You edit the draft, drop it into the board memo, and move on. The synthesis is grounded in your continuous record rather than a frantic Sunday-night refresh of competitor sites. The same vault feeds the rest of the cycle laid out in board-of-directors meeting notes.
Same vault feeds the investor update. Same vault feeds the next quarterly planning. The capture cost amortizes across every artifact downstream of it.
Synthesis when something big happens
When a competitor raises, ships a major feature, or announces a partnership, you need a synthesis answer fast: what does this change about our roadmap, our positioning, our pricing? The temptation is to spin up a one-off research sprint.
Better: ask Capy to read everything in the relevant competitor's vault page, plus the new material you just dropped in, and produce a one-page implications brief. What are they saying their new shape is? What does our prior tracking suggest about whether the shape is real or PR-flavored? What's most likely to change in their next two quarters? The agent gives you a draft you can pressure-test in a meeting — much better than writing it cold under deadline.
This is where the vault pays its keep. The brief is grounded in two years of accumulated context, not in the press release you read this morning.
What this isn't
Capy isn't a competitive-intelligence service and isn't a substitute for talking to your customers and your competitors' customers directly. The vault holds the public-record material — releases, pricing, reviews, posts — and your synthesis of it. The qualitative ground-truth still comes from sales calls, churn interviews, and the conversations you have at conferences. The vault makes that ground-truth easier to file alongside the public record so they can be queried together.
It's also single-user by design. The competitive watch belongs to one person — usually the founder, the head of product, or a strategy lead — and the vault matches that shape. The outputs ship to the team as briefs, decks, and updates; the working notes stay yours.
A small first test
The cheapest way to see whether this fits is to take one tracked competitor and rebuild their last quarter in a single Capy page. Drop the press releases, the pricing-page snapshots, the launch posts, and your notes from the time. Ask Capy to summarize how their positioning shifted across the quarter and what changed for your roadmap. If the synthesis is sharper than what you currently produce — and produced in less time than the monthly competitive audit you keep deferring — you have a sense of what continuous capture looks like at vault scale. (For the angel-investor cousin of this workflow, see AI notes for angel investors: deal screening and portfolio tracking.)
Try Docapybara free. Load one competitor's last quarter and see what the agent does with the record.