Most people use Claude as a chat window. Open tab, type prompt, get answer. What most people miss: it can run as an agent on a schedule, go out and gather intelligence on its own, and have a report ready before the week starts.
Someone on r/PromptEngineering built exactly that. A competitor monitoring agent that fires every Monday at 8am. It checks websites, scans announcements, hunts for pricing changes, and delivers one brief with a single most important thing to pay attention to that week.
No dashboard. No manual digging. Just the brief.
The old way vs. the new way
Old way: you check competitor sites when you remember to. Which means you catch things late, or miss them entirely. A pricing change running for two weeks before you noticed. A product launch you should have seen on day one. A competitor quietly dropping their free tier while you’re still pitching against it with outdated talking points.
The problem isn’t laziness. It’s that manual checking is reactive. You look when something prompts you to look. A customer mention, a Slack message, someone on a call saying “I saw they just launched X.” By then you’re already behind.
New way: one prompt, on a schedule, autonomous. The agent does the reconnaissance. You read the output Monday morning. Same format every week. Same level of depth. No gaps because you were traveling or slammed with a deadline.
The compounding effect is underrated. After three months of weekly briefs, you start to see patterns. A competitor that usually ships monthly suddenly goes quiet for six weeks. That’s a signal. Not a big public announcement, just an absence. Manual checking never gives you that kind of longitudinal view.
The signal most people miss
The smartest part of this setup isn’t the website checks. It’s the job listings.
What a company is hiring for tells you what they’re building before they say anything publicly. Three sales roles and a partnerships lead means they’re about to push hard on distribution. A sudden cluster of ML engineers on a team that didn’t have them means something’s shipping. The agent catches all of this automatically, while you’re still drinking coffee.
Think about what specific roles actually signal. A “Head of Community” hire means they’re shifting to product-led growth. An “Enterprise Account Executive” after years of SMB focus means they’re moving upmarket. “Staff Infrastructure Engineer” at a startup that’s been running lean means they’re about to scale hard. The job board is basically a roadmap, published in public, that almost nobody reads systematically.
This is where the agent creates asymmetric value. A human doing this manually would need 30-45 minutes per competitor per week. The agent does all of them in one pass and flags the meaningful changes. You spend two minutes reading instead of two hours digging.
How to build this
The prompt structure is clean:
- 🔍 Competitors: just list names, the agent searches from there
- 📋 What to check: pricing, new features, content, press, job listings
- 📊 Output: changes summary + the single thing that matters most this week
- ⏰ Schedule: Monday 8am via Claude Projects or any automation layer that supports scheduled runs
Here’s the exact prompt:
Run my competitor monitoring brief.
My competitors: [list them]
For each one, check their website and search for recent activity. Tell me: any pricing changes, new products or features, new content they’ve published, any announcements or press, and anything in their job listings that hints at strategy.
Summarise what changed across all of them this week and flag the single most important thing I should pay attention to.
Clean, specific, auditable. The agent knows exactly what to return.
One practical note: the more specific you are about your competitors, the better the output. “Notion” returns generic results. “Notion’s AI features and their recent product blog” returns something you can actually act on. Tune the prompt once, then let it run.
You can also add a “compare to last week” instruction if you’re logging outputs somewhere. That’s where it gets genuinely powerful. Not just “what changed” but “what’s the trend across the last four weeks.”
Why this actually works
The value isn’t in any single Monday brief. It’s in the consistency. Every week, same format, same signal. Manual checking never gives you that, because manual checking depends on you remembering.
The other thing it gives you: credibility. When you’re in a strategy meeting and someone asks about a competitor move, you know. Not because you happened to check last week, but because you check every week. That changes how people perceive you and how quickly your team responds.
Competitive intelligence doesn’t have to be a research project. It just has to happen regularly.
Frequently Asked Questions
Q: How do you actually schedule Claude to run on a cadence?
You’ll need a scheduler outside Claude, cron jobs, Windows Task Scheduler, Zapier, Make, or dedicated agent platforms like Hermes all work. Point your scheduler at your monitoring prompt and set the frequency. Claude handles the analysis; the scheduler handles the timing.
Q: What format should the competitor list be in?
Start with name and website for each competitor. As you iterate, add a ‘focus_areas’ field to tell Claude what matters most to you (like ‘pricing strategy’ or ‘product roadmap’). Structured data helps Claude ask smarter questions instead of getting lost in the noise.
Q: How do you read strategy from job listings?
Look at the hiring pattern, not individual roles. Three sales hires plus a partnerships lead signals distribution push. Heavy ML engineering hiring suggests new product development. A sudden wave of operations and HR roles means they’re scaling. Job listings are a leading indicator, by the time the press release drops, the headcount needs have already told the real story.
Q: What breaks these monitoring setups?
Competitor websites redesign, go behind paywalls, or load everything in JavaScript that static scrapers can’t handle. Your agent returns ‘nothing changed this week’ and you miss critical moves. Add a structural-change detector that flags when page structure looks different from last week, catch broken scrapes before you act on bad data.
I set Claude up as an agent that spies on my competitors every Monday morning. It even reads their job listings to work out what they’re about to do.
by u/Professional-Rest138 in PromptEngineering