Sabrina Ramonov's Claude Lead Scraper Is The Most Useful AI Workflow I've Seen All Quarter
Sabrina Ramonov just published a walkthrough of using Claude to scrape unlimited business leads and auto-personalize LinkedIn outreach. The tactical layer is gold — here's the full breakdown.
Sabrina Ramonov dropped a video this weekend titled "Scrape UNLIMITED Business Leads With Claude" and within 15 minutes of watching it, I had three ideas for my own business and one for a client I'm working with. That's the bar for tactical content — does it actually change what you do tomorrow morning?
This one cleared the bar.
She opens with the result on screen: dozens of London fintech companies, fully enriched, with personalized LinkedIn outreach already drafted. Then she walks through how Claude built it.
This is the kind of AI workflow that earns its keep.
What Sabrina And Abby Built
Sabrina brings on Abby (an AI automation consultant) and they walk through a real prospect list — 10 fintech startups in London. For each one, the workflow auto-pulled:
- Company name
- Key contact + their job title
- Personalized opening line based on something specific to that contact
- Draft LinkedIn connection request
The whole thing runs through Claude Code + a few API calls. No Apollo. No ZoomInfo. No $500/month sales tool stack.
The clever part isn't the scraping (which has existed for years). It's how Claude handles the personalization layer — pulling something specific from each prospect's recent posts or company news and weaving it into the outreach in a way that doesn't sound like a template.
Why This Matters More Than Most "AI Saves You Time" Videos
Most AI workflow videos are gimmicks. They show you a thing that works in a demo and breaks in real life. This one is different because:
- It targets a real ICP (London fintech) instead of "everyone"
- It generates specific, defensible personalization instead of
{first_name}mail merges - It uses a tool stack you can actually replicate without enterprise contracts
- The output is good enough to send — not "edit before sending"
That last one is the killer. 99% of AI cold outreach demos produce content you'd never actually deploy. Sabrina's actually clears my own filter for "would I let this go out under my name?"
How To Adapt This For Your Business
If you're not in fintech, the workflow still translates. Here's how I'd run it for a service business or course creator:
Step 1: Define your ICP narrowly. Not "small business owners." Not "course creators." Try "yoga studio owners in cities of 50K-200K with active Instagram accounts." The narrower the filter, the better Claude does at extracting relevant personalization.
Step 2: Build a target list. You can use any directory — Google Maps, Yelp, Instagram search, industry association rosters. Sabrina uses a fintech directory. You'd use whatever exists for your niche.
Step 3: Set up the Claude prompt. Give it: the ICP definition, an example of what "good personalization" looks like (one or two examples you'd actually send), and the structured output format (CSV with name, contact, opener, etc.).
Step 4: Send through your tool of choice. LinkedIn for B2B, email for service businesses, Instagram DMs for creators. The channel matches your audience.
Step 5: Measure response rate, not volume. Sabrina makes the point clearly: this isn't about sending 10,000 messages. It's about sending 100 personalized ones that get a 15%+ response rate.
What I'd Add From My Side
A few things I'd push on if I were on this episode:
Personalization quality drops fast at scale. Claude handles 10 leads beautifully. It handles 100 well. By 1,000, the personalization starts looking same-y because there are only so many ways to compliment someone's "thoughtful post about industry trends." The tactical fix is to batch in groups of 50 and review the output before sending.
The "scrape" verb is doing some heavy lifting. Most platforms have ToS against automated scraping. The technique Sabrina demos (manual list-building + Claude enrichment) is fine, but if you're tempted to point Claude at LinkedIn directly and let it run wild, you'll get banned. Build the list elsewhere; enrich with Claude.
This works best as the FIRST touch in a multi-touch sequence. A great cold message gets you 5-15% response. Two more well-timed follow-ups push that to 25-30%. Don't think of this as "send one and pray." Think of it as the opener to a real outbound system.
The Bigger Pattern Here
What Sabrina is really showing is how the outbound sales motion has changed in the last 12 months. The old playbook — buy a list from Apollo, blast it through Lemlist, hope for 1% reply — is dead. Inboxes are too crowded. People are too good at spotting templates.
The new playbook is small lists, deep personalization, AI doing the heavy lifting on the research-and-write step that used to take a junior SDR three hours per prospect.
A solo founder with Claude can now do the work of a 5-person SDR team from 2023. That's not hype. That's just where the technology has landed.
The Bottom Line
Sabrina's video is the most actionable AI sales workflow I've seen this year. If you do any kind of B2B outbound — agencies, consultants, course creators, service businesses — go watch the whole thing.
Then build the version of it that fits your ICP. Don't copy hers exactly. Translate the workflow to your space.
The agencies that figure out this playbook in 2026 are going to outpace the ones still buying lists and hoping. By a lot.