When a company posts three SDR roles in the same week, they've already allocated budget for sales tools. When a startup hires its first VP of Engineering, infrastructure purchasing decisions are 60-90 days away. Hiring signals are the most reliable leading indicator of what a company plans to buy next — and most sales teams aren't using them.
Signal-based outbound drives 3-5x more replies than generic cold email. The difference isn't the copy. It's the timing. You're reaching companies during the window when they're actively evaluating tools and allocating budget — not months before or after the decision is made. Claude detects hiring signals, qualifies companies against your ICP, finds the decision-maker, and writes outreach timed to the buying window.
How Claude Helps You Build This
Instead of manually scanning job boards and guessing which companies are in-market, Claude monitors hiring activity across your target segment and builds a pipeline from the signals. It detects relevant job postings, qualifies the companies, finds the person who'd actually buy your product, writes outreach anchored to the hiring signal, and loads the campaign into your sending platform.
To do this, Claude uses five skills:
- job-posting-intent — detects companies hiring for roles that signal buying intent for your product.
- lead-qualification — filters detected companies against your ICP criteria, scoring by signal strength and fit.
- company-contact-finder — finds the decision-maker at each qualified company with verified email and LinkedIn profile.
- cold-email — writes outreach anchored to the specific hiring signal, not generic personalization.
- setup-outreach-campaign — loads the list and sequences into Smartlead or Instantly with correct volume controls.
You provide your product description and ICP. Claude builds the pipeline from hiring signals.
The Workflow
Step 1: Map which job titles signal buying intent for your product
Tell Claude what your product does and who buys it. Claude maps the job titles that, when posted, indicate the company is about to need what you sell:
- Hiring SDRs/BDRs → needs sales intelligence, prospecting tools, CRM
- Hiring Revenue Operations → needs CRM optimization, data enrichment, automation
- Hiring DevOps/Platform Engineers → needs infrastructure, monitoring, CI/CD tools
- Hiring first Marketing Manager → needs marketing automation, analytics, content tools
Not all hiring signals carry equal weight. A company posting one role is a weak signal. Three roles in the same function in two weeks is a strong signal — that's a team being built, which means budget is allocated and tool decisions are imminent.
Step 2: Detect companies posting those roles
Using the job-posting-intent skill, Claude scans job boards for companies actively hiring the roles you mapped. For each match, Claude captures:
- The specific roles posted and when
- Hiring velocity (how many roles, how fast)
- Job description details that reveal tool stack and priorities
- Company size and growth indicators
A typical scan surfaces 50–200 signal-matched companies per week depending on your market. The hiring velocity metric is key — companies posting multiple roles in the same function are further along in their buying process than companies posting one.
Step 3: Qualify against your ICP
Using the lead-qualification skill, Claude filters the signal list against your ICP criteria:
- Company size and revenue range
- Industry and vertical
- Tech stack (do they use tools adjacent to yours?)
- Funding stage and growth trajectory
Multi-signal companies rank highest — a company that's hiring for roles you support AND recently raised funding AND uses a competitor's tool is a near-certain buyer. Single-signal companies get a lower priority but still make the list.
Step 4: Find the decision-maker
Using the company-contact-finder skill, Claude finds the person who'd buy your product — not the person being hired, but the person making tool decisions. For each qualified company:
- The budget owner or hiring manager for the relevant function
- Their verified email address
- Their LinkedIn profile
- The specific hiring signal their company triggered
Step 5: Write signal-anchored outreach
Using the cold-email skill, Claude writes outreach that leads with the hiring signal:
- "You're scaling your SDR team — here's how companies like yours handle [problem] without adding headcount"
- "Saw you're hiring your first RevOps lead — most teams at your stage evaluate [category] before that person starts"
- "Three DevOps roles in two weeks — [company] was in the same spot and [specific result]"
The signal IS the personalization. It's timely, it's specific, and it demonstrates you understand their moment. New hires make purchasing decisions within their first 90 days — your outreach lands during that window.
Step 6: Launch the campaign
Using the setup-outreach-campaign skill, Claude loads everything into your sending platform:
- Segmented by signal type and strength
- Sequences tailored to each hiring signal category
- Volume limits set per mailbox
- Sending windows matched to prospects' business hours
Signal-based campaigns running this workflow report reply rates of 10-20% on targeted segments — compared to the 3.4% average for standard cold email. The difference is entirely in the timing and relevance.
What You Walk Away With
After running this workflow, you have:
- A signal map — which job titles indicate buying intent for your specific product
- Detected companies — 50–200 companies per week showing active hiring signals
- Qualified pipeline — filtered by ICP fit, scored by signal strength
- Decision-maker contacts — the budget owner at each company, not the new hire
- Signal-anchored sequences — outreach that leads with the hiring signal, loaded and ready to send
Why This Matters
Hiring is the one signal companies can't hide. They need applicants, so they post publicly. Every job posting tells you what the company plans to invest in next — and creates a 90-day window where they're actively evaluating tools. Most sales teams either miss these signals or catch them too late.
This workflow puts you in front of companies during the exact window when they're making decisions. That timing advantage is what turns a 3% reply rate into a 15% reply rate.
Build your hiring signal pipeline with Gooseworks