> ## Documentation Index
> Fetch the complete documentation index at: https://deepline.com/docs/llms.txt
> Use this file to discover all available pages before exploring further.

# Hiring Signals — New Roles

> How do I use job postings as buying signals to find companies that are ready to purchase? Use it to pilot, verify output, and scale safely.

When a company posts jobs for roles that use or evaluate your product category, the budget is approved and the problem is acknowledged. New hires convert at **2.5x higher rates** in their first 3 months ([UserGems](https://www.usergems.com/blog/signal-based-marketing)). Hiring signals decay slower than most triggers, so you get a wider outreach window. The first seller to reach out is still **5x more likely to win** ([Autobound](https://www.autobound.ai/blog/signal-based-selling-complete-guide)).

## How do I detect hiring signals with Claude Code?

The workflow pulls your target accounts, searches for relevant job postings, scores signal strength, and routes high-scorers to outbound.

In Claude Code, type:

```
/deepline-gtm Pull my target accounts from HubSpot, find which ones are hiring GTM Engineers or RevOps roles, score the signal strength, find the decision maker's email, and add high-scorers to my Instantly campaign
```

**With Codex:**

```
codex "Check my target account list for companies hiring data engineering or RevOps roles, find the hiring manager's email, and push top matches to my outbound sequence"
```

Uses the **[deepline-gtm](https://github.com/getaero-io/gtm-eng-skills)** skills.

## What does the hiring signal workflow do step by step?

**Priority:** P2-P3 | 90-day decay | 1-week SLA

<Steps>
  <Step title="Pull target companies">
    Load target account list from CRM via MCP. Filter to ICP-fit accounts to
    avoid wasting enrichment credits on non-targets.
  </Step>

  <Step title="Search job postings">
    Find open roles at each company matching your category. Use job board APIs
    or web scraping to pull current postings.
  </Step>

  <Step title="AI scores signal strength">
    Score relevance on a 3-tier scale: exact role match (e.g., "RevOps Manager"
    for a RevOps tool) is highest priority. Adjacent role (e.g., "Sales
    Operations") is medium. Generic hiring surge is lowest but still worth
    tracking.
  </Step>

  <Step title="Find decision maker">
    Identify the hiring manager or department head. The person who wrote the job
    description is often the budget holder.
  </Step>

  <Step title="Email waterfall">
    Resolve verified work email via multi-provider waterfall. Cross-reference
    with LinkedIn profile data for accuracy.
  </Step>

  <Step title="Push to sequence">
    Route high-scorers to outbound sequence via MCP. Include the job posting URL
    and specific role in the personalization fields.
  </Step>
</Steps>

## How should I score hiring signal strength?

Score postings to prioritize your outreach queue.

| Score      | Signal                      | Example                                                     | SLA     |
| ---------- | --------------------------- | ----------------------------------------------------------- | ------- |
| **High**   | Exact role match            | "Data Enrichment Engineer" for an enrichment tool           | 48h     |
| **Medium** | Adjacent role               | "RevOps Manager" for a sales intelligence tool              | 1 week  |
| **Low**    | Hiring surge                | 10+ roles posted in a month across the org                  | 2 weeks |
| **Bonus**  | Role mentions your category | Job description says "experience with Clay/Apollo/ZoomInfo" | 24h     |

The bonus tier is the most actionable. If the job description names your category or competitors, the company has already defined the problem and is evaluating solutions.

## What email template works for hiring signals?

<Accordion title="Email template">
  > Subject: Scaling \[function] ops — what tripped up \[Peer Company]
  >
  > \[First Name],
  >
  > Noticed \[Company] is building out the \[function] team.
  >
  > I've watched a dozen companies go through the same buildout. The pattern: hire the team, then buy the tools. The team spends 3-6 months doing manual \[task] while evaluating vendors.
  >
  > \[Peer Company] did it differently. They deployed \[product] before the new hires started. New hires focused on \[high-value work] from day one.
  >
  > Might be worth a 15-minute conversation about sequencing.
</Accordion>

## Frequently Asked Questions

### How do I find job postings across many accounts?

Use Deepline's integration with job board APIs (Forager, Apollo job postings, or Crustdata job listings) to search across your target account list. For companies not covered by structured APIs, Firecrawl or Apify can scrape careers pages directly.

### Should I reach out to the new hire or the hiring manager?

The hiring manager or department head. They control budget and tool decisions. The new hire won't have context or authority in their first weeks. After 60-90 days, the new hire becomes a secondary contact.

### What if the job posting is old?

Job postings older than 60 days are weaker signals. The role may already be filled. Focus on postings from the last 30 days. If a posting was recently refreshed or reposted, treat it as fresh; that signals urgency.

### How do I differentiate from competitors who also monitor job postings?

Speed and specificity. Reference the exact role title and a specific challenge that role will face. Generic "I see you're hiring" emails are transparent and ignored. Lead with an insight about what tripped up similar companies during the same buildout phase.

### Can I combine hiring signals with other triggers?

Yes. Hiring + funding is a strong combination. A company that just raised and is now hiring for your category has confirmed budget and confirmed the problem. See [Signal Combination Plays](/docs/plays/signal-deal-risk) for the full playbook.

***

**Related:** [Champion Tracking](/docs/plays/signal-champion-tracking) | [Fundraising Signals](/docs/plays/signal-fundraising) | [Company News & Social](/docs/plays/signal-company-news) | [Competitive Intelligence](/docs/plays/signal-competitive-intel)