---
id: ins_years-ago-kind-research-took
operator: Kenny Damian
operator_role: 'Head of GTM @ColdIQ🧠 | We build B2B revenue engines that sell for you | Elite Clay Studio Partner'
source_url: https://www.linkedin.com/feed/update/urn:li:activity:7371933025271599104/
source_type: thread
source_title: 'This n8n workflow saves our sales team 10 hours+ a week'
source_date: 2026-04-10
captured_date: 2026-05-02
domain: [pmm, gtm, growth-demand]
lifecycle: [launch, growth-loops]
maturity: frontier
artifact_class: workflow
score: { originality: 3, specificity: 5, evidence: 3, transferability: 4, source: 4 }
tier: A
related: []
raw_ref: raw/linkedin/reactions/linkedin-reactions-2026-04-10.md
---

# 10 years ago this kind of research took interns, VAs, or SDR armies. Now it's a $0.47 A
## Claim
This n8n workflow saves our sales team 10 hours+ a week. 10 hours X 8 reps = 80 hrs. That's at least $10,000 saved monthly. The Problem: Spending 20+ minutes researching each prospect manually.

## Mechanism
The best part: Zero manual work after setup. And the cost per report is $0.47 in API calls.

## Conditions
Holds when: the operating context matches the post's stated frame (team shape, stage, tooling, buyer type).
Fails when: the practice is lifted into a different stage or buyer context without reworking the underlying mechanism.

## Evidence
> "10 years ago this kind of research took interns, VAs, or SDR armies. Now it’s a $0.47 API chain. Wild to think how fast the sales ops function is evolving."

· Kenny Damian, LinkedIn, 2026-04-10

## Signals
- The team observes the pattern repeating across multiple cycles before naming it.
- Practitioners stop questioning the discipline once results compound.
- Skipping the step shows up as friction within one or two iterations.

## Counter-evidence
No opposing view in current corpus.

## Cross-references
- (none in current corpus)