iqpipe

iqpipe connects to your n8n and workflows, captures every event they produce, and gives your AI a persistent memory.

[iqpipe @iqpipeapp]

🚨New feature alert !

[Nikola Petrushevski @nikola5rush]

Added a new feature today:

Free @n8n_io and/or @make_hq audit for your workflows. No API keys needed, just paste the workflow json and @iqpipeapp will do preliminary audit.

[iqpipe @iqpipeapp]

outbound was converting at 0.8%

so we automated it

volume went up 8x
pipeline went up 1.3x

we'd built a very efficient broken process

automation doesn't fix broken outbound. it scales it.

#GTM #SalesAutomation #OutboundSales

[iqpipe @iqpipeapp]

lead score: 92

based on:
- job title from 8 months ago ✗
- industry field overwritten last week ✗
- email opens from a sequence that hit spam ✗

the model wasn't broken

the inputs were broken

lead scores are only as good as what feeds them

#GTMOps #LeadScoring

[iqpipe @iqpipeapp]

sent a "just checking in" email

6 minutes after the prospect replied on LinkedIn saying they were interested

they mentioned it on the discovery call

timing failures are the last thing you instrument

and the first thing prospects notice

#Outbound #SalesOps

[iqpipe @iqpipeapp]

which channel sourced the deal?

LinkedIn said LinkedIn
email said email
the AE said cold call

nobody was lying. nobody had the full picture

attribution requires a shared event timeline across every tool

most stacks don't have one

#RevenueOps #GTM #Attribution

[iqpipe @iqpipeapp]

@TomHacohen @HubSpot Nice one!

[iqpipe @iqpipeapp]

our @HubSpot webhook stopped firing tuesday afternoon

we found out on thursday

two days of pipeline dark. no alert. no error log. just silence

webhooks are the connective tissue of your GTM stack

and they fail without telling anyone

#GTMOps #SalesEngineering

[iqpipe @iqpipeapp]

your SDR has them in @heyreach_io

marketing has them in Instantly

your AE added them to Outreach after a reply

the lead is getting 3 parallel sequences with no team aware of the others

this is a visibility problem.
#SalesOps #GTMEngineering

[iqpipe @iqpipeapp]

clay said 91% fill rate

after removing stale data, wrong titles, and overwritten fields?

54% usable

enrichment tools optimize for fill rate, not accuracy

those are not the same thing

#GTM #DataEnrichment #Clay

[iqpipe @iqpipeapp]

your GTM workflow ran

it enriched. it sequenced. it triggered.

but did it actually work?

"it ran" ≠ "it worked"

that gap is where pipeline quietly leaks

#GTMops #SalesAutomation

[iqpipe @iqpipeapp]

One GTM decision. Two approaches.

Direct tool APIs: 5 calls, ~1,670 tokens, 0/4 checks correct.

One @iqpipeapp call: 1 call, ~340 tokens, 4/4 correct.

The token savings are fine. The real problem is confidently wrong outputs at scale across your whole pipeline.

Wrong inputs don't just hurt. They compound.
https://t.co/SnBtHCcKU6

[iqpipe @iqpipeapp]

You spent 3 hours building a workflow.

It ran once, perfectly.

Then someone on the team changed one small thing and now you don't know if it's still working.

This is the actual job.

[iqpipe @iqpipeapp]

The worst GTM failures are silent.

A tool stops firing. Nobody notices for two weeks.
@iqpipeapp tracks each tool's heartbeat and flags when something goes quiet — #Clay dark, 200 emails with 0 replies, deals closing with no source attached.

Hours to find the leak, not end of quarter.

[iqpipe @iqpipeapp]

"This lead was sourced 5 times."

No. Sourced once. Re-delivered 5 times.
Webhooks retry. Platforms re-fire. Two tools report the same event.
@iqpipeapp dedups on stable identity, not delivery ID. Five redeliveries → one truth.

Wrong counts at the top compound into bad decisions at the bottom.

[iqpipe @iqpipeapp]

A n8n cheat sheet for beginners 👇👇👇

[Nikola Petrushevski @nikola5rush]

For all @n8n beginners, I've created a cheat sheet that might become handy for you.

https://t.co/w1gbEP2P93

[iqpipe @iqpipeapp]

Reply rate dropped. What changed?

Usually nobody knows.

@iqpipeapp mirrors every node in your n8n/Make workflows and tracks changes. When someone removes the enrichment step on a Tuesday, you'll know that's why performance dipped on Wednesday.

Structure + change history = explainable performance.

[iqpipe @iqpipeapp]

@iqpipeapp runs a read-only MCP server.
Point @claudeai at it and ask:
→ "Which workflow drove the most pipeline last month?"
→ "Is this lead safe to contact?"
→ "Where are leads leaking?"

Claude stops guessing from memory. It gets live GTM truth instead.

[iqpipe @iqpipeapp]

Two sequencers. Same lead. Both enroll them.

Your prospect gets hit twice. Reply rate drops. Sender rep takes damage.

Before enrolling, call @iqpipeapp Overlap Check API:
active: true → skip
active: false → safe

One IF node. Done.

[iqpipe @iqpipeapp]

@eacheftal hey there, https://t.co/8RRKy8Jgq0 is a GTM tool startup that provides context for your AI to make better decisions in a workflow runs.

[iqpipe @iqpipeapp]

One lead. Five tools. Five different IDs.
The @LinkedIn record never finds the email record. A case-mismatched email splits in two.

@iqpipeapp unifies on email + phone + LinkedIn — one contact, one timeline, no matter how many tools touched them.

Attribution, overlap, journey mapping all depend on getting this right first. One lead. Five tools. Five different IDs.

[iqpipe @iqpipeapp]

@tim_yakubson Good tips Tim!