Research → Draft → Review (human) → Publish → Attribution
The magic is the handoffs, not the drafting.
Don't automate the review step. That's your learning loop.
#AIMarketing#ContentStrategy#MarketingOps
Full post → https://t.co/qIo7Kpht7k
Single-tool AI agents are toys.
The ones that earn their keep touch five systems in one run.
Most AI content stops at publish. Mine stops at revenue.
Full breakdown in first reply.
Browser = prove it works manually
Terminal = schedule it, version the output, chain scripts
First thing to build: the alert. Automation without one is just slow blindness.
#MarketingOps#AIAgents#GTM
Full post → https://t.co/0vkatvzz9L
I stopped being my own cron job.
Same report. Same logic. Now it runs without me.
Browser console teaches the process. Terminal automates it. Don't skip steps.
Full breakdown in first reply.
The checklist:
1. Buyers already search for your problem
2. Budget line exists
3. Runway <18 months
4. Long sales cycles already
5. Diff is real inside existing frame
3+? Ride what exists.
#GTM#Startups#Positioning
Full post → https://t.co/KdD3IKeLj1
"We're creating a new category" is the most expensive GTM mistake founders make.
Most can't pay the bill.
If 3+ of my 5-point checklist are true, kill the category deck. Full breakdown in first reply.
3 steps before paid spend:
1. POV — pick a fight
2. Language — name the problem first
3. Proof — show the math
Then amplify. Not manufacture.
#CategoryCreation#GTM#DemandGen
Full post → https://t.co/26sLLSd5zn
The tax hits in order:
1. Paid: bad clicks
2. Sales: reps explain instead of close
3. CS: wrong buyers churn
None caused it. Positioning did.
#GTM#Positioning#StartupGrowth
Full post → https://t.co/K5RKv6AMnw
Weak positioning doesn't hurt marketing.
It taxes every dollar downstream — paid, sales, CS.
You just don't get the invoice until later.
Full breakdown in first reply.
3 audits before you scale:
1. Every rep describes ICP the same way — no notes
2. Message names a problem buyers already feel
3. 5x spend = amplifying belief, not noise
#CategoryCreation#GTM#ProductMarketing
Full post → https://t.co/HGXpJWbAsd
Scaling spend before your positioning is right doesn't buy growth.
It buys reach for the wrong message.
Fix the message first. Then let channels carry it.
Full breakdown in first reply.
Score yourself 1pt each:
✅ Consistent UTMs
✅ Multi-touch model documented
✅ Revenue reconciles with finance
Most teams score a 3. Most make decisions like they scored a 9.
#HubSpot#RevenueOperations#MarketingAttribution
Full post → https://t.co/UerNAhCgX1
HubSpot attribution isn't broken because the tool is bad.
It's broken because nobody audited the plumbing.
Here's a 10-point weekend audit to find out if your data is an asset or a liability.
Full breakdown in first reply.
The 5 leaks: missing UTMs, form shortcuts, offline touches, cross-domain tracking, manual deal creation.
If 'Offline Sources' > 20% of pipeline — you're flying blind.
#HubSpot#B2BMarketing#RevenueAttribution
Full post → https://t.co/jblz1Znh78
HubSpot attribution looks clean.
The pipeline it points to is a guess.
5 silent leaks kill your data every time — and most teams never find them.
Full breakdown in first reply.
3 things to fix before any HubSpot attribution report:
1. Lifecycle stages with real entry/exit rules
2. UTM governance (lowercase, fixed values, enforced)
3. Campaign objects tied to every
Full post → https://t.co/ddgJ21t1oH
Everyone wants the attribution dashboard.
Nobody wants to clean the data that makes it work.
Skip the plumbing, and every number becomes a guess wearing a suit.
Full breakdown in first reply.
3 things to wire before scaling PLG spend:
1. In-product events marking real activation
2. Business-email gating after first value
3. Signal threshold that tells sales when to enter
#PLG#SalesStrategy#GrowthMarketing
Full post → https://t.co/f34RW34SbE
27,000 developer signups. A pipeline full of ghosts.
We optimized for volume. We forgot to optimize for learning.
PLG isn't an automated funnel — it's your fastest signal on who your real buyer is. If you're not wiring it that way, you're just scaling noise.
Full breakdown in