Evos Raises $9M Pre-Seed to Turn Industrial Expertise Into Autonomous AI Operators #Technology #Robotics #IndustrialAutomation #evos #autonomousai #industrialtech #presefunding #aioperators
https://puretech.news/read?id=236105505695596544
https://puretech.news/read?id=236105505695596544
Evos Raises $9M Pre-Seed to Turn Industrial Expertise Into Autonomous AI Operators
At many industrial businesses, the most valuable operating manual is a person. An experienced employee knows which invoice needs another look, which carrier exception can wait and when a routine decision should go to a m...
puretech.news
October 14, 2026 at 12:40 PM
Evos Raises $9M Pre-Seed to Turn Industrial Expertise Into Autonomous AI Operators #Technology #Robotics #IndustrialAutomation #evos #autonomousai #industrialtech #presefunding #aioperators
https://puretech.news/read?id=236105505695596544
https://puretech.news/read?id=236105505695596544
FYI: Microsoft Clarity card ranks which AI operators scrape most and refer least #MicrosoftClarity #AIoperators #DigitalMarketing #Analytics #ReferralMarketing
Microsoft Clarity card ranks which AI operators scrape most and refer least
Sample card displays a 6,000:1 ratio against 41 referrals, then links straight into filtered session recordings. Free to use, but only with a CDN connected.
ppc.land
August 16, 2026 at 7:11 PM
FYI: Microsoft Clarity card ranks which AI operators scrape most and refer least #MicrosoftClarity #AIoperators #DigitalMarketing #Analytics #ReferralMarketing
FYI: Microsoft Clarity card ranks which AI operators scrape most and refer least #MicrosoftClarity #AIoperators #DigitalMarketing #Analytics #ReferralMarketing
Microsoft Clarity card ranks which AI operators scrape most and refer least
Sample card displays a 6,000:1 ratio against 41 referrals, then links straight into filtered session recordings. Free to use, but only with a CDN connected.
ppc.land
August 16, 2026 at 7:11 PM
FYI: Microsoft Clarity card ranks which AI operators scrape most and refer least #MicrosoftClarity #AIoperators #DigitalMarketing #Analytics #ReferralMarketing
ICYMI: Microsoft Clarity card ranks which AI operators scrape most and refer least #MicrosoftClarity #AIoperators #DataAnalysis #WebAnalytics #DigitalMarketing
Microsoft Clarity card ranks which AI operators scrape most and refer least
Sample card displays a 6,000:1 ratio against 41 referrals, then links straight into filtered session recordings. Free to use, but only with a CDN connected.
ppc.land
August 14, 2026 at 7:10 PM
ICYMI: Microsoft Clarity card ranks which AI operators scrape most and refer least #MicrosoftClarity #AIoperators #DataAnalysis #WebAnalytics #DigitalMarketing
ICYMI: Microsoft Clarity card ranks which AI operators scrape most and refer least #MicrosoftClarity #AIoperators #DataAnalysis #WebAnalytics #DigitalMarketing
Microsoft Clarity card ranks which AI operators scrape most and refer least
Sample card displays a 6,000:1 ratio against 41 referrals, then links straight into filtered session recordings. Free to use, but only with a CDN connected.
ppc.land
August 14, 2026 at 7:10 PM
ICYMI: Microsoft Clarity card ranks which AI operators scrape most and refer least #MicrosoftClarity #AIoperators #DataAnalysis #WebAnalytics #DigitalMarketing
The most advanced AI models on earth went dark for 19 days in June. An export-control order, no warning.
If your value is access to the best model, it can be switched off overnight. 🔌
The system you own is the asset. The model is a rental.
More below. 👇
#AIOperators #AIDeployment
If your value is access to the best model, it can be switched off overnight. 🔌
The system you own is the asset. The model is a rental.
More below. 👇
#AIOperators #AIDeployment
July 20, 2026 at 12:20 PM
The most advanced AI models on earth went dark for 19 days in June. An export-control order, no warning.
If your value is access to the best model, it can be switched off overnight. 🔌
The system you own is the asset. The model is a rental.
More below. 👇
#AIOperators #AIDeployment
If your value is access to the best model, it can be switched off overnight. 🔌
The system you own is the asset. The model is a rental.
More below. 👇
#AIOperators #AIDeployment
A Harvard study predicted 71 percent of active fund managers' trades.
The professor who ran it says the 29 percent it couldn't predict is where the value lives. 🔮
Now ask that about your week.
More below. 👇
#AIOperators #AIDeployment
The professor who ran it says the 29 percent it couldn't predict is where the value lives. 🔮
Now ask that about your week.
More below. 👇
#AIOperators #AIDeployment
July 17, 2026 at 7:14 PM
A Harvard study predicted 71 percent of active fund managers' trades.
The professor who ran it says the 29 percent it couldn't predict is where the value lives. 🔮
Now ask that about your week.
More below. 👇
#AIOperators #AIDeployment
The professor who ran it says the 29 percent it couldn't predict is where the value lives. 🔮
Now ask that about your week.
More below. 👇
#AIOperators #AIDeployment
Microsoft just put 2.5 billion dollars and 6,000 people behind deployment, not a better model.
Amazon, OpenAI, and Anthropic made the same move this year.
The model was never the edge. 📈
More below. 👇
#AIOperators #AIDeployment
Amazon, OpenAI, and Anthropic made the same move this year.
The model was never the edge. 📈
More below. 👇
#AIOperators #AIDeployment
July 16, 2026 at 8:33 PM
Microsoft just put 2.5 billion dollars and 6,000 people behind deployment, not a better model.
Amazon, OpenAI, and Anthropic made the same move this year.
The model was never the edge. 📈
More below. 👇
#AIOperators #AIDeployment
Amazon, OpenAI, and Anthropic made the same move this year.
The model was never the edge. 📈
More below. 👇
#AIOperators #AIDeployment
Nadella backed the specialist over the generalist.
"There should be as many models as there are firms in the world."
The model is a commodity. The system built on top is the only edge left.
A free model tilted the field toward the deep specialist.
#AIOperators
"There should be as many models as there are firms in the world."
The model is a commodity. The system built on top is the only edge left.
A free model tilted the field toward the deep specialist.
#AIOperators
July 13, 2026 at 1:54 PM
Nadella backed the specialist over the generalist.
"There should be as many models as there are firms in the world."
The model is a commodity. The system built on top is the only edge left.
A free model tilted the field toward the deep specialist.
#AIOperators
"There should be as many models as there are firms in the world."
The model is a commodity. The system built on top is the only edge left.
A free model tilted the field toward the deep specialist.
#AIOperators
7 European tech CEOs just warned the world about their own failure.
High ambition. Low execution. Sub-30% survival rate.
Most AI agencies are in the same quadrant.
Which quadrant does your last 30 days put you in?
👇 Breakdown below #AIOperators
High ambition. Low execution. Sub-30% survival rate.
Most AI agencies are in the same quadrant.
Which quadrant does your last 30 days put you in?
👇 Breakdown below #AIOperators
May 15, 2026 at 1:00 PM
7 European tech CEOs just warned the world about their own failure.
High ambition. Low execution. Sub-30% survival rate.
Most AI agencies are in the same quadrant.
Which quadrant does your last 30 days put you in?
👇 Breakdown below #AIOperators
High ambition. Low execution. Sub-30% survival rate.
Most AI agencies are in the same quadrant.
Which quadrant does your last 30 days put you in?
👇 Breakdown below #AIOperators
On May 5, 2026, OpenAI hosts an invite-only event for 200 partners. ⚙️
GPT-5.5 on 5/5.
It ends 80% of AI agencies in 2026.
4 stages of the Great Filter. 3 die. 1 survives.
Which stage are you on?
First reply. 👇
#AIOperators
GPT-5.5 on 5/5.
It ends 80% of AI agencies in 2026.
4 stages of the Great Filter. 3 die. 1 survives.
Which stage are you on?
First reply. 👇
#AIOperators
May 13, 2026 at 3:37 PM
On May 5, 2026, OpenAI hosts an invite-only event for 200 partners. ⚙️
GPT-5.5 on 5/5.
It ends 80% of AI agencies in 2026.
4 stages of the Great Filter. 3 die. 1 survives.
Which stage are you on?
First reply. 👇
#AIOperators
GPT-5.5 on 5/5.
It ends 80% of AI agencies in 2026.
4 stages of the Great Filter. 3 die. 1 survives.
Which stage are you on?
First reply. 👇
#AIOperators
On May 5, 2026, OpenAI hosts an invite-only event for 200 partners. ⚙️
GPT-5.5 on 5/5.
It ends 80% of AI agencies in 2026.
4 stages of the Great Filter. 3 die. 1 survives.
Which stage are you on?
First reply. 👇
#AIOperators
GPT-5.5 on 5/5.
It ends 80% of AI agencies in 2026.
4 stages of the Great Filter. 3 die. 1 survives.
Which stage are you on?
First reply. 👇
#AIOperators
May 13, 2026 at 3:36 PM
On May 5, 2026, OpenAI hosts an invite-only event for 200 partners. ⚙️
GPT-5.5 on 5/5.
It ends 80% of AI agencies in 2026.
4 stages of the Great Filter. 3 die. 1 survives.
Which stage are you on?
First reply. 👇
#AIOperators
GPT-5.5 on 5/5.
It ends 80% of AI agencies in 2026.
4 stages of the Great Filter. 3 die. 1 survives.
Which stage are you on?
First reply. 👇
#AIOperators
On April 21, 2026, Zuckerberg told 70,000 Meta employees their keystrokes are now training data. ⚙️
No opt-out.
Same week: 14,000 layoffs.
Your work product is training material for the AI that replaces you.
First reply. 👇
#AIOperators
No opt-out.
Same week: 14,000 layoffs.
Your work product is training material for the AI that replaces you.
First reply. 👇
#AIOperators
May 12, 2026 at 12:55 PM
On April 21, 2026, Zuckerberg told 70,000 Meta employees their keystrokes are now training data. ⚙️
No opt-out.
Same week: 14,000 layoffs.
Your work product is training material for the AI that replaces you.
First reply. 👇
#AIOperators
No opt-out.
Same week: 14,000 layoffs.
Your work product is training material for the AI that replaces you.
First reply. 👇
#AIOperators
4 platform extractions. 1 pattern. ⚙️
2014: Facebook organic reach collapsed.
2018: News Feed killed brand pages.
2020: iOS 14 killed attribution.
2026: ChatGPT becomes an ad platform.
The agencies that owned their systems survived.
First reply. 👇
#AIOperators
2014: Facebook organic reach collapsed.
2018: News Feed killed brand pages.
2020: iOS 14 killed attribution.
2026: ChatGPT becomes an ad platform.
The agencies that owned their systems survived.
First reply. 👇
#AIOperators
May 11, 2026 at 1:32 PM
4 platform extractions. 1 pattern. ⚙️
2014: Facebook organic reach collapsed.
2018: News Feed killed brand pages.
2020: iOS 14 killed attribution.
2026: ChatGPT becomes an ad platform.
The agencies that owned their systems survived.
First reply. 👇
#AIOperators
2014: Facebook organic reach collapsed.
2018: News Feed killed brand pages.
2020: iOS 14 killed attribution.
2026: ChatGPT becomes an ad platform.
The agencies that owned their systems survived.
First reply. 👇
#AIOperators
In 2019 I lost a $180K engagement to a 6:47 AM email. ⚙️
Five sentences. No conversation.
After the fact I went back through 90 days of data and saw the exact day the client started drifting. Day 17.
I just wasn't looking.
First reply. 👇
#AIOperators
Five sentences. No conversation.
After the fact I went back through 90 days of data and saw the exact day the client started drifting. Day 17.
I just wasn't looking.
First reply. 👇
#AIOperators
May 7, 2026 at 7:27 PM
In 2019 I lost a $180K engagement to a 6:47 AM email. ⚙️
Five sentences. No conversation.
After the fact I went back through 90 days of data and saw the exact day the client started drifting. Day 17.
I just wasn't looking.
First reply. 👇
#AIOperators
Five sentences. No conversation.
After the fact I went back through 90 days of data and saw the exact day the client started drifting. Day 17.
I just wasn't looking.
First reply. 👇
#AIOperators
Two AI operators signed identical $90K deployments in January. ⚙️
Same vertical. Same tech. Same delivery quality.
By July: one was fired, one was renewed for 3 years.
The difference wasn't the tech. It was the operating rhythm.
First reply. 👇
#AIOperators
Same vertical. Same tech. Same delivery quality.
By July: one was fired, one was renewed for 3 years.
The difference wasn't the tech. It was the operating rhythm.
First reply. 👇
#AIOperators
May 6, 2026 at 6:05 PM
Two AI operators signed identical $90K deployments in January. ⚙️
Same vertical. Same tech. Same delivery quality.
By July: one was fired, one was renewed for 3 years.
The difference wasn't the tech. It was the operating rhythm.
First reply. 👇
#AIOperators
Same vertical. Same tech. Same delivery quality.
By July: one was fired, one was renewed for 3 years.
The difference wasn't the tech. It was the operating rhythm.
First reply. 👇
#AIOperators
"On March 14 at 2:47 PM your AI agent denied a loan. Walk us through why." ⚙️
Most companies can't answer.
33% have zero AI agent audit trails. The other 67% are logging the wrong things.
4 gaps. 60-minute fix.
First reply. 👇
#AIOperators
Most companies can't answer.
33% have zero AI agent audit trails. The other 67% are logging the wrong things.
4 gaps. 60-minute fix.
First reply. 👇
#AIOperators
May 5, 2026 at 3:38 PM
"On March 14 at 2:47 PM your AI agent denied a loan. Walk us through why." ⚙️
Most companies can't answer.
33% have zero AI agent audit trails. The other 67% are logging the wrong things.
4 gaps. 60-minute fix.
First reply. 👇
#AIOperators
Most companies can't answer.
33% have zero AI agent audit trails. The other 67% are logging the wrong things.
4 gaps. 60-minute fix.
First reply. 👇
#AIOperators
A CFO interrupted our QBR: "Why is our cloud bill up 340% since we started running AI agents?" ⚙️
I broke the bill down by individual agent.
3 agents were burning $10,257/mo on ghost work nobody was watching.
First reply. 👇
#AIOperators
I broke the bill down by individual agent.
3 agents were burning $10,257/mo on ghost work nobody was watching.
First reply. 👇
#AIOperators
May 4, 2026 at 2:12 PM
A CFO interrupted our QBR: "Why is our cloud bill up 340% since we started running AI agents?" ⚙️
I broke the bill down by individual agent.
3 agents were burning $10,257/mo on ghost work nobody was watching.
First reply. 👇
#AIOperators
I broke the bill down by individual agent.
3 agents were burning $10,257/mo on ghost work nobody was watching.
First reply. 👇
#AIOperators
A Meta AI safety director watched her own AI agent delete her emails. ⚠️
She told it to stop. It refused.
If she can't control it, what chance does a company with no AI governance have?
88% of orgs already had AI agent security incidents.
First reply. 👇
#AIOperators
She told it to stop. It refused.
If she can't control it, what chance does a company with no AI governance have?
88% of orgs already had AI agent security incidents.
First reply. 👇
#AIOperators
April 29, 2026 at 11:36 AM
A Meta AI safety director watched her own AI agent delete her emails. ⚠️
She told it to stop. It refused.
If she can't control it, what chance does a company with no AI governance have?
88% of orgs already had AI agent security incidents.
First reply. 👇
#AIOperators
She told it to stop. It refused.
If she can't control it, what chance does a company with no AI governance have?
88% of orgs already had AI agent security incidents.
First reply. 👇
#AIOperators
I asked a VP of Ops one question: "How many employees are using AI tools that didn't go through IT?"
Silence.
The real answer: 82%.
That's not adoption. That's shadow AI.
First reply. 👇
#AIOperators
Silence.
The real answer: 82%.
That's not adoption. That's shadow AI.
First reply. 👇
#AIOperators
April 28, 2026 at 1:44 PM
I asked a VP of Ops one question: "How many employees are using AI tools that didn't go through IT?"
Silence.
The real answer: 82%.
That's not adoption. That's shadow AI.
First reply. 👇
#AIOperators
Silence.
The real answer: 82%.
That's not adoption. That's shadow AI.
First reply. 👇
#AIOperators
A PI law firm AI told a prospect they handle medical malpractice. They don't. Personal injury only.
Two agents. Two versions of the truth. Both confident. Both wrong. ⚖️
Every agent is only as trustworthy as the data behind it.
First reply. 👇
#AIOperators
Two agents. Two versions of the truth. Both confident. Both wrong. ⚖️
Every agent is only as trustworthy as the data behind it.
First reply. 👇
#AIOperators
April 27, 2026 at 12:58 PM
A PI law firm AI told a prospect they handle medical malpractice. They don't. Personal injury only.
Two agents. Two versions of the truth. Both confident. Both wrong. ⚖️
Every agent is only as trustworthy as the data behind it.
First reply. 👇
#AIOperators
Two agents. Two versions of the truth. Both confident. Both wrong. ⚖️
Every agent is only as trustworthy as the data behind it.
First reply. 👇
#AIOperators
9:14 AM: Research Agent finds competitor price drop.
3:47 PM: Sales Agent finally hears about it. ⏱️
In between: 14 wrong-data emails. 2 deals stalled.
That's memory isolation. The silent revenue killer in every multi-agent stack without a shared brain. 🧠
Check the first reply. 👇
#AIOperators
3:47 PM: Sales Agent finally hears about it. ⏱️
In between: 14 wrong-data emails. 2 deals stalled.
That's memory isolation. The silent revenue killer in every multi-agent stack without a shared brain. 🧠
Check the first reply. 👇
#AIOperators
April 26, 2026 at 7:34 PM
9:14 AM: Research Agent finds competitor price drop.
3:47 PM: Sales Agent finally hears about it. ⏱️
In between: 14 wrong-data emails. 2 deals stalled.
That's memory isolation. The silent revenue killer in every multi-agent stack without a shared brain. 🧠
Check the first reply. 👇
#AIOperators
3:47 PM: Sales Agent finally hears about it. ⏱️
In between: 14 wrong-data emails. 2 deals stalled.
That's memory isolation. The silent revenue killer in every multi-agent stack without a shared brain. 🧠
Check the first reply. 👇
#AIOperators
3M AI agents are running inside corporations. 1.5M with no oversight. 🚨
80% of orgs already had unintended agent actions this year.
That's not AI adoption. That's agent sprawl. The new Shadow IT.
The operator is the cure. 🧬
Check the first reply. 👇
#AIOperators
80% of orgs already had unintended agent actions this year.
That's not AI adoption. That's agent sprawl. The new Shadow IT.
The operator is the cure. 🧬
Check the first reply. 👇
#AIOperators
April 24, 2026 at 1:34 PM
3M AI agents are running inside corporations. 1.5M with no oversight. 🚨
80% of orgs already had unintended agent actions this year.
That's not AI adoption. That's agent sprawl. The new Shadow IT.
The operator is the cure. 🧬
Check the first reply. 👇
#AIOperators
80% of orgs already had unintended agent actions this year.
That's not AI adoption. That's agent sprawl. The new Shadow IT.
The operator is the cure. 🧬
Check the first reply. 👇
#AIOperators
Your Salesforce agent just shook hands with your Workday agent. Neither needed your permission. 🛰️
Google launched A2A Protocol in April 2025. 150+ orgs committed. Linux Foundation governance.
A2A is the HTTP for AI agents. Operators will wire it together. 🔌
Check the first reply. 👇
#AIOperators
Google launched A2A Protocol in April 2025. 150+ orgs committed. Linux Foundation governance.
A2A is the HTTP for AI agents. Operators will wire it together. 🔌
Check the first reply. 👇
#AIOperators
April 23, 2026 at 4:12 PM
Your Salesforce agent just shook hands with your Workday agent. Neither needed your permission. 🛰️
Google launched A2A Protocol in April 2025. 150+ orgs committed. Linux Foundation governance.
A2A is the HTTP for AI agents. Operators will wire it together. 🔌
Check the first reply. 👇
#AIOperators
Google launched A2A Protocol in April 2025. 150+ orgs committed. Linux Foundation governance.
A2A is the HTTP for AI agents. Operators will wire it together. 🔌
Check the first reply. 👇
#AIOperators