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10 contributions to AI Automation Agency Hub
Linkedin warm up
how do you guy warm up cold Linkedin lead in to a warm one. if you have an advice or a proven way of doing it, sharing it with me would help me a lot!
Linkedin warming up lead
is it a true that commenting on a lead post before connecting can boost my accept rate?
1 like • 25d
@Maruf Hossen Now i got to test it out!🤪
Linkedin connect with note or without note
I have been using Linkedin as a way to get client for the past 3 week still haven't got any client but keep improve and learning. But the main point it for those that have gotten client from Linkedin, is connection with note or without note have a more higher chance to get accepted?
0 likes • 25d
@Melvin Törnros thank for the template🤩
0 likes • 25d
@Jaskaran Saini didn't know that at all, great advice that you have given. Thanks🫡
Client Cancelled After Seeing 94% Accuracy (Why High Isn't Always Good) 🔥
Law firm. Contract extraction project. Demo showing 94% accuracy on their actual documents. Walked away immediately. "We need 99.9% or it's not worth implementing." THE EXPECTATION PROBLEM: Partners expected perfection. One error in 1,000 contracts. Anything less - not automation, just another problem. Reality - 94% accuracy with 6% review queue producing 99.7% final accuracy isn't good enough if mental model requires 99.9% with zero review. Lost $8,400 project because couldn't align expectations with reality. THE LEARNING: Showed them the math. 94% = 940 contracts automatic, 60 to review = 6 minutes daily. Final accuracy 99.7%. "But that's still 3 errors per 1,000." "Your current manual process has 8 errors per 1,000 based on your QA logs." "That's different. We can train away human errors." Mental model: "automation = perfect" or "automation = waste." THE ALTERNATIVE: Different firm, same demo, same 94%. "Incredible. We're at 89% manually, takes 6 hours daily." "With review queue, 20 minutes daily for 99.7% final accuracy." "So 6 hours at 89% becomes 20 minutes at 99.7%?" "Correct." "When do we start?" THE DIFFERENCE: First firm compared automation to imaginary perfection. Second firm compared automation to current reality. First firm saw 6% review rate as failure. Second firm saw 94% automation rate as massive win. Same solution. Different mental models. One walks away, one pays immediately. THE REALIZATION: Accuracy expectations matter more than actual accuracy numbers. Client expecting 100% won't accept 95% even when it's better than their current 87%. Client expecting 85% will celebrate 95% as major improvement. Success isn't hitting accuracy target. Success is aligning expectations with reality before building anything. THE NEW APPROACH: Discovery includes baseline measurement first. "Show me 100 contracts processed manually." Most firms estimate 95% accuracy. Reality tests 82-91%. Suddenly 94% automated looks different. Frame against baseline, not perfection. "You're 87% accurate in 6 hours daily. We'll get you 94% accurate in 20 minutes."
3 likes • Dec '25
Wow, this is some new things that I didn’t know about👏👏
What bank app do you use for payment
I have been trying to figure out which bank app I should use but still can’t find it. Any suggestions?
1-10 of 10
Cruise Tan
4
89 points to level up
@cruise-tan-2298
Trying to get better 1% everyday.

Active 3d ago
Joined Sep 5, 2026
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