Insight certainty 4/5 debate potential 2/5

Tawakol: AI transcription needs human-in-the-loop systems for acceptable user experiences

Omar Tawakol · AI and a Different Type of Competitive Advantage // Omar Tawakol, Voicera (FirstMark's Data Driven) · Sep 28, 2017 · at 3:37

Omar Tawakol, CEO of Voicera, explains product design constraints and accuracy requirements for enterprise AI voice transcription tools.

0:00 / 0:17exact quote · 17.4s
▶ Watch the full episode on YouTube → 720p mp4 · rendered on demand · StarZero watermark
“What they don't realize, it's pretty hard for a human to understand the last few percentage points of accuracy, how that impacts the experience, and typically in many areas, like in transcription and other areas, it's a pretty bad impact if you're not, you know, really, really close to a hundred percent, and so sometimes you use humans in the loop to close the gap.”

quote is from the automated transcript, cleaned for reading: filler sounds and stutters are removed, nothing is rephrased. names can be misheard (the analysis reads context, assessments check outside sources). how →

More from Omar Tawakol

Assertion Not checkable as stated
Tawakol: Multitasking during meetings drops your cognitive performance by 20 IQ points
“You are literally 20 IQ points dumber when you are multitasking, and everybody's multitasking, and that's the problem.”
Omar Tawakol Sep 28, 2017 ▶ 4:37 AI and a Different Type of Competitive Advantage // Omar Tawakol, Voicera (FirstMark's Data Driven)
Insight
Tawakol: AI data flywheels take years to build and create strong moats
“So you start to get much more nuanced and better algorithm results, which lets you extend the surface area of what you're doing way beyond your competitors, which then gives a better experience, and you get a virtuous cycle, and it takes years to develop these…”
Omar Tawakol Sep 28, 2017 ▶ 10:10 AI and a Different Type of Competitive Advantage // Omar Tawakol, Voicera (FirstMark's Data Driven)
Assertion Not checkable as stated
Tawakol: Most AI companies forget to label false negatives in their data
“False negatives are harder And most companies will do solutions like this and forget to figure out how to label the false negatives.”
Omar Tawakol Sep 28, 2017 ▶ 11:47 AI and a Different Type of Competitive Advantage // Omar Tawakol, Voicera (FirstMark's Data Driven)
Insight
Tawakol: Enterprise AI demands significantly higher accuracy tolerances than consumer AI
“If you tell Alexa to play a song and she plays the wrong one, no problem. You tell Eva to update Salesforce and automatically update Salesforce record, and it's the wrong record, there's a problem.”
Omar Tawakol Sep 28, 2017 ▶ 23:11 AI and a Different Type of Competitive Advantage // Omar Tawakol, Voicera (FirstMark's Data Driven)
Assertion Not publicly verifiable
Tawakol: Oracle Data Cloud grew into a $500 million business
“By the time, you know, we went into the Oracle data cloud and continued to grow the business and make acquisitions, it was a five hundred million dollar business.”
Omar Tawakol Sep 28, 2017 ▶ 9:13 AI and a Different Type of Competitive Advantage // Omar Tawakol, Voicera (FirstMark's Data Driven)
Insight
Tawakol: AI development teams require statistics experts, not just software engineers
“So these kinds of judgment errors are just very commonplace, and that's why you obviously need people on the team who aren't just You know, ah, really good at writing the code, and you also knew people very familiar with statistics.”
Omar Tawakol Sep 28, 2017 ▶ 14:03 AI and a Different Type of Competitive Advantage // Omar Tawakol, Voicera (FirstMark's Data Driven)
Made with StarZero

Turn any episode into a week of clips.

This entire site, over 400 conversations transcribed, diarized, checked and made playable, runs on the StarZero media pipeline. Drop in your own episode and the podcast clipper finds the moments worth sharing, cuts them, captions them, and reframes them for every feed.