Full disclosure: I'm currently in a leadership role on an AI engineering team, so it's in my best interest for AI to be perceived as driving value. Here's a relatively straightforward application of AI that is set to save my company millions of dollars annually. We operate large call centers, and agents were previously spending 3-5 minutes after each call writing manual summaries of the calls. We recently switched to…
Pro-tip: don't write the summary at all until you need it for evidence. Store the call audio at 24Kb/s Opus - that's 180KB per minute. After a year or whatever, delete the oldest audio. There, I've saved you more millions.
95% of Companies See 'Zero Return' on $30B Generative AI Spend
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Re: 95% of Companies See 'Zero Return' on $30B Generative AI Spend
#202What are the actual use cases that can generate revenue or at least save costs today? I can think of: 1. Generate content to create online influence. This is at this point probably way oversaturated and I think more sophisticated models will not make it better. 2. Replace junior developers with Claude Code or similar. Only sort of works. After all, you can only babysit one of these at a time no matter how senior you…
I am working on a project that uses LLM to pull certain pieces of information from semi-structured documents and then categorize/file them under the correct account. it's about 95% accurate and we haven't even begun to fine tune it. i expect it will require human in the loop checks for the foreseeable future, but even with a human approval of each item, its going to save the clerical staff hundreds of hours per year.…
Sorry this is some bull. Either it works or it doesn’t.
Re: 95% of Companies See 'Zero Return' on $30B Generative AI Spend
#203Earlier quoted context omitted.
Because it's going to destroy knowledge work and the entire middle class.
I thought we hated doing the menial office jobs though.
What menial about knowledge work, anyway?
Re: 95% of Companies See 'Zero Return' on $30B Generative AI Spend
#204Earlier quoted context omitted.
Given that people skimp on work that is viewed as trash anyway, how were you getting value out of the summaries in the first place?
they weren't its likely a checkbox for compliance or some policy a middle manager put in place that is now tied to a kpi
Re: 95% of Companies See 'Zero Return' on $30B Generative AI Spend
#205Full disclosure: I'm currently in a leadership role on an AI engineering team, so it's in my best interest for AI to be perceived as driving value. Here's a relatively straightforward application of AI that is set to save my company millions of dollars annually. We operate large call centers, and agents were previously spending 3-5 minutes after each call writing manual summaries of the calls. We recently switched to…
Pro-tip: don't write the summary at all until you need it for evidence. Store the call audio at 24Kb/s Opus - that's 180KB per minute. After a year or whatever, delete the oldest audio. There, I've saved you more millions.
I'm not going to say every project born out of that data makes good business sense (big enough companies have fluff everywhere), but ime anyway, projects grounded to that kind of data are typically some of the most straight-forward to concretely tie to a dollar value outcome.
Re: 95% of Companies See 'Zero Return' on $30B Generative AI Spend
#206One thing I ponder after remembering previous tech booms, is that they often left behind something extremely valuable (fiber). With all the GPU datacenters rolling out, what next bubble can take advantage of this boon, if it is one?
Re: 95% of Companies See 'Zero Return' on $30B Generative AI Spend
#207Full disclosure: I'm currently in a leadership role on an AI engineering team, so it's in my best interest for AI to be perceived as driving value. Here's a relatively straightforward application of AI that is set to save my company millions of dollars annually. We operate large call centers, and agents were previously spending 3-5 minutes after each call writing manual summaries of the calls. We recently switched to…
Re: 95% of Companies See 'Zero Return' on $30B Generative AI Spend
#208It’s pretty clear to anyone who’s using this technology that it’s significant. Theres still tons to work out and the exact impact is still unknown. But this cat isn’t going back in the bag.
Re: 95% of Companies See 'Zero Return' on $30B Generative AI Spend
#209Re: 95% of Companies See 'Zero Return' on $30B Generative AI Spend
#210What are the actual use cases that can generate revenue or at least save costs today? I can think of: 1. Generate content to create online influence. This is at this point probably way oversaturated and I think more sophisticated models will not make it better. 2. Replace junior developers with Claude Code or similar. Only sort of works. After all, you can only babysit one of these at a time no matter how senior you…
One use case I'd love to see an easy plug-and-play solution for is a RAG build around companies vast internal documentation/wikis/codebase to help developers onboard and find information faster. I would love to see less of people trying to replace humans with language models and more of people trying to use language models to make humans jobs less frustrating.
As for relying on the code base, that is good for code, although not for onboarding/deployment/operations/monitoring/troubleshooting that have manual steps.