Peer-Driven Insights

Generative AI

About this topic

Generative AI refers to AI techniques that learn a representation of artifacts from data, and use it to generate brand-new, unique artifacts that resemble but don’t repeat the original data.

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Community Posts

How do you tell if AI tools are genuinely helping your engineers, instead of just adding extra steps or confusion?

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Has anyone had any success with evaluating the impact of using Generative AI tools such as GitHub's Copilot on the productivity or performance impact on developers? I see a lot of qualitative discussions about how developers say they are more productive, but how are you measuring that impact?

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Are we in a GenAI bubble, and do you expect it to pop soon?

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Do you think that the tech industry is starting to temper its expectations of what GenAI can do?

Yes, we’re starting to see the limits of GenAI74%

No, the hype still hasn’t died down26%

When it comes to agentic AI solutions, are most vendor offerings you've seen so far authentic? Which tools are truly AI agents and which are just RPA/chatbots rebranded as agentic AI?

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I see CoPilot as building more efficiency into using Office365 toolset, is this a valid assumption? What are people's experiences in terms of the value of CoPilot?

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What’s the best way to push back against a leader or peer who’s overzealous about adding AI where it isn’t needed?

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What do you think about “vibecoding”? Is this a new way of building software, or another name for no-code development?

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How is your org thinking about prompt engineering as a skill? Is this a must-have when building products with integrated AI capabilities?

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Generative AI has been a welcome disruption in my organization.

Strongly Agree62%

I'm Not Sure35%

Strongly Disagree3%

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If your org is still waiting to pilot GenAI, what’s holding things back? Choose the top reasons your company is waiting:

Cost21%

IP concerns44%

Security50%

No in-house experts29%

Other priorities18%

No use case20%

Distrust of GenAI vendors/companies11%

Poor quality of output11%

Another reason (comment to share)2%

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How do you feel about “agent pricing” versus the traditional per seat SaaS pricing model? Should companies pay less for software that requires less human overhead, or more since it replaces humans?

How are you rolling out CoPilot to your organization?  Big bang as a grand experiment or a slower drip to smaller groups over time?

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What are some common pitfalls to avoid when implementing OKRs in generative AI initiatives?

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What are your thoughts on AI processing happening directly on your device versus in the cloud? What matters most to you when it comes to where your AI operations take place?

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Have you tried DeepSeek yet? How do you think the performance compares to other Gen AI tools? Do you think it will change the way you use AI in your role? How?

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