
{"id":28,"date":"2024-11-22T14:01:38","date_gmt":"2024-11-22T14:01:38","guid":{"rendered":"http:\/\/purplemonocle.com\/?p=28"},"modified":"2025-03-03T23:06:01","modified_gmt":"2025-03-03T23:06:01","slug":"28","status":"publish","type":"post","link":"https:\/\/purplemonocle.com\/?p=28","title":{"rendered":"How to Monitor ChatGPT Responses"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\"><\/h2>\n\n\n\t\t<style>\r\n            #h5vp6a6f6c02724a1 {  width: 100%; }        <\/style>\r\n        <div id=\"h5vp6a6f6c02724a1\" class=\"pdp-wrapper pdp_initializer pdp_wrapper_default light\" data-settings=\"{&quot;options&quot;:{&quot;controls&quot;:[&quot;play&quot;,&quot;progress&quot;,&quot;current-time&quot;,&quot;mute&quot;,&quot;volume&quot;,&quot;settings&quot;,&quot;download&quot;],&quot;tooltips&quot;:{&quot;controls&quot;:true,&quot;seek&quot;:true},&quot;loop&quot;:{&quot;active&quot;:false}},&quot;infos&quot;:{&quot;share&quot;:true,&quot;shares&quot;:[&quot;facebook&quot;,&quot;twitter&quot;,&quot;linkedin&quot;,&quot;pinterest&quot;,&quot;stumbleupon&quot;,&quot;whatsapp&quot;,&quot;email&quot;],&quot;showCount&quot;:false,&quot;showLabel&quot;:false,&quot;skin&quot;:&quot;default&quot;}}\">\r\n                        <div id=\"\" class=\"row pdp-item pdf_player\">\r\n                                    <div class=\"pdp_fet_img col-md-3\">\r\n                        <img decoding=\"async\" src=\"http:\/\/purplemonocle.com\/wp-content\/plugins\/liteweight-podcast\/dist\/assets\/img\/default.png\" alt=\"Image\" \/>\r\n                    <\/div>\r\n                                <div class=\"pdp_plyr_area col-md-9\">\r\n                                            <h3 title=\"How to Monitor ChatGPT response\">How to Monitor ChatGPT response<\/h3>\r\n                                        <div class=\"audioWrapper\">\r\n                    <audio class=\"podcast\"  playsinline>\r\n                        <source src=\"http:\/\/purplemonocle.com\/wp-content\/uploads\/2024\/11\/monitor-chatgpt-response.mp3\" type=\"audio\/mpeg\" \/>\r\n                        Your browser does not support the audio tag.\r\n                    <\/audio>\r\n                    <\/div>\r\n                    <div class=\"share\"><\/div>\r\n                <\/div>\r\n            <\/div>\r\n                  <\/div>\r\n        \n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Transcript<\/h2>\n\n\n\n<pre class=\"wp-block-preformatted\">Welcome back everybody to another deep dive. This time we're diving into the world of prompt engineering.<br><br>Uh but we're going a little bit deeper. Yeah.<br><br>We're not just talking about how to write a good prompt. We're going to be talking about how to track them and how to make them better.<br><br>Yeah. How to measure the success.<br><br>Yeah.<br><br>How do we know if this is working?<br><br>Exactly.<br><br>Yeah. So, you've got the perfect prompt. Now, how do you know if it's actually doing what you think it's doing?<br><br>Right.<br><br>Right. That's what this is all about.<br><br>So, before we get into that Yeah.<br><br>Like, let's rewind a little bit. Remind everybody.<br><br>Yeah. What makes a good prompt in the first place?<br><br>Yeah. Um, I always think of a good prompt kind of like a recipe. Okay.<br><br>You've got your key elements that you got to include to get the output you want. Okay.<br><br>Uh, so the first is context. You always want to tell the AI what its role is.<br><br>Uhhuh.<br><br>So, is it a social media manager? Is it a copywriter?<br><br>Okay.<br><br>Poet.<br><br>Okay.<br><br>Whatever it might be.<br><br>The second is the objective. What's the goal here? What do you actually want the AI to do?<br><br>Yeah.<br><br>The third is going to be constraints. Are there any kind of limitations on the output.<br><br>Okay?<br><br>Like length, style, tone, whatever it might be. And then lastly, the output format.<br><br>Are you looking for a list, a paragraph, a script, a poem, you know?<br><br>So, I'm already seeing how important clarity is going to be in all of this.<br><br>Absolutely. The clearer you are, the better output you're going to get.<br><br>Yeah.<br><br>Because the AI can actually understand what you're asking for.<br><br>Okay. So, that makes sense. But I mean, wouldn't all these details and constraints end up making the prompt like super long and complicated?<br><br>Not necessarily. It's about being concise but specific.<br><br>Okay.<br><br>So, here's an example actually from one of your sources.<br><br>Okay.<br><br>You are a marketing strategist.<br><br>Create five concise social media captions for a fitness app. Launch targeting young adults emphasizing convenience and health tone. Upbeat and casual. Provide each caption in less than 30 words.<br><br>So, I'm seeing all of those elements. You've got the context. You're a marketing strategist.<br><br>Create five social media captions. Yeah,<br><br>there's the goal. It's for a fitness app launch<br><br>targeting young adults.<br><br>Hey,<br><br>so there's some more parameters.<br><br>Exactly.<br><br>And then it's got tone and the length, right?<br><br>And it's all in one relatively concise statement<br><br>precisely.<br><br>Okay.<br><br>So, that's kind of what we're going for. Being concise, but being specific.<br><br>So, okay, I'm on board. This all makes perfect sense. We've generated those captions using the great prompt. Now, how do we know if it's effective?<br><br>Right?<br><br>I mean, I might read it and be like, \"Oh, this is good.<br><br>Yeah.<br><br>But how do we actually know if it's good?<br><br>Well, so that's where tracking comes in.<br><br>Okay,<br><br>we need to assign specific metrics to each prompt.<br><br>Okay,<br><br>and these are going to vary depending on what your goal is.<br><br>Okay,<br><br>so for example, if your prompt is for social media captions, then a logical metric might be engagement rate,<br><br>likes, comments, shares, all that jazz.<br><br>Exactly. So that's going to tell you how people are actually responding to this content that was generated from your prompt.<br><br>So high engagement Okay, this is doing what it's supposed to do, but how do we keep track of all of this? Are we talking spreadsheets?<br><br>We are talking spreadsheets, but don't worry if you're not like a spreadsheet pro, right?<br><br>One of your sources has a really helpful example layout that makes it super clear what to track.<br><br>Oh, good.<br><br>Yeah,<br><br>because I am not a spreadsheet pro.<br><br>No, I get it.<br><br>So, okay, what are we putting in this spreadsheet? Are we just putting the numbers or is there something more?<br><br>So, you'll want to record the prompt itself. Yeah.<br><br>The actual output that it generated. the performance metric that you're using. Okay,<br><br>so in this case it might be engagement rate.<br><br>Okay,<br><br>and then the actual results. So did it get a 10% engagement rate? Did it get 12%? Write it down.<br><br>So I'm thinking columns for prompt, caption, engagement rate, and results.<br><br>Exactly.<br><br>I can handle that.<br><br>Okay, now here's where it gets even more interesting. Add a notes column. Okay.<br><br>And this is for qualitative feedback. So like, did this caption actually work in the real world? You know, was it engaging? Did it align with the brand voice? These are things that numbers can't tell you.<br><br>So, it's not just about the data, it's about the overall feel.<br><br>Yeah.<br><br>Okay. The effectiveness of the caption.<br><br>That makes a lot of sense.<br><br>Yeah.<br><br>But I feel like it's going to get a little trickier when we start talking about all the different social media platforms.<br><br>Yeah.<br><br>I mean, a killer caption on Instagram like totally bomb on Facebook.<br><br>Absolutely. They all have their own language, their own audience. You can't just take a one-sizefits-all approach,<br><br>right? Yeah. They each speak a different language. Exactly. And just like you wouldn't use the same phrases in a casual conversation that you would use in a business meeting,<br><br>right?<br><br>You got to tailor your prompts for each platform.<br><br>Yeah. And our source material does a really good job of breaking down the nuances of all this.<br><br>Like for example, it points out that Instagram is so visual,<br><br>right?<br><br>So captions, they need to be short, punchy, maybe hashheavy.<br><br>It's all about grabbing attention quickly.<br><br>You know, you scroll, you see something eye-catching,<br><br>you read a witty caption, and then you're on to the next thing,<br><br>right? And then you've got Facebook, which is totally different. People are actually willing to read longer posts there.<br><br>Yeah. You have a lot more room for storytelling.<br><br>Yeah.<br><br>You can drop in links.<br><br>Yeah.<br><br>Drive traffic back to your website. It's totally different,<br><br>right? It's about building connections<br><br>and giving value through that longer form content.<br><br>Exactly.<br><br>And then there's Tik Tok. I mean, Land of Trends.<br><br>Yes.<br><br>Short attention spans.<br><br>Absolutely.<br><br>Got to capture that energy in your prompts.<br><br>Yeah. You got to think about viral sounds. Quick cuts a hook. Uh-huh.<br><br>That grabs their attention in like the first 3 seconds.<br><br>Yeah. If you don't get them right away, they're gone.<br><br>They're scrolling.<br><br>They're scrolling. Yeah. So, our source material actually gives some really great platform specific prompt examples. I love how they really demonstrate that shift in approach.<br><br>Yeah. Like for Instagram, there's this one. You are a social media marketer. Write five Instagram captions for a holiday sale by a local coffee shop. Emphasize coziness, community, and urgent to buy include relevant hashtags.<br><br>And I like how they specifically call out hashtags in that. Yeah.<br><br>Cuz those are so important for discoverability on Instagram<br><br>and they focus on coziness and community. You know, tapping into those visuals,<br><br>that emotional appeal that does so well on the platform.<br><br>Okay. So, how would we tweak that prompt to make it more Facebook friendly?<br><br>So, for Facebook, you could do something like you are a social media copywriter. Write two engaging Facebook Post ideas to promote a free fitness webinar. Encourage shares and include a call to action for signups.<br><br>Okay. So, longer format.<br><br>Yes.<br><br>Emphasis on sharing and signups. Stuff that people are actually doing on Facebook.<br><br>Exactly.<br><br>Okay. Now, what about Tik Tok? How do we get that coffee shop vibe on Tik Tok?<br><br>So, how about this? You are a Tik Tok strategist. Create three short video concepts for a skincare brand targeting Gen Z. Use trending sounds and include a script for each. idea.<br><br>I love how you called out the trending sounds because you can't forget that on Tik Tok.<br><br>It's so important.<br><br>So, okay, we've got all these platform specific prompts,<br><br>but how do we know if they're actually working? I mean, do we use the same metrics for each platform?<br><br>You do not. We need to use platform specific metrics.<br><br>Okay.<br><br>Because success looks different on each platform.<br><br>That makes sense. So, what are we looking at for Instagram?<br><br>So, for Instagram, we're primarily focused on engagement rate.<br><br>Okay.<br><br>Likes, comments, shares, saves, all that.<br><br>So, it's all about interaction. Y people connecting with that content.<br><br>Exactly.<br><br>Okay. What about Facebook?<br><br>Facebook, we're looking more at click-through rates, shares, and reach.<br><br>Okay.<br><br>So, did people click on the link to the fitness webinar?<br><br>Okay.<br><br>Did they share it with their friends? How many people saw it in the first place?<br><br>So, less about the immediate interaction, more about driving traffic and extending your reach.<br><br>Exactly.<br><br>Okay. Now, what about Tik Tok? What are we measuring there?<br><br>So, Tik Tok is all about views, likes, shares, and again, engagement rate.<br><br>Did the video grab their attention, keep them watching, did they like it enough to share it?<br><br>Wow. So, each platform has its own whole world of metrics to keep track of.<br><br>They do.<br><br>So, are we back to our spreadsheet?<br><br>We are back to the spreadsheet. Okay.<br><br>But now we're getting even more organized.<br><br>So, think platform specific tabs within your spreadsheet.<br><br>So, you'll have a tab for Instagram, a tab for Facebook, a tab for Tik Tok.<br><br>Okay?<br><br>And each one will have its own prompts, outputs, metrics, and results. This is starting to sound very organized, maybe too organized for me. I'm already picturing myself spending hours manually logging data into this massive spreadsheet. Is there any way to like automate some of this?<br><br>Yes, there is. Automation is key.<br><br>Okay.<br><br>You know, if you want to save time, make sure you're actually capturing all the data you need. Yeah.<br><br>So, there are tools out there. Zapier make, formerly Integramat, those can be really helpful.<br><br>Okay. So, tell me about these tools. How do they work?<br><br>So, Zapier, for example,<br><br>okay,<br><br>it allows you to connect different different platforms<br><br>automate tasks between them. So imagine this,<br><br>you connect your Instagram account to your spreadsheet,<br><br>okay?<br><br>And you set up a zap, which is what they call their automations.<br><br>Okay.<br><br>That automatically logs the engagement data for every new post.<br><br>Well, I don't have to manually copy and paste every time I post something new.<br><br>Exactly. It can even send you a weekly or monthly report summarizing all your performance.<br><br>That sounds like a dream come true.<br><br>It is pretty nice.<br><br>What about Tik Tok? Can we automate their too.<br><br>Tik Tok analytics are a little trickier<br><br>because they don't have like a full API yet.<br><br>Okay.<br><br>But you can still automate some things like exporting the data to a spreadsheet on a regular schedule.<br><br>Okay. So, some manual input might be necessary for Tik Tok, but it sounds like the time savings on the other platforms is huge.<br><br>Absolutely. And if you're ready to take your tracking to the next level, there are some even more advanced tools out there.<br><br>Ooh, okay. I'm intrigued. What are we talking about?<br><br>Well, you could train transition from a traditional spreadsheet to Air Table,<br><br>okay,<br><br>which is a little more dynamic and flexible,<br><br>it's more like a database for your prompts and results.<br><br>I've heard good things about Air Table. What else?<br><br>If you want to get fancy with visualizations, you can build custom dashboards in Looker Studio, formerly Google Data Studio. Okay.<br><br>So, you can actually see how your metrics are trending over time.<br><br>Ooh, dashboards. Now we're talking. Anything for the true prompt enthusiasts out there?<br><br>Yeah, so for the coding wizards out there, custom scripts using Python or Google Apps script.<br><br>Okay,<br><br>those can automate pulling data from APIs directly into your tracking system.<br><br>That's next level.<br><br>It is.<br><br>So, we've gone from basic spreadsheets to powerful dashboards and custom scripts, all in the pursuit of optimizing our AI content. It's really amazing what you can do with this.<br><br>It really is remarkable what's possible when you combine AI with strategic tracking and analysis.<br><br>Yeah.<br><br>But remember, it's It's not just about gathering the data, it's about using it to improve,<br><br>right,<br><br>your prompts over time.<br><br>Yeah. All right. So, we talked about writing these awesome prompts. We've talked about tracking their performance on all these different platforms. And we've even gotten into automating some of that. But how do we actually use all this data to get better,<br><br>right? Like we've gathered all the ingredients now we have to actually cook.<br><br>Yeah. Exactly. So, what does our training plan look like? Where do we start?<br><br>So, it starts with checking in with your data regularly.<br><br>Okay.<br><br>Don't just set up your spreadsheet or air table. and forget about it. You know, actually look at the data, look at your prompts, how are they performing? Maybe do this weekly, maybe monthly, whatever works for you.<br><br>Okay, so we're looking at the engagement rates, the clickthroughs, the views, all the stuff we've been tracking. But what are we looking for? What's the goal here?<br><br>So the goal is to find trends. Are there certain types of prompts that are doing better than others? Are there keywords or phrases that seem to be resonating more with your audience? Are there certain plat forms where things are just falling flat.<br><br>So, we're kind of like detectives looking for clues in the data.<br><br>Exactly. And as you're analyzing, you want to make sure you're documenting everything, what's working, what's not, any tweaks you make along the way.<br><br>So, it's like a playbook that's always evolving.<br><br>Precisely. And now, are you ready for a pro tip?<br><br>Oh, I love a pro tip. Lay it on me.<br><br>It's called AB testing. So, think of it as a competition between your prompts. Okay.<br><br>To see which one performs better.<br><br>Okay. I like a little competition.<br><br>So, let's say you have two different prompts for Instagram captions. You run them both at the same time. You track their performance separately and then you compare which one got more engagement, more likes, more shares. That's your winner.<br><br>So, you're always testing, you're always refining, always trying to get better. This is starting to feel like a superpower.<br><br>It is a powerful process. When you analyze, test, and iterate, you can make sure your content is always hitting the mark. But remember, we've talked a lot about metrics and data. We can't forget about the human element.<br><br>Yeah. That's a good point. Numbers can tell it's a lot, but not everything.<br><br>Exactly. So, get some qualitative feedback. Talk to your team. Talk to your audience. How are they feeling about the content? Does it feel authentic? Does it match the brand's voice?<br><br>It's like a feedback loop. You're getting the data from the platforms, but you're also bringing in those human insights.<br><br>Exactly. It's the perfect blend.<br><br>Well, this has been a fascinating deep dive. We've gone from prompt beginners to prompt ninjas.<br><br>The important thing to remember is that it's a journey. You're always learning and growing.<br><br>So, One final question for everyone listening. What one metric will you focus on this week to improve your prompts? Pick one that really matters to you, whether it's engagement or clickthroughs or whatever it might be, and actually track it and analyze it and find ways to make it better.<br><br>Absolutely. Small changes over time lead to big results.<br><br>And don't forget to check out the template link that's in our source material to get you started.<br><br>Happy prompting.<br><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>Deep dive into the world of prompt engineering. Not just talking about how to write a good prompt. 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