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1 | Heart Framework AI Recipe Test | ||||||||||||||
2 | An example comparion using Helio to create complete the Heart framework | ||||||||||||||
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4 | Goals | Signals | Metrics | VARIATION A: Chat GPT | VARIATION B: Google Bard | ||||||||||
5 | Goals are tasks performed by users or problems they may encounter. | Signals that will tell you if the goal is accomplished | Metrics transform signals into measurement scales based on user behavior | CONTEXT OF EVALUATION | RESULT | CONTEXT OF EVALUATION | RESULT | ||||||||
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7 | Happiness | Ensure users feel satisfied with the payment process, minimizing frustration and confusion. User understands what they are paying for, how much they are paying. | Positive user feedback, low bounce rates, high completion rates. | User satisfaction ratings (e.g., surveys, NPS scores), time spent on page, bounce rate. | Impressions | Impressions | |||||||||
8 | Net Positive Alignment | 142% | Net Positive Alignment | 189% | |||||||||||
9 | Detailed | 63% | Detailed | 62% | |||||||||||
10 | Helpful | 71% | Helpful | 73% | |||||||||||
11 | Innovative | 12% | Innovative | 30% | |||||||||||
12 | Fun | 30% | Fun | 49% | |||||||||||
13 | Long | 19% | Long | 8% | |||||||||||
14 | Confusing | 3% | Confusing | 5% | |||||||||||
15 | Overwhelming | 9% | Overwhelming | 9% | |||||||||||
16 | Unnecessary | 3% | Unnecessary | 3% | |||||||||||
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18 | NPS | NET PROMOTER SCORE | 21.57 | NET PROMOTER SCORE | 36.63 | ||||||||||
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20 | Engagement | We want users to engage with the command bar and suggestions rather than asking for help. | Bard AI's more expansive list of category suggestions provides an engaging feature for more users to interact with. | First click interaction with the tool. | Interest - First click | Interest - First click | |||||||||
21 | New Chat | 22% | New Chat | 1% | |||||||||||
22 | Command Bar | 59% | Command Bar | 60% | |||||||||||
23 | Command Suggestions | 12% | Command Suggestions | 39% | |||||||||||
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27 | Adoption | Ideally, users first act will be to use the provided recipe, or interact with the tool more. | Chat GPT produces twice as many participants who want to type in a new command, indicating dissatisfaction with the current results. | Action mapping users' decisions after using the tool. | User next steps | User next steps | |||||||||
28 | Regenerate new response | 36% | Regenerate new response | 34% | |||||||||||
29 | Type in a new command | 20% | Type in a new command | 10% | |||||||||||
30 | Try a different AI tool | 11% | Try a different AI tool | 7% | |||||||||||
31 | Save and use recipe | 67% | Save and use recipe | 83% | |||||||||||
32 | Other | 4% | Other | 7% | |||||||||||
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34 | Retention | We want to move users out of neutrality and towards feeling like they will use the tool again. | Over 10% of users believe they are unlikely to use Chat GPT to find a recipe again, comapred to only 3% of Bard users. | Understand likelihood for participants to re-engaged with the tool after first use. | Likelihood to use again | Likelihood to use again | |||||||||
35 | Very Likely | 44% | Very Likely | 52% | |||||||||||
36 | Somewhat Likely | 32% | Somewhat Likely | 33% | |||||||||||
37 | Neutral | 14% | Neutral | 12% | |||||||||||
38 | Somewhat Unlikely | 7% | Somewhat Unlikely | 2% | |||||||||||
39 | Very Unlikely | 4% | Very Unlikely | 1% | |||||||||||
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41 | Task Success | Users should have success using the command bar and the suggested commands. | Bard's suggested commands provide more places for successful interaction. | Gauge amount of users successful when given a goal/directive. | Type in command | Type in command | |||||||||
42 | Success | 65% | Success | 81% | |||||||||||
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45 | https://my.helio.app/report/01HE1J6XXV1959DKWVGFG47JC7?section_id=108459 | https://my.helio.app/report/01HE1JCFZ3JTKMSY05DZKYNG5Y?section_id=108469 | |||||||||||||
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