Prompt Engineering vs. Prompt Prototyping

A comparison between trial and error for creating useful prompts and the process of prompting on a large scale.
LLMs
AI
Generative AI
Author

Elias Dabbas

Published

June 17, 2024

Writing, rewriting, and modifying a prompt until you get the result you want is not really “engineering”. It can be considered crafting, testing, or prototyping.

Think of making a chair for example. You go through a few iterations until you get to a chair that you like - the prototype.

Now you want to make ten thousand pieces. This is where engineering comes into play. How to make identical chairs according to certain specs, colors, materials, production processes, etc.

We can do the same with our prompts, when we want to execute tasks in bulk. Keep changing until we get to a good prompt, and then use it as a template to “manufacture” hundreds/thousands of product descriptions, email messages, or whatever template you are creating.

This would require structured and correct data about those items that you dynamically insert into the prompt template. For example, for each city, we run the same prompt:

Conceptual example

“Please create an interesting and exciting description for this city:

attribute value
Name A
Population B
Country C
Has a beach D
etc…

You would have a dataset with full details on each of your cities, and you feed the details dynamically to each prompt as A, B, C, D, etc.

This way you have many consistent examples that follow the same rules (tone of voice, number of words, etc.) and most importantly you provide it with specific information so the description is factual and minimizes hallucinations.

Concrete example with code

Crawl a website, and read the crawl file

url title meta_desc viewport charset h1 h2 h3 h5 og:type og:title og:description og:image twitter:title twitter:description twitter:card twitter:image body_text size download_timeout download_slot download_latency depth status links_url links_text links_nofollow nav_links_url nav_links_text nav_links_nofollow ip_address crawl_time resp_headers_Age resp_headers_Cache-Control resp_headers_Content-Security-Policy resp_headers_Content-Type resp_headers_Date resp_headers_Etag resp_headers_Server resp_headers_Set-Cookie resp_headers_Strict-Transport-Security resp_headers_X-Matched-Path resp_headers_X-Nextjs-Matched-Path resp_headers_X-Powered-By resp_headers_X-Vercel-Cache resp_headers_X-Vercel-Id request_headers_Accept request_headers_Accept-Language request_headers_User-Agent request_headers_Accept-Encoding request_headers_Cookie h6 resp_headers_Access-Control-Allow-Origin resp_headers_Content-Disposition request_headers_Referer h4 canonical img_alt img_src img_decoding img_srcset img_loading og:url redirect_times redirect_ttl redirect_urls redirect_reasons img_width img_height img_border resp_headers_Vary resp_headers_X-Request-Id resp_headers_X-Runtime resp_headers_X-Xss-Protection resp_headers_X-Download-Options jsonld_@type jsonld_@context jsonld_name jsonld_description jsonld_image jsonld_url jsonld_creator jsonld_publisher.@type jsonld_publisher.name jsonld_publisher.sameAs jsonld_provider.@type jsonld_provider.name jsonld_provider.url jsonld_aggregateRating.@type jsonld_aggregateRating.ratingValue jsonld_aggregateRating.reviewCount jsonld_aggregateRating.bestRating jsonld_aggregateRating.worstRating img_sizes alt_href alt_hreflang header_links_url header_links_text header_links_nofollow footer_links_url footer_links_text footer_links_nofollow resp_headers_Status resp_headers_X-Intercom-Version resp_headers_X-Request-Queueing resp_headers_X-Frame-Options resp_headers_X-Content-Type-Options resp_headers_X-Ami-Version resp_headers_Cf-Cache-Status resp_headers_Cf-Ray jsonld_1_@type jsonld_1_@context jsonld_1_name jsonld_1_image jsonld_1_description jsonld_1_url jsonld_1_eventAttendanceMode jsonld_1_startDate jsonld_1_endDate jsonld_1_eventStatus jsonld_1_performer jsonld_1_organizer.@type jsonld_1_organizer.name jsonld_1_organizer.url jsonld_1_location.@type jsonld_1_location.url jsonld_1_offers.@type jsonld_1_offers.availability jsonld_1_offers.price jsonld_1_offers.priceCurrency jsonld_1_offers.url jsonld_1_offers.validFrom jsonld_1_offers.validThrough jsonld_2_@type jsonld_2_@context jsonld_2_name jsonld_2_image jsonld_2_description jsonld_2_url jsonld_2_eventAttendanceMode jsonld_2_startDate jsonld_2_endDate jsonld_2_eventStatus jsonld_2_performer jsonld_2_organizer.@type jsonld_2_organizer.name jsonld_2_organizer.url jsonld_2_location.@type jsonld_2_location.url jsonld_2_offers.@type jsonld_2_offers.availability jsonld_2_offers.price jsonld_2_offers.priceCurrency jsonld_2_offers.url jsonld_2_offers.validFrom jsonld_2_offers.validThrough jsonld_3_@type jsonld_3_@context jsonld_3_name jsonld_3_image jsonld_3_description jsonld_3_url jsonld_3_eventAttendanceMode jsonld_3_startDate jsonld_3_endDate jsonld_3_eventStatus jsonld_3_performer jsonld_3_organizer.@type jsonld_3_organizer.name jsonld_3_organizer.url jsonld_3_location.@type jsonld_3_location.url jsonld_3_offers.@type jsonld_3_offers.availability jsonld_3_offers.price jsonld_3_offers.priceCurrency jsonld_3_offers.url jsonld_3_offers.validFrom jsonld_3_offers.validThrough jsonld_4_@type jsonld_4_@context jsonld_4_name jsonld_4_image jsonld_4_description jsonld_4_url jsonld_4_eventAttendanceMode jsonld_4_startDate jsonld_4_endDate jsonld_4_eventStatus jsonld_4_performer jsonld_4_organizer.@type jsonld_4_organizer.name jsonld_4_organizer.url jsonld_4_location.@type jsonld_4_location.url jsonld_4_offers.@type jsonld_4_offers.availability jsonld_4_offers.price jsonld_4_offers.priceCurrency jsonld_4_offers.url jsonld_4_offers.validFrom jsonld_4_offers.validThrough jsonld_5_@type jsonld_5_@context jsonld_5_name jsonld_5_image jsonld_5_description jsonld_5_url jsonld_5_eventAttendanceMode jsonld_5_startDate jsonld_5_endDate jsonld_5_eventStatus jsonld_5_performer jsonld_5_organizer.@type jsonld_5_organizer.name jsonld_5_organizer.url jsonld_5_location.@type jsonld_5_location.url jsonld_5_offers.@type jsonld_5_offers.availability jsonld_5_offers.price jsonld_5_offers.priceCurrency jsonld_5_offers.url jsonld_5_offers.validFrom jsonld_5_offers.validThrough resp_headers_Content-Length resp_headers_X-Lambda-Id resp_headers_Accept-Ranges resp_headers_X-Served-By resp_headers_X-Cache resp_headers_X-Cache-Hits resp_headers_X-Timer resp_headers_X-Cluster-Name retry_times resp_headers_X-Vercel-Error twitter:site resp_headers_Feature-Policy resp_headers_Referrer-Policy resp_headers_X-Dns-Prefetch-Control resp_headers_X-Vercel-Ip-City resp_headers_X-Vercel-Ip-Country resp_headers_X-Vercel-Ip-Country-Region resp_headers_X-Vercel-Ip-Latitude resp_headers_X-Vercel-Ip-Longitude resp_headers_X-Vercel-Ip-Timezone
0 https://maven.com/eliasdabbas/data-science-pyt... Data Science with Python for SEO by Elias Dabb... 2024: "I don't need Python to do SEO, I use Ex... width=device-width utf-8 Data Science with Python for SEO@@Data Science... Course syllabus@@What students are saying@@Mee... Start analyzing larger data in bulk with autom... Take your data work to a new level@@Start to t... website Data Science with Python for SEO by Elias Dabb... 2024: "I don't need Python to do SEO, I use Ex... https://d2426xcxuh3ht5.cloudfront.net/JJdlK3Py... Data Science with Python for SEO by Elias Dabb... 2024: "I don't need Python to do SEO, I use Ex... summary_large_image https://d2426xcxuh3ht5.cloudfront.net/JJdlK3Py... 4.4 ( 5 ratings ) · 5 Days · Cohort-based Cou... 198869 180 maven.com 1.316474 3 200 https://maven.com/@@https://maven.com/login?ne... @@Login@@Sign up@@Sign up@@Sign up@@Sign up@@A... False@@False@@False@@False@@False@@False@@Fals... https://maven.com/@@https://maven.com/login?ne... @@Login@@Sign up@@Sign up@@Sign up@@Sign up@@@... False@@False@@False@@False@@False@@False@@Fals... 76.76.21.21 2024-02-08 18:01:47 0.0 public, max-age=0, must-revalidate frame-ancestors 'self'; object-src 'none'; text/html; charset=utf-8 Thu, 08 Feb 2024 18:01:46 GMT W/"y3qo72cxda49ds" Vercel countryCode=JO; Path=/ max-age=63072000 /[schoolSlug]/[courseSlug] NaN Next.js MISS bom1::cle1::v44rx-1707415305773-47aa2fe23b7d text/html,application/xhtml+xml,application/xm... en advertools/0.13.5 gzip, deflate, br countryCode=JO Join an upcoming cohort@@6 Hours (in one week)... NaN NaN https://maven.com/articles/best-python-courses Elias Dabbas@@Monday, Wednesday, and Friday@@H... https://maven.com/eliasdabbas/data-science-pyt... @@@@@@@@Elias Dabbas@@Elias Dabbas@@A pattern ... data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP//... async@@async@@async@@async@@async@@async@@asyn... @@/_next/image?url=https%3A%2F%2Fd2426xcxuh3ht... @@lazy@@@@lazy@@@@lazy@@@@lazy@@@@lazy@@@@lazy... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN Course https://schema.org Data Science with Python for SEO 2024: "I don't need Python to do SEO, I use Ex... https://img.youtube.com/vi/VcWkEXY9g7U/hqdefau... https://maven.com//eliasdabbas/data-science-py... [{'@type': 'Person', 'name': 'Elias Dabbas'}] Organization Maven Learning, Inc ['https://maven.com', 'https://www.linkedin.co... Organization Elias Dabbas https://maven.com//eliasdabbas/data-science-py... AggregateRating 8.80 5.0 10.0 1.0 @@100vw@@@@100vw@@@@(max-width: 415px) 80px, (... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN EducationEvent https://schema.org Data Science with Python for SEO - Cohort 4 https://img.youtube.com/vi/VcWkEXY9g7U/hqdefau... 2024: "I don't need Python to do SEO, I use Ex... https://maven.com/eliasdabbas/data-science-pyt... https://schema.org/OnlineEventAttendanceMode 2024-03-04T14:00:00Z 2024-03-08T16:00:00Z https://schema.org/EventScheduled [{'@type': 'Person', 'name': 'Elias Dabbas'}] Organization Elias Dabbas https://maven.com/eliasdabbas/data-science-pyt... VirtualLocation https://maven.com/eliasdabbas/data-science-pyt... Offer https://schema.org/InStock 500.0 EUR https://maven.com//eliasdabbas/Data Science wi... 2024-02-08T18:01:46.835Z 2024-03-04T07:00:00.000Z NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
1 https://maven.com/dive/mastering-the-art-of-pr... Mastering the art of product iconography by Bo... Learn how to build creative and cohesive produ... width=device-width utf-8 Mastering the art of product iconography@@Mast... See what people are saying@@Mastering the art ... Craft custom product icons in 3 weeks@@Who is ... Apply brand principles@@Create cohesion within... website Mastering the art of product iconography by Bo... Learn how to build creative and cohesive produ... https://d2426xcxuh3ht5.cloudfront.net/AyCR19Ie... Mastering the art of product iconography by Bo... Learn how to build creative and cohesive produ... summary_large_image https://d2426xcxuh3ht5.cloudfront.net/AyCR19Ie... 4.8 ( 13 ratings ) · 3 Weeks · Cohort-based C... 206623 180 maven.com 0.849363 3 200 https://maven.com/@@https://maven.com/login?ne... @@Login@@Sign up@@Sign up@@Sign up@@Sign up@@A... False@@False@@False@@False@@False@@False@@Fals... https://maven.com/@@https://maven.com/login?ne... @@Login@@Sign up@@Sign up@@Sign up@@Sign up@@@... False@@False@@False@@False@@False@@False@@Fals... 76.76.21.21 2024-02-08 18:01:38 0.0 public, max-age=0, must-revalidate frame-ancestors 'self'; object-src 'none'; text/html; charset=utf-8 Thu, 08 Feb 2024 18:01:38 GMT W/"12sqfq0ch0p4fdp" Vercel countryCode=JO; Path=/ max-age=63072000 /[schoolSlug]/[courseSlug] NaN Next.js MISS bom1::cle1::hvgvg-1707415297595-e89ca5d2ac80 text/html,application/xhtml+xml,application/xm... en advertools/0.13.5 gzip, deflate, br countryCode=JO Be the first to know about upcoming cohorts@@B... NaN NaN https://maven.com/articles/top-design-courses Bonnie Kate Wolf@@Exclusive video content@@Wee... https://maven.com/dive/mastering-the-art-of-pr... Hero image@@@@@@@@@@Hero image@@Andrea Grigsby... /_next/image?url=https%3A%2F%2Fd2426xcxuh3ht5.... async@@async@@async@@async@@async@@async@@asyn... /_next/image?url=https%3A%2F%2Fd2426xcxuh3ht5.... @@@@lazy@@@@lazy@@@@@@lazy@@@@lazy@@@@lazy@@@@... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN Course https://schema.org Mastering the art of product iconography Learn how to build creative and cohesive produ... https://d2426xcxuh3ht5.cloudfront.net/BZyLiyyf... https://maven.com//dive/mastering-the-art-of-p... [{'@type': 'Person', 'name': 'Bonnie Kate Wolf'}] Organization Maven Learning, Inc ['https://maven.com', 'https://www.linkedin.co... Organization Dive https://maven.com//dive/mastering-the-art-of-p... AggregateRating 9.69 13.0 10.0 1.0 100vw, (max-width: 1024px) 400px, (max-width: ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
2 https://maven.com/maven/course-accelerator Maven Course Accelerator by Wes Kao (Cofounder... Get proven templates, guidance, and feedback t... width=device-width utf-8 Maven Course Accelerator@@Maven Course Acceler... Course syllabus@@What students are saying@@Mav... Make an impact teaching what you love@@Who tea... Learn from the best@@Pay it forward@@Expand yo... website Maven Course Accelerator by Wes Kao (Cofounder... Get proven templates, guidance, and feedback t... https://d2426xcxuh3ht5.cloudfront.net/HCb0epiq... Maven Course Accelerator by Wes Kao (Cofounder... Get proven templates, guidance, and feedback t... summary_large_image https://d2426xcxuh3ht5.cloudfront.net/HCb0epiq... 4.6 ( 480 ratings ) · 4 Weeks · Cohort-based ... 529996 180 maven.com 1.442751 1 200 https://maven.com/@@https://maven.com/login?ne... @@Login@@Sign up@@Sign up@@Sign up@@Sign up@@A... False@@False@@False@@False@@False@@False@@Fals... https://maven.com/@@https://maven.com/login?ne... @@Login@@Sign up@@Sign up@@Sign up@@Sign up@@@... False@@False@@False@@False@@False@@False@@Fals... 76.76.21.21 2024-02-08 17:58:23 0.0 public, max-age=0, must-revalidate frame-ancestors 'self'; object-src 'none'; text/html; charset=utf-8 Thu, 08 Feb 2024 17:58:23 GMT W/"4pacpq7k4bcb8" Vercel countryCode=JO; Path=/ max-age=63072000 /[schoolSlug]/[courseSlug] NaN Next.js MISS bom1::cle1::vr84m-1707415102365-f8aada2ba823 text/html,application/xhtml+xml,application/xm... en advertools/0.13.5 gzip, deflate, br countryCode=JO Be the first to know about upcoming cohorts@@B... NaN NaN https://maven.com Course mechanics, price, and length@@Bonus con... https://maven.com/maven/course-accelerator @@@@@@@@@@@@@@@@@@@@@@@@A pattern of wavy dots... data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP//... async@@async@@async@@async@@async@@async@@asyn... @@/_next/image?url=https%3A%2F%2Fd3fe4umbwqdrl... @@lazy@@@@lazy@@@@lazy@@@@lazy@@@@lazy@@@@lazy... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN Course https://schema.org Maven Course Accelerator Get proven templates, guidance, and feedback t... https://d2426xcxuh3ht5.cloudfront.net/HCb0epiq... https://maven.com//maven/course-accelerator [{'@type': 'Person', 'name': 'Wes Kao (Cofound... Organization Maven Learning, Inc ['https://maven.com', 'https://www.linkedin.co... Organization Maven https://maven.com//maven/course-accelerator AggregateRating 9.21 480.0 10.0 1.0 @@100vw@@@@100vw@@@@100vw@@@@100vw@@@@100vw@@@... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN

Select the structured data that is relevant to our prompt creation process

columns=[
    'url',
    'jsonld_name',
    'jsonld_description',
    'jsonld_image',
    'jsonld_url',
    'jsonld_creator',
    'jsonld_provider.name',
    'jsonld_provider.url',
    'jsonld_aggregateRating.ratingValue',
    'jsonld_aggregateRating.reviewCount',
    'jsonld_1_offers.price',
    'jsonld_1_offers.priceCurrency'
]

subset = crawl_df[columns]
subset.head(3)
url jsonld_name jsonld_description jsonld_image jsonld_url jsonld_creator jsonld_provider.name jsonld_provider.url jsonld_aggregateRating.ratingValue jsonld_aggregateRating.reviewCount jsonld_1_offers.price jsonld_1_offers.priceCurrency
0 https://maven.com/eliasdabbas/data-science-pyt... Data Science with Python for SEO 2024: "I don't need Python to do SEO, I use Ex... https://img.youtube.com/vi/VcWkEXY9g7U/hqdefau... https://maven.com//eliasdabbas/data-science-py... [{'@type': 'Person', 'name': 'Elias Dabbas'}] Elias Dabbas https://maven.com//eliasdabbas/data-science-py... 8.80 5.0 500.0 EUR
1 https://maven.com/dive/mastering-the-art-of-pr... Mastering the art of product iconography Learn how to build creative and cohesive produ... https://d2426xcxuh3ht5.cloudfront.net/BZyLiyyf... https://maven.com//dive/mastering-the-art-of-p... [{'@type': 'Person', 'name': 'Bonnie Kate Wolf'}] Dive https://maven.com//dive/mastering-the-art-of-p... 9.69 13.0 NaN NaN
2 https://maven.com/maven/course-accelerator Maven Course Accelerator Get proven templates, guidance, and feedback t... https://d2426xcxuh3ht5.cloudfront.net/HCb0epiq... https://maven.com//maven/course-accelerator [{'@type': 'Person', 'name': 'Wes Kao (Cofound... Maven https://maven.com//maven/course-accelerator 9.21 480.0 NaN NaN

Create prompts in bulk inserting data dynamically

Code 
md("#### You are a great copywriter, specialized in email marketing.")
md("#### Please create an email to market a course, using the following data")
print()
for course in subset.to_dict('records'):
    md(f"**Name: {course['jsonld_name']}**")
    for k, v in course.items():
        md(f'{k.rsplit("_")[-1]}: {v}')
    print('---')

You are a great copywriter, specialized in email marketing.

Please create an email to market a course, using the following data

Name: Data Science with Python for SEO

url: https://maven.com/eliasdabbas/data-science-python-seo

name: Data Science with Python for SEO

description: 2024: “I don’t need Python to do SEO, I use Excel.”

1994: “I don’t need Excel to do accounting, I use a calculator.”

image: https://img.youtube.com/vi/VcWkEXY9g7U/hqdefault.jpg

url: https://maven.com//eliasdabbas/data-science-python-seo

creator: [{‘@type’: ‘Person’, ‘name’: ‘Elias Dabbas’}]

provider.name: Elias Dabbas

provider.url: https://maven.com//eliasdabbas/data-science-python-seo

aggregateRating.ratingValue: 8.8

aggregateRating.reviewCount: 5.0

offers.price: 500.0

offers.priceCurrency: EUR

---

Name: Mastering the art of product iconography

url: https://maven.com/dive/mastering-the-art-of-product-iconography?utm_source=maven&utm_medium=blog&utm_campaign=best

name: Mastering the art of product iconography

description: Learn how to build creative and cohesive product icon systems.

image: https://d2426xcxuh3ht5.cloudfront.net/BZyLiyyfQR2RuDke3NBR_Main image 1.png

url: https://maven.com//dive/mastering-the-art-of-product-iconography

creator: [{‘@type’: ‘Person’, ‘name’: ‘Bonnie Kate Wolf’}]

provider.name: Dive

provider.url: https://maven.com//dive/mastering-the-art-of-product-iconography

aggregateRating.ratingValue: 9.69

aggregateRating.reviewCount: 13.0

offers.price: nan

offers.priceCurrency: nan

---

Name: Maven Course Accelerator

url: https://maven.com/maven/course-accelerator

name: Maven Course Accelerator

description: Get proven templates, guidance, and feedback to turn your hard-earned knowledge into a premium course.

image: https://d2426xcxuh3ht5.cloudfront.net/HCb0epiqS6SljmDozKSs_MCA_Social Share_1200x630.jpg

url: https://maven.com//maven/course-accelerator

creator: [{‘@type’: ‘Person’, ‘name’: ‘Wes Kao (Cofounder of Maven)’}, {‘@type’: ‘Person’, ‘name’: ‘Rachel Cai (Marketing lead)’}]

provider.name: Maven

provider.url: https://maven.com//maven/course-accelerator

aggregateRating.ratingValue: 9.21

aggregateRating.reviewCount: 480.0

offers.price: nan

offers.priceCurrency: nan

---

This was just a part of the full example of how to create prompts in bulk. You can head over to that repo for the full code and detail.

Here is the end result: