Who AI names when someone asks for a coding bootcamp
Where each engine got its answer
Six of the questions Coding Temple lost, asked exactly as written, with the sites each engine cited.
“best coding bootcamp for beginners”
ChatGPT (API)
- springboard.com
- nucamp.co
- +1 more
Perplexity
- coursereport.com
- onlinecourseing.com
- +3 more
Gemini
- thisisanitsupportgroup.com
- assignmentdude.com
- +2 more
“best coding bootcamp for working professionals”
ChatGPT (API)
- springboard.com
- careerfoundry.com
- +1 more
Perplexity
- productivity-works.com
- forbes.com
- +3 more
Gemini
- nucamp.co
- lemon.io
- +3 more
“which coding bootcamp is better for beginners”
ChatGPT (API)
- springboard.com
- codesmith.io
Perplexity
- forbes.com
- mctaba.com
- +3 more
Gemini
- computerscience.org
- nucamp.co
“compare coding bootcamp options”
ChatGPT (API)
- springboard.com
- bahrain.generalassemb.ly
- +2 more
Perplexity
- coursereport.com
- onlinecourseing.com
- +3 more
Gemini
- lemon.io
- scrimba.com
- +3 more
“how much does software engineering bootcamp cost”
ChatGPT (API)
No sites citedPerplexity
- forbes.com
- hakia.com
- +3 more
Gemini
- coursereport.com
- careerkarma.com
- +3 more
“affordable coding bootcamp”
ChatGPT (API)
- nucamp.co
- fullstackacademy.com
- +1 more
Perplexity
- tripleten.com
- mctaba.com
- +3 more
Gemini
- scrimba.com
- nucamp.co
- +3 more
Asked on : ChatGPT (API) openai/gpt-5.4-mini · Perplexity perplexity/sonar-pro · Gemini google/gemini-3-flash. Engines answer differently over time; this is what they said that day.
Three review directories hold the category. The bootcamps they rank get named.
Coding Temple was named on six of the twenty-one questions that never mention it. Course Report was cited on twenty-nine of the thirty, Career Karma on twenty-three, SwitchUp on sixteen — and the bootcamps that do get named are the ones those directories rank highly: Nucamp on twenty-three questions, Springboard on thirteen. Reddit is cited on twenty-six of the thirty questions. The price questions show the gap most plainly: 'how much does a software engineering bootcamp cost' went to Course Report and Forbes, and 'affordable coding bootcamp' to Scrimba, Nucamp and TripleTen, while the site's own tuition page was cited by nobody. The report's prescription is two pages: 'best for beginners' on the FAQ and 'best for working professionals' on the homepage. The answers also cite the school's Trustpilot and BBB profiles, which it can claim.
Cited most
On how many of the 30 questions each site was cited. Claimable ones are directory profiles the business can claim and correct.
- coursereport.com Claimable 29/30
- reddit.com Community 26/30
- careerkarma.com 23/30
- nucamp.co 23/30
- switchup.org Claimable 16/30
- springboard.com 13/30
- trustpilot.com Claimable 5/30
- appacademy.io 4/30
- bbb.org Claimable 3/30
- medium.com Community 2/30
What the report said to do
The tasks this run filed for Coding Temple, each with how many of the lost questions it answers.
answers 10 questions
Answer “best coding bootcamp for beginners”
on codingtemple.com/faqs/
answers 4 questions
Answer “best coding bootcamp for working professionals”
on codingtemple.com/
Where the answers about courses & education come from
On each profile you claim, write the name, address, phone and website exactly as the site has them.
Course Report
Claim itCited on 29 of the 30 questions — by Perplexity for “best coding bootcamp for beginners”.
- Claim the school's page in Course Report's admin portal, or email the team to add one.
- Keep each program's tuition, schedule and start dates current, and ask recent graduates for reviews.
Career Karma
Editors chooseCited on 23 of the 30 questions — by Gemini for “how much does software engineering bootcamp cost”.
It matches students with schools and writes about them; we found no page where a school claims its listing. Ask its team to correct what it says about yours.
SwitchUp
Claim itCited on 16 of the 30 questions — by ChatGPT for “affordable coding bootcamp”.
- Ask SwitchUp, from its page for schools, to let you claim the school's page — or to add it.
- Keep the programs and locations current, and ask recent graduates for reviews.
Trustpilot
Claim itCited on 5 of the 30 questions in the run above.
- Claim the company profile at Trustpilot Business.
- Add the description, category and website, and start inviting recent customers to review.
Better Business Bureau
Claim itCited on 3 of the 30 questions in the run above.
- Request or claim the BBB business profile.
- Complete the profile: categories, years in business, contact details.
Reddit
CommunityCited on 26 of the 30 questions in the run above.
Threads are quoted as word of mouth. Nothing to claim: answer as yourself, and say who you are.
What buyers ask, and the page that answers it
Buyers ask: “best coding bootcamp for beginners”
Answer it on: A page for beginners
What it has to say: What you need before day one, the prep course, the pace
Markup: Course, with coursePrerequisites
Buyers ask: “how much does a coding bootcamp cost”
Answer it on: A tuition page
What it has to say: The price, how to pay it, financing partners, what is included
Markup: Course, with offers
Buyers ask: “coding bootcamp job placement rate”
Answer it on: An outcomes page
What it has to say: Placement and salary figures, with the cohort, the dates and how they were counted
Markup: none needed
Buyers ask: “part-time coding bootcamp for working professionals”
Answer it on: A page for each schedule
What it has to say: Hours a week, evenings or weekends, how long it takes
Markup: CourseInstance, with courseMode and courseWorkload
Buyers ask: “coding bootcamp vs teaching yourself”
Answer it on: An honest comparison
What it has to say: What you get that free material does not, and who should skip the bootcamp
Markup: none needed
Buyers ask: “is [bootcamp] legit”
Answer it on: Course Report, SwitchUp and Career Karma
What it has to say: Recent graduate reviews, with replies to the critical ones
Markup: none needed
Questions
- Are claims about outcomes risky to publish?
- They are regulated in some jurisdictions and always worth care — nothing about outcomes should be published by a tool without a person reading it. Here every article waits for your review: an approved new page goes into WordPress or Webflow with one click to take it back down, and anything else is copied in by whoever runs the site.
- What if we are a university department, not a bootcamp?
- The question set adapts to what your site says you offer, so a university's report asks a university's questions. The run on this page is one bootcamp's.
- What about being cited in the AI tools students use to study?
- Different problem, and not one this measures. This is about the decision to enrol, not about being in a study assistant's answers.
- Do you generate course content?
- No. The report's tasks name the pages that answer buying questions — comparisons, FAQs, use cases — and we write those for your review. Teaching material is yours.
- How often should we re-run it?
- After you publish something. A week after a page goes live, the prompts it was written for are asked again and set beside the answers before it, so the before and after means something. Running the whole report weekly with nothing changed measures drift.
- Is the first report really free?
- Yes: a free account gets 10 credits — one report, 10 prompts on three engines — with no card.
- Plumbers, electricians & home servicesAn emergency call is decided in under a minute by someone who will call the first name they are given.
- Dentists & medical practicesA new patient is worth thousands over their life with the practice, and the decision is made in one conversation by someone who has never heard of you.
- Law firmsOne matter can be worth six figures, and the person asking has never spoken to a lawyer before.
- SaaS productsSoftware buyers shortlist before they ever visit a website. Missing the shortlist is missing the sale.
Run the same test on your own course provider, or a client's
The run above asked 30 questions. A brand tracks up to 200 prompts, a credit a prompt on each report.