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Who AI names when someone asks for a coding bootcamp

30 buyer questions across ChatGPT, Perplexity and Gemini, run against a real coding bootcamp. One review directory was cited on twenty-nine of the questions asked.
The answers

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 cited

    Perplexity

    • 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.

The pattern

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.

  1. coursereport.com Claimable 29/30
  2. reddit.com Community 26/30
  3. careerkarma.com 23/30
  4. nucamp.co 23/30
  5. switchup.org Claimable 16/30
  6. springboard.com 13/30
  7. trustpilot.com Claimable 5/30
  8. appacademy.io 4/30
  9. bbb.org Claimable 3/30
  10. medium.com Community 2/30
The report’s list

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/

The profiles

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 it

    Cited on 29 of the 30 questions — by Perplexity for “best coding bootcamp for beginners”.

    1. Claim the school's page in Course Report's admin portal, or email the team to add one.
    2. Keep each program's tuition, schedule and start dates current, and ask recent graduates for reviews.
    Claim it on Course Report
  • Career Karma

    Editors choose

    Cited 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 it

    Cited on 16 of the 30 questions — by ChatGPT for “affordable coding bootcamp”.

    1. Ask SwitchUp, from its page for schools, to let you claim the school's page — or to add it.
    2. Keep the programs and locations current, and ask recent graduates for reviews.
    Claim it on SwitchUp
  • Trustpilot

    Claim it

    Cited on 5 of the 30 questions in the run above.

    1. Claim the company profile at Trustpilot Business.
    2. Add the description, category and website, and start inviting recent customers to review.
    Claim it on Trustpilot
  • Better Business Bureau

    Claim it

    Cited on 3 of the 30 questions in the run above.

    1. Request or claim the BBB business profile.
    2. Complete the profile: categories, years in business, contact details.
    Claim it on Better Business Bureau
  • Reddit

    Community

    Cited 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.

The pages

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

FAQ

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.

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.

10 free credits — your first report, 10 prompts across ChatGPT, Claude and Google AI Mode. A free account, no card. About 3 minutes.