Education & Learning Prompt

“Best coding bootcamp for beginners”

Which brands do AI models actually recommend for this education & learning question? We re-run this regularly and track how the answers shift.

Tracked since Mar 21·Last scanned Aug 15

10

AI Models

38

Snapshots

107

Brands Detected

90

Sources Cited

82 brands come up when 10 AI models answer “Best coding bootcamp for beginners”. We re-run this prompt every few days with web search on across ChatGPT, Claude, Gemini, Grok, DeepSeek, and Perplexity.

What AI models recommend

10 models queried · Last scanned Aug 15

Consensus

8/10 models recommend Hack Reactor

ChatGPTChatGPT
ClaudeClaude
DeepSeekDeepSeek
Ddeepseek-chat
GeminiGemini
Ggemini-3-flash
Ggpt-5
GrokGrok
Ggrok-4-1-fast
PerplexityPerplexity
Brand
ChatGPTChatGPT
ClaudeClaude
DeepSeekDeepSeek
Ddeepseek-chat
GeminiGemini
Ggemini-3-flash
Ggpt-5
GrokGrok
Ggrok-4-1-fast
PerplexityPerplexity
Total
Hack ReactorHack Reactor
8/10
SpringboardSpringboard
7/10
App AcademyApp Academy
6/10
CopilotCopilot
5/10
GitHubGitHub
5/10
GitHub CopilotGitHub Copilot
5/10
JavaScriptJavaScript
5/10
PythonPython
5/10
General AssemblyGeneral Assembly
5/10
NucampNucamp
5/10
GitGit
4/10
HTMLHTML
4/10
OnOn
4/10
ReactReact
4/10
The Odin ProjectThe Odin Project
4/10
freeCodeCampfreeCodeCamp
4/10
FrontFront
4/10
Fullstack AcademyFullstack Academy
3/10
CIRRCIRR
3/10
Tech ElevatorTech Elevator
3/10
Course ReportCourse Report
3/10
CourseReportCourseReport
3/10
FlatironFlatiron
3/10
Flatiron SchoolFlatiron School
3/10
ForbesForbes
3/10
GalvanizeGalvanize
3/10
forbes.comforbes.com
3/10
ActualizeActualize
3/10
LinkedInLinkedIn
2/10
TripleTenTripleTen
2/10
OpenAIOpenAI
2/10
HarvardHarvard
2/10
RedditReddit
2/10
reddit.comreddit.com
2/10
RemoteRemote
2/10
ComputerScience.orgComputerScience.org
2/10
BalanceBalance
1/10
CodecademyCodecademy
1/10
Node.jsNode.js
1/10
PostgreSQLPostgreSQL
1/10
UT Dallas Online Coding BootcampUT Dallas Online Coding Bootcamp
1/10
fullstackacademy.comfullstackacademy.com
1/10
hackreactor.comhackreactor.com
1/10
ChatGPTChatGPT
1/10
ClaudeClaude
1/10
Colt SteeleColt Steele
1/10
DriveDrive
1/10
MarketingMarketing
1/10
MeetMeet
1/10
MoneyMoney
1/10
ZoomZoom
1/10
FoundFound
1/10
Front End SimplifiedFront End Simplified
1/10
Kickstart CodingKickstart Coding
1/10
One Month HTMLOne Month HTML
1/10
SwitchUpSwitchUp
1/10
JobaajLearnings.comJobaajLearnings.com
1/10
Le WagonLe Wagon
1/10
coursereport.comcoursereport.com
1/10
CareerFoundryCareerFoundry
1/10
FullyFully
1/10
LoopsLoops
1/10
SQLSQL
1/10
YorkYork
1/10
AmazonAmazon
1/10
CourseraCoursera
1/10
GoldGold
1/10
GoogleGoogle
1/10
MemoryMemory
1/10
MetaMeta
1/10
edXedX
1/10
Coding TempleCoding Temple
1/10
LaterLater
1/10
NationwideNationwide
1/10
PDFPDF
1/10
S3S3
1/10
TargetTarget
1/10
CareerKarmaCareerKarma
1/10
Forbes AdvisorForbes Advisor
1/10
ScrimbaScrimba
1/10
Coding DojoCoding Dojo
1/10
ThinkfulThinkful
1/10

Key Quotes

ClaudeClaude

“🌟 CareerFoundry — Best for One-on-One Support CareerFoundry's Full-Stack Web Development Program offers rigorous one-on-one mentorship and education, covering CSS, HTML, JavaScript, React, and Python, using APIs to create robust web applications.”

Ddeepseek-chat

“Flatiron School: Flatiron School’s Software Engineering Bootcamp teaches JavaScript, Python, React, and Flask, focusing on both front-end and back-end development.”

DeepSeekDeepSeek

“What you'll learn: Python, JavaScript, algorithms, data structures, networking, databases, and popular AI tools like GitHub Copilot.”

Ggemini-3-flash

“Month 2–3: Work through the Responsive Web Design and JavaScript tracks on freeCodeCamp.”

GeminiGemini

“Ask the admissions team if they integrate GitHub Copilot, ChatGPT, or Claude into their daily workflow.”

Education & Learning brand rankings

Brands ranked by how many AI models mention them. Trend shows change since the last scan.

#BrandScoreTrend
1Hack Reactor8/10↑3
2Springboard7/10—
3App Academy6/10↑3
4JavaScript5/10—
5Copilot5/10↑1
6GitHub Copilot5/10↑1
7Python5/10↑1
8General Assembly5/10—
9GitHub5/10↑1
10Nucamp5/10↑1
11Git4/10↑2
12freeCodeCamp4/10↑1
13The Odin Project4/10↑2
14React4/10—
15On4/10↑4
16HTML4/10↑4
17Front4/10↑2
18Actualize3/10—
19Tech Elevator3/10↓3
20Flatiron3/10↓1
21Flatiron School3/10↓2
22Forbes3/10—
23Fullstack Academy3/10↓1
24forbes.com3/10↑1
25Galvanize3/10↑1
26CIRR3/10↑1
27Course Report3/10↓2
28CourseReport3/10↓2
29reddit.com2/10↑1
30ComputerScience.org2/10—
31Harvard2/10↑2
32LinkedIn2/10↑1
33OpenAI2/10—
34Reddit2/10↑1
35Remote2/10↑1
36TripleTen2/10↓3
37Drive1/10—
38edX1/10↑1
39Coursera1/10—
40JobaajLearnings.com1/10↑1
41Kickstart Coding1/10↑1
42Later1/10↑1
43Le Wagon1/10↓1
44CareerFoundry1/10↓1
45Loops1/10—
46Marketing1/10↓2
47Meet1/10—
48Memory1/10↑1
49Meta1/10↑1
50Money1/10↑1
51Nationwide1/10↑1
52Node.js1/10—
53Colt Steele1/10↑1
54Coding Temple1/10↓1
55One Month HTML1/10↑1
56Balance1/10↑1
57PDF1/10—
58PostgreSQL1/10↑1
59Coding Dojo1/10↓1
60Codecademy1/10↓1
61fullstackacademy.com1/10—
62hackreactor.com1/10—
63S31/10↑1
64SQL1/10↓1
65Scrimba1/10↓2
66Claude1/10—
67SwitchUp1/10—
68Target1/10—
69ChatGPT1/10—
70CareerKarma1/10↓1
71Thinkful1/10—
72Amazon1/10↑1
73UT Dallas Online Coding Bootcamp1/10↑1
74York1/10↑1
75Zoom1/10↑1
76coursereport.com1/10—
77Fully1/10↓1
78Front End Simplified1/10↑1
79Found1/10↑1
80Gold1/10↑1
81Google1/10↓1
82Forbes Advisor1/10—

Education & Learning brand visibility over time

Track how brand mentions shift across AI models over time.

What changed and when

Every brand addition, removal, and citation change logged with timestamps.

Aug 15
ChatGPTChatGPT started mentioning Tech Elevator
Aug 15
ChatGPTChatGPT started mentioning SwitchUp
Aug 15
ChatGPTChatGPT started mentioning Hack Reactor
Aug 15
ChatGPTChatGPT started mentioning Front End Simplified
Aug 15
ChatGPTChatGPT started mentioning One Month HTML
Aug 15
ChatGPTChatGPT started mentioning Kickstart Coding
Aug 15
ChatGPTChatGPT started mentioning Front
Aug 15
ChatGPTChatGPT started mentioning Found
Aug 15
ChatGPTChatGPT started mentioning On
Aug 15
ChatGPTChatGPT started mentioning HTML

Where AI models get their sources

Domains cited by AI models when answering this prompt, ranked by how many models reference them.

DomainModels
hackreactor.com5 models
reddit.com4 models
nucamp.co4 models
scrimba.com3 models
appacademy.io3 models
springboard.com3 models
forbes.com3 models
boot.dev3 models
metana.io2 models
switchup.org2 models
hakia.com2 models
youtube.com2 models
general assembly / fullstack academy / actualize / hack reactor / thinkful / coding dojo1 model
google.com1 model
lemon.io1 model
medium.com1 model
1 model
[footnote 1]1 model
[footnote 3]1 model
[footnote 6]1 model
amazon.com1 model
cirr.org1 model
coursera.org1 model
edx.org1 model
fueler.io1 model

Related education & learning prompts

Frequently asked questions

Hack Reactor ranks first, mentioned by 8/10 AI models. Also mentioned often: Springboard, App Academy, JavaScript.

10 AI models answer this prompt: Claude Sonnet 4.6, deepseek-chat, DeepSeek V4, gemini-3-flash, Gemini 3.5 Flash, gpt-5, GPT-5.4 Mini, grok-4-1-fast, Grok 4.3, Perplexity. We look at each response to see which brands show up and what sources get cited.

On a recurring schedule. We run this prompt through every model with web search on, pull out brand mentions and citations, then flag anything that changed.

AI models cite 50 unique domains when answering this prompt. The most-cited sources include hackreactor.com, coursereport.com, reddit.com.

We regularly send real education & learning prompts to ChatGPT, Claude, Gemini, Grok, DeepSeek, and Perplexity. Sign up free to track your own brand and competitors.

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