Coding Bootcamps
How coding bootcamps get cited and recommended by ChatGPT, Gemini, and Perplexity.
AI VISIBILITY · EDTECH
AI Visibility for EdTech: win the answer to “is it actually worth it?”
Students and parents ask AI before they ask you. Reputation prompts decide enrollment, and one Reddit thread can write your answer.
The shift
An education decision is a trust decision, and the trust check has moved into AI chat: “is this bootcamp legit,” “best data science course for working professionals,” “do graduates actually get placed.” Engines synthesize those answers from forums, review sites and news, which means a single loud thread can dominate what AI tells every prospective student for months.
Visibility and reputation have to be managed together here. Absent from the answer, you lose applicants you never knew existed. Present with a negative characterization, you lose them faster.
What you see
The dashboard, in your category's terms
What we fix
Shipped with your team, verified live
The unglamorous structural work engines reward, shipped on a dated schedule. Newton School's program: placeholder-content cleanup (May 22), llms.txt live (May 23), duplicate-H1 fix (May 26), custom sitemap (May 28), homepage URL consolidation (June 5), each client-confirmed and shipped against a daily measurement loop, so the team saw which fixes the engines responded to.
51.4% → 93.3%GOOGLE AI MENTION RATE
#1EVERY RUN, MAY 20 – JUN 10
55.8% → 74.2%BLENDED, ALL ENGINES
87/100GEO AUDIT SCORE
How we measure
✓Consistent measurement windows, normalized per monitored day, never cherry-picked dates.
✓Control brands and placebo checks separate campaign effect from the rising AI-search tide.
✓Every fix is verified live on production by independent audit before we count it.
The proof behind this page
Newton School's Google AI mention rate went from 51.4% to 93.3% in three weeks, comparing full-run window averages, no cherry-picked days. Blended visibility across four engines rose from 55.8% to 74.2%, and the brand held #1 in its category in every single monitored run, May 20 through June 10. Negative mentions fell from about two per run to about one, with multiple zero-negative runs. The site now carries a 87/100 GEO audit score.
Go deeper
EdTech, by vertical
The same playbook, written for the specific buyer: their prompts, their engines, their proof.
See it on your own prompts.
Book a demo and we run your category's questions live: what the engines say about you today, and what we'd fix first.