Is vibe coding still growing, and who is capturing the demand?

"vibe coding tools" fell 61% while "claude vibe coding" rose 192% — the category noun is deflating and the demand is moving onto product names. Reddit ranks first on 86% of it, and the only advertisers are selling books.

vibe coding · the United States · measured 2026-09-03 · published 2026-09-03

Measured from

Google search demand — monthly search volume, cost-per-click, difficulty and 12 months of history

Google organic results — which domains rank across the measured terms, and where; the pages a domain earns its search traffic with

Google Ads Transparency Center — who is buying ads against these terms; the ads themselves, with the dates they ran

Live web search — what an answer engine sees for the head term today

What do the numbers show?

• Shopping intent is collapsing while its price holds: "vibe coding tool" and "vibe coding tools" each fell 61%, "best vibe coding tool" fell 47%, and the cluster still carries $200,944 of monthly click value at $18.13 a click.
• Reddit is the top-ranking domain on 86% of the largest terms in this category, at a median position of 1, earning an estimated $39,721 a month of equivalent paid traffic from it.
• The only advertisers buying this category are selling books and courses: one verified advertiser and four domains — vibecodingbook.com, vibecodingbible.org, thevibecodingcamp.com and vibecodingcompany.com — with not one software vendor among them.
• The growth left the category noun and attached itself to product names: "claude vibe coding" is up 192%, and "google ai studio vibe coding" went from a quarter averaging 307 searches a month to one averaging 9,267 — against a bare term that moved -11%.
• The product-name phrases are also the cheapest to rank for: the Claude cluster sits at a difficulty of 8 against 56 for "vibe coding" itself.

Where is the demand, and which way is it moving?

213 terms carry 256,850 searches a month in the United States. Each group below is a set of phrases sharing a modifier — the word that says what the searcher actually wanted — and each is placed by how its own demand has moved against what that demand costs to buy.

The twenty largest phrases, and which way each one moved

Cluster averages say which kind of question is growing. These are the phrases themselves, each with its own direction, so a page written against this category can be aimed at a term rather than at a theme.

A change above a few hundred percent is printed with the two windows behind it, because "a hundred searches became three thousand" and "+2,922%" are the same fact and only one of them can be mistaken for a category doubling.

Change is measured 12-month swing, trailing quarter against the opening quarter, on each cluster's own summed monthly series rather than as an average of its terms — one term going from a handful of searches to a few hundred would otherwise drag a flat cluster into "surging". A cluster marked not rated had too little history, or history covering too little of its volume, to place; that is reported rather than shown as flat.

"vibe coding" itself: what are these 2 terms telling you?

The bare phrase "vibe coding" draws 110,000 searches a month on its own, carries a $14.06 cost-per-click, and is not moving. It is also the hardest thing here to rank for, at a difficulty of 56 against single digits for the product-name phrases. A page written for this phrase competes with everything already written for it, for demand that stopped growing.

"what is vibe coding" and its variants: what are these 12 terms telling you?

"what is vibe coding" alone draws 60,500 searches a month, and "what does vibe coding mean" another 1,900. Two years after the phrase entered general use, the largest question anybody asks about vibe coding is still what it is. Flat rather than falling, which is the signature of a term still acquiring newcomers.

"vibe coding meaning": what are these 2 terms telling you?

"vibe coding meaning" is 18,110 searches a month and the one part of the top of this category still growing. That is an audience signal rather than a market signal: these readers are arriving, not buying.

"vibe coding tool", "best vibe coding tools": what are these 18 terms telling you?

This is the cluster that matters and the one that fell. "vibe coding tool" and "vibe coding tools" are down 61% each; "best vibe coding tool" and "best vibe coding tools" are down 47%. They still carry the highest prices in the category — $18.13 and $17.46 a click — and "vibe coding platforms" at $26.62 is the most expensive phrase measured here. Demand for a generic vibe coding tool is draining away faster than the price of that demand is falling, which is what a market looks like when buyers stop searching for a category and start searching for a product by name.

Google AI Studio and the model names: what are these 11 terms telling you?

Where the shopping demand went. "google ai studio vibe coding" is the fastest-moving phrase in the whole measurement: its trailing quarter averaged 9,267 searches a month against 307 in the opening quarter of the same window. Google shipped a vibe-coding surface and the searches followed the product, not the category. "vibe coding ai" and "best ai for vibe coding" sit alongside it.

"vibe coding platform(s)": what are these 6 terms telling you?

"vibe coding platforms" carries the highest cost-per-click in this measurement at $26.62 and the cluster is up 89%. Somebody is still shopping — they have stopped using the word "tool" to do it.

"how to vibe coding": what are these 6 terms telling you?

"how to vibe coding", "how to start vibe coding" and "how does vibe coding work" are flat and cheap. Instructional demand converts badly and ranks easily, which makes it useful for reach and useless for revenue.

Claude, paired with the category: what are these 6 terms telling you?

"claude vibe coding", "vibe coding with claude" and "claude code vibe coding" grew 192% while the category term did not, at a difficulty of 8 against 56 for the bare phrase. This is the cheapest ranking position in the entire measurement, and it exists because the demand is new enough that nobody has written the page yet.

Replit, paired with the category: what are these 3 terms telling you?

Not every product name is rising. "replit vibe coding" and "vibe coding replit" are down 21% inside a category whose other branded pairings are growing — a share story rather than a category story, and the clearest evidence here that these phrases track individual products rather than the market around them.

Who is capturing this demand today?

Across the 100 largest terms, this demand is owned. Coverage is the share of those terms a domain ranks for at all; median position is where it sits when it does.

What are the advertisers actually saying?

The ads below ran against this subject on the dates shown. Each image is the creative as it was served, captured from the public ad transparency record and stored here so the picture and the claim beside it stay the same age; the link goes to the record it came from.

• 

  CPI Technologies GmbH

  vibecodingbook.com

  text ad · ran 2026-07-12 to 2026-07-14

  The transparency record for this ad
• 

  Websoul Tomasz Smykowski, NIP9671166778

  vibecodingbible.org

  text ad · ran 2026-06-27 to 2026-07-29

  The transparency record for this ad
• 

  Websoul Tomasz Smykowski, NIP9671166778

  vibecodingbible.org

  image ad · ran 2026-06-05 to 2026-06-26

  The transparency record for this ad

Source: Google Ads Transparency Center, captured 2026-09-03. Ad transparency shows ads that were served; it does not report spend, and an advertiser absent from it is not proven absent from the auction.

What does an answer engine see for "vibe coding" today?

A live search for the head term returns encyclopedias and vendor explainers, not products. The pages holding the top of this category are definitional: IBM's glossary entry, Wikipedia, Google Cloud's explainer, and Google's own AI Studio surface. A tool that wants to be quoted in an AI answer about vibe coding is currently competing with reference material, which is a different writing problem from competing with other tools.

Who is the biggest vendor site ranking in this category?

Behind Reddit and YouTube, the largest domain in this category that is actually in the vibe coding business is vibecoding.app — a review blog. It ranks for 187 terms, and the pages doing that ranking are reviews of other people's products: OpenAI Codex, Kiro, Zhipu's GLM coding plan. The commercial position at the top of this category is held by somebody selling opinions about the tools, not by any of the tools.

Is vibe coding a dying category?

No, but it has stopped being a growth category in search. The bare term "vibe coding" moved -11% across the measured window and the shopping phrases fell 61%, while definition-seeking demand held steady and product-name pairings grew. That is the shape of a category maturing into named products, not one disappearing.

Which vibe coding keywords are actually worth ranking for?

The ones with a product name in them. "claude vibe coding" and its variants grew 192% at a difficulty of 8; "vibe coding" itself is flat at a difficulty of 56. The generic head term is the most expensive and least movable position on the map, and "vibe coding tools" — the phrase that sounds like the obvious target — is down 61%.

Who ranks for vibe coding searches?

Reddit. It is the top-ranking domain across 86% of the largest terms in this category at a median position of 1, ahead of YouTube and Medium. No tool vendor holds a comparable position; the biggest domain actually in the business is a review blog, vibecoding.app, ranking for 187 terms.

Is anyone advertising against vibe coding keywords?

Barely, and not the people you would expect. One verified advertiser and four domains were found running ads against the head term — vibecodingbook.com, vibecodingbible.org, thevibecodingcamp.com and vibecodingcompany.com. Every one of them sells a book or a course. No software vendor was found bidding, on a term drawing 110,000 searches a month at a $14.06 cost-per-click.

How was this measured?

Seven calls to a public data API, listed at the bottom of this page with their arguments. Search volumes, cost-per-click and monthly history come from Google search demand; the ranking picture from one call asking which domains own a list of terms; the advertising picture and the ad images from the Google Ads Transparency Center. Anyone can run the same calls and get the same shape.

What does this case study not show?

• This measures search demand in the United States, in English. A category can be flat here and rising elsewhere, and this run does not say which.
• Cluster names are this engine's description of a group of phrases, not a taxonomy anybody else uses. The grouping is reproducible from the terms listed under each one.
• Advertiser counts and creatives come from public ad transparency data. It reports ads that were served, not spend, and an advertiser that does not appear there is not proven absent from the auction.
• The Searches/mo column is the source's reported monthly figure, which is a rolling average; momentum compares three-month means from the same series. For a term that moved sharply inside the window the two differ, which is why both are printed rather than one reconciled number.
• "google ai studio vibe coding" moved from a small base, so its percentage is fragile; the two windows behind it are printed beside it for that reason.
• Click value is monthly searches multiplied by published cost-per-click. It prices the attention, and is not revenue anybody earned.
• 4% of the measured volume carried no published cost-per-click and is excluded from every value figure, rather than counted as zero.