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IT AI Index
Index › Products › Railway · October 2026 Edition
4 categories · Named, not ranked

Railway

31Judge labels
0First choices
2Negative labels
11 / 14Models named it
4Categories
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.8, every buyer segment counted.
Standing
8 labels, too few to rank
A product needs 10 labels in a category before a share or quadrant is stated. Railway was named 8 times in Managed databases and 3 other categories, where Amazon RDS led with 45%. The labels and the evidence are below, counted exactly.
By buyer segmentRead the same way at every buyer size.
In managed databases · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading

Standing by category

Every category where a model named Railway for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.
CategoryFunctionShareRankNegative rateLabelsQuadrantSince September 2026
Managed relational databasesData platform0%14 of 820%5under 10 labels · led by Amazon RDS at 45%▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
Cloud hostingCloud and infrastructure0%35 of 850%1under 10 labels · led by Amazon Web Services at 32%=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
Managed Kubernetes platformsCloud and infrastructure0%37 of 520%1under 10 labels · led by Google Kubernetes Engine at 43%=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
ML platformsData platform0%97 of 107100%1under 10 labels · led by Azure Machine Learning at 21%newNew since September 2026: not ranked then, 0% now.

Movement

Since September 2026, Railway held within the floor in all four categories: no change cleared 11 points.

Best category · Managed databases · by segment

Small business=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
0%from 0% in September 2026
Inside the floor by 11 pointsRank 17 → 18 of 70
Mid-market▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
0%from 4% in September 2026
Inside the floor by 7 pointsRank 8 → 14 of 72
EnterprisegoneNot named this edition; 0% in September 2026.
0%from 0% in September 2026
Inside the floor by 11 pointsNot ranked

All categories · Mid-market

CategorySeptember 2026NowChangeReadingRank
Managed databases4%0%▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Within noiseRank 8 → 14 of 82
Cloud hosting0%0%=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Within noiseRank 27 → 35 of 85
Managed Kubernetes0%0%=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Within noiseRank 19 → 37 of 52
ML platforms0%0%newNew since September 2026: not ranked then, 0% now.New this editionRank 97 of 107, unchanged

Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.

The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions

By model

How each model treated Railway across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
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ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.500101
GPT-5.4 mini00000
Gemini 3.5 Flash01001
Perplexity Sonar00011
Grok 4.2000101
Mistral Small00000
DeepSeek V4 Flash01102
Llama 4 Maverick00000
Qwen 3.7 Flash00000
Kimi K201001
GLM 4.7 FlashX00000
MiniMax M2.500101
GPT-6 Luna00000
Muse Glimmer 30B00000

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.
FramingLabels by classFirst choices
Direct4 labelsNone
Paraphrase4 labelsNone
Comparative5 labels1not counted in share
Budget-constrained9 labelsNone
Scale-constrained6 labelsNone
Negative3 labelsNone
First choiceAlternativeMentionNegative31 labels in all, every segment counted; 0 of the 1 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

Verbatim evidence the judge attached to positive labels.

“Railway - Best for Low-Traffic Apps ... Very affordable entry point; simple setup” Kimi K2 · Managed databases · budget prompt · alternative
“Railway, Render, and Fly.io offer managed Postgres starting around $5–7/month” DeepSeek V4 Flash · Managed databases · budget prompt · alternative
“modern, budget-friendly alternatives to Heroku” Gemini 3.5 Flash · Cloud hosting · budget prompt · alternative

And against it

Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.

“limited GPU support and scaling, making it unsuitable for heavier production AI use” Perplexity Sonar · ML platforms · negative prompt · soft negative

Named alongside

The products named in the same answers as Railway, over the 31 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Railway was named but was not.
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ProductSame answerTook the first choice insteadHead to head
Render13 of 310Not among the top eight
DigitalOcean Kubernetes8 of 314Not among the top eight
Neon8 of 314Not among the top eight
Google Kubernetes Engine7 of 313Not among the top eight
DigitalOcean Managed Databases7 of 311Not among the top eight
Amazon EKS7 of 310Not among the top eight
Azure Kubernetes Service7 of 310Not among the top eight
Fly.io7 of 310Not among the top eight
Supabase6 of 315Not among the top eight
Northflank6 of 311Not among the top eight
A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named Railway. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 27 of the 31 answers that named Railway and are not a share of its labels.

Domains cited

blog.railway.comYour site16
northflank.com16
dev.to8
it-ai-index.com8
spot.rackspace.com7
youtube.com7
digitalocean.com6
medium.com6
reddit.com6
sourceforge.net5

Sixty-nine of the eighty-five domain citations in answers naming Railway came from somebody else's page.

Pages cited

Pages are listed as the models cited them.

Search and answers

railway.com is not in Google's top ten for any of the category's searches. In the answers, Railway takes 0% of first choices and Amazon RDS takes 45%.
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In search

Google, US estimates
Position for “managed relational database service”
–
not in the top ten
Position for “managed relational database services”
–
not in the top ten
Searches for its name, Google
49,500 a month (“railway”)
AI search demand for its name, est.
38,891 a month
Organic visits to its site
about 60,702 a month
Searches its site ranks for
4,728 · 325 in the top three
Sites linking to it
7,534
Paid Google search
No ads found in the estimate; that does not mean it runs none
Ads on GoogleDetailLess
1 ads · 1 text · 0 shown in the last 30 days

First shown May 2026, as CTY TNHH NEFLINK, verified. Ads started 2025-10 to 2026-09: 1 in the year.

On Google's pages: 1

In answers

This edition
Share of first choices
0%
rank 14 of 82 in managed databases
Segment leader
45%
Amazon RDS
First choices
0 across its categories
Named in
31 answers
Its own site cited
in 27 of the answers that named it

Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.

What it publishes

ShowHide
Addresses on railway.com
16,245
subdomains included
Content
800
counted in the table below
Documentation
561
Product · Integration
2 · 0
KindPagesLast 90 days2025-10 to 2026-09LatestCategories named
Comparison313882026-09-27Vector databases, Orchestration
Blog21472026-09-10Feature flags, CDN
Report or ebook152112026-09-25CDN, LLM gateways
Template or tool8812026-09-24
Glossary or explainer2402026-05-26
Conference or event402026-02-26
Podcast or video222026-09-22
News or press212026-09-12
Webinar or virtual event1undated

Most recent

How it is countedHide how it is counted

Every page railway.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.

Names read as Railway

What the judge wrote, as written, with how often. The vendor table decides that these count as Railway; a claim can dispute any of them.
Railway/Render/Fly.io 1

Follow Railway

An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.

Already following? Everything you follow, with a stop for each.

The company

Railway is its own company.
ShowHide

In its own words

Stated by the vendor, not checked
Positioning
The all-in-one intelligent cloud provider
For
Developers
Price stated
Free tier available with pay-as-you-go pricing; paid plans with usage-based pricing railway.com
Starting price
0 railway.com
Free plan or trial
Free tier available railway.com
Certifications
HIPAA BAAsSOC 2 complianceSOC 2 Type 2SOC 3HIPAAGDPREU-US DPFSwiss-US DPF
Hosting
Global regionsConcurrent global regionsCloud regionsUnited States / Selected Railway RegionUnited States, EEA, and user's locationUnited States, EEAUSUS, EU, Singapore
Customers named
BiltG2XMappaCommonBoxOutSportsEvery
Not stated on the pages read
Integrations

What Railway's own pages state, read September 28, 2026: railway.com, railway.com/pricing, trust.railway.com, railway.com/customers, railway.com/partners. A claimed page can correct any of them.

Is this your product?

Claim this page

Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Railway's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Railway, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

What a new claim receivesHide what a new claim receives

A new claim receives the current edition's vendor brief for Railway by email, built from the raw record of the edition. It shows:

  • where Railway is named, by buyer and by framing, and which cells hold its first choices;
  • the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
  • its vocabulary against the segment leader's, and the pages the models cited;
  • who was chosen in the answers that did not name Railway, and every reason the record gives;
  • a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
  • one page of published figures cleared to show a buyer.
The subscriber app

A verification link goes to your work email; an address at railway.com is approved on the spot, any other is reviewed by hand. Your email is never published. Claiming gives no say over labels, shares, verdicts or which quotes appear.