Monthly index · October 2026

What do AI models pick when you ask them to set up a new app?

In October 2026, 9 models were asked to set up 24 kinds of tool in 4 contexts. For authentication, the most named tool was Auth.js: 25 of 70 picks (36%).

Measured 2026-10-19, prompt set 2026.1.

900

parsed picks

94% of 957 calls

9

models

API and chat

24

categories

4 contexts each

1%

custom / DIY

picks that build it instead

Model pick, not a product recommendation. It shows what language models name when asked without any constraints. It is not a statement about quality, security, price or market share.

Most named tool per category

Full October 2026 issue
Most named tool per category, October 2026. Share of all picks in the category; n = number of picks.
CategoryMost namedShareNote
AuthenticationAuth.js36%first data point
DatabasePostgreSQL19%No clear favourite
ORM and query layerPrisma48%first data point
HostingVercel57%first data point
File storageAmazon S340%first data point
Background jobsBullMQ40%first data point
SearchMeilisearch46%first data point
RealtimeSupabase Realtime33%No clear favourite
CachingRedis38%No clear favourite
Scheduled jobsVercel Cron Jobs46%first data point
PaymentsStripe86%first data point
Transactional emailResend39%No clear favourite
Newsletter and marketing emailLoops33%No clear favourite
Error monitoringSentry88%first data point
Web analyticsPlausible67%first data point
Product analyticsPostHog92%first data point
Feature flagsPostHog46%No clear favourite
UI componentsshadcn/ui71%first data point
FormsReact Hook Form67%first data point
CMSSanity46%first data point
Internationalisationnext-intl67%first data point
AI SDKVercel AI SDK54%first data point
Rate limiting and bot protectionUpstash Ratelimit38%No clear favourite
Cookie consentKlaro38%No clear favourite

First data point: changes against the previous month appear from the next issue.

What stands out

  • File storage has the highest share of custom or do-it-yourself answers: 3 of 62 picks (5 percent).
  • In Product analytics the most named tool, PostHog, was picked in 22 of 24 runs (92 percent).
  • Database is the most spread out: the most named tool was picked in 19 percent of 67 runs.
  • In 8 of 24 categories the most named tool in the EU context differs from the most named tool overall.
  • In 17 of 24 categories the most named tool differs between the Next.js and the FastAPI context.
  • Custom or do-it-yourself answers by model family range from 0 percent to 3 percent (4 of 155 picks for the highest).

Categories

One page per category with shares, sample sizes and the prompt in full.

Comparisons

Most picked tools

Models

Open data

Download the picks as CSV or JSON, and the prompts. CC BY 4.0. Data page · Methodology · EU context

Cite this index

Agent Stack Picks (October 2026). What AI models pick for a new app: monthly index, issue 2026-10. https://agentstackpicks.com/2026/10. CC BY 4.0.