Index › GTM › Products › Reform.app · November 2026 Edition
Customer intelligence and data science · Named, not ranked

Reform.app

reform.app ↗

–Too few to rank
2/14Models named it
0First choices
0Warnings
November 2026 Edition · all company sizes counted.
Ranked inCustomer intelligence and data science #121 mid-market
What AI models recommend

Named, too few times to rank.

A product needs 10 labels in a category before a share is stated. Reform.app has 1.

Why models recommend it

No positive label carried a quote.

What gives them pause

No model argued against it.

Also on the shortlist

The products named in the same answers as Reform.app, over the 2 answers that named it, and how often each was the first choice instead.

A side-by-side page exists where both products are among a category's top eight.

At a glance

Stated on Reform.app's own site, not checked by Gane.

For
marketers
Price stated
Free Plan: no credit card required
Starting price
0
Free plan or trial
Free Plan: no credit card required
Integrations
10 · 9 (its own pages disagree)
Customers named
Transistor.fm, reel.energy, SavvyCal, ZipMessage, MicroConf/TinySeed, Flamingo, Conversion Factory, Close
Visit reform.app ↗

How this is measured

Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.

Gane sells AI visibility software. No company can pay to change a result.

Read the method →

Sources returned with these answers

The sites and pages the answers that named Reform.app came back with. A fact about retrieval, not a cause of the answer.

Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 2 of the 2 answers that named Reform.app and are not a share of its labels.

Domains cited

cometly.com1
elementor.com1
expertinsights.com1
learn.g2.com1
netcore.ai1
privado.ai1
questionpro.com1
reform.appIts own site1
salespanel.io1
secureprivacy.ai1

Nine of the ten domain citations in answers naming Reform.app came from a third party's page.

Pages cited

Pages are listed as the models cited them.

By model

How each model answered on Reform.app across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ModelFirst choiceAlternativeMentionWarningLabels
Claude Haiku 4.500000
GPT-5.4 mini00000
Gemini 3.5 Flash00000
Perplexity Sonar00000
Grok 4.2000000
Mistral Small00000
DeepSeek V4 Flash00000
Llama 4 Maverick00101
Qwen 3.7 Flash00000
Kimi K200000
GLM 4.7 FlashX00000
MiniMax M2.500000
GPT-6 Luna00000
Muse Glimmer 30B00000

What it publishes

Addresses on reform.app
931
subdomains included
Content
792
counted in the table below
Documentation
48
Product · Integration
0 · 8
KindPagesLast 90 days2025-11 to 2026-10LatestCategories named
Blog6901942026-10-06CRM, Enrichment
Template or tool50372026-09-30CRM
Comparison47462026-09-09CRM
Glossary or explainer332026-08-12Enrichment
Report or ebook222026-08-12
How it is countedHide how it is counted

Every page reform.app 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. Of its titles that name a category, most name CRM (43); 0 name the category the models place it in. Read October 5, 2026.