AI visibility score
3.9/ 10Weak

#271,533 of 365,646 in Automotive

As of 2026-10-01 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

Forma Frontpage - Ingenjörsbyrå FORMA AB

Forma Frontpage - Ingenjörsbyrå FORMA AB

Unclaimed

ibforma.com · Automotive

Borderline visible. AI bots can crawl Forma Frontpage - Ingenjörsbyrå FORMA AB, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.

Monitoring for AI engine activity

In the Engagemii AEO index

#271,533 of 365,646 in Automotive for AI visibility

4

AEO Visibility

i

Near-invisible · 3.9/10

0

Muse Index Score

i

AI agent readiness

Basic · 0/100

0

AI Adoption

i

None detected · 0/100

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About Forma Frontpage - Ingenjörsbyrå FORMA AB

from our crawl and measurement

Forma Frontpage is a business whose own site puts it this way: "Gör om & gör rätt Går du i tankar att byta materiali din produkt, och sänka ditt CO2-avtryck?Vi har kunskapen, kontakterna och engagemanget som krävs,och hjälper dig gärna med hela." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.9 out of 10.

Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList) and a readable heading structure. It is missing an llms.txt file and a sitemap.

Industry · Automotive
Last scored · Oct 1, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Strong

Clear headings and answer-style content.

Entity Clarity

Fair

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Weak

Experience, Expertise, Authority, Trust markers.

Technical AEO

Fair

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

Good

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Weak

No inbound links found yet.

Domain Authority

Weak

Little domain authority yet.

Reference Presence

Weak

Not in AI knowledge graphs yet.

News & Press

Weak

No press coverage found yet.

Community

Weak

No community discussion yet.

Social Mentions

Weak

No social discussion found yet.

What this score means

Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 3.9/10, Forma Frontpage - Ingenjörsbyrå FORMA AB is crawlable but under-signaled - fixable, and the signals above are where to start.

Frequently Asked Questions

Hur viktigt är hållbarhet i din produktutveckling?

Vår spetskompetens är plastkonstruktion och vi tar gärna ett helhetsansvar för våra kunders utmaningar. Vi vill samarbeta med dig som prioriterar hållbarhet i dina produkter. Vår målsättning mot 2026 är bli en hållbar teknisk partner till den tillverkande industrin. I över 25 år har vi sysslat med genomtänkt produktoptimering på olika sätt – nu ska vi se till att hållbarhet är en uttalad del av detta.

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Picked for Forma Frontpage - Ingenjörsbyrå FORMA AB: How-To

How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide

The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.

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Source & Attribution

Scored by Engagemii on October 1, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/ibforma

Cite this score: Engagemii (2026). "AEO Score for Forma Frontpage - Ingenjörsbyrå FORMA AB." Retrieved from https://engagemii.com/aeo/brands/ibforma

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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