A Fresh Look In Two Days: Gewerkton’s Experiment With AI Agents
AIThis post was created with the assistance of artificial intelligence (AI).
Disclosure: Gewerkton is built by our publisher — we build it ourselves and write down what we learn.

🔍 Read the full analysis: A Fresh Look In Two Days: Gewerkton’s Experiment With AI Agents on ThorstenMeyerAI.com

Prime Big Deal Days · Oct 6–7Offer from Amazon

Get school and study supplies delivered free — and shop member deals

  • Fast, free delivery on millions of items
  • Access to Prime Big Deal Days deals on October 6–7
  • Prime Video, Amazon Music and more included
Start your free Prime trial Free trial for eligible customers · Cancel anytime
As an affiliate, we earn on qualifying purchases.

TL;DR

Gewerkton says its AI coding agents implemented a redesign across its apps, Studio, icons and multilingual website on 2–3 October 2026. Founder Thorsten Meyer approved the plan and released each part, while human visual checks caught problems automated tests missed. The company’s publisher built Gewerkton, and the account does not provide independent verification of its reported results.

Gewerkton, a construction-site documentation tool, says it replaced the look of its web and phone apps, Studio, icons and multilingual website with a design called HORIZON over 2–3 October 2026, using AI coding agents for implementation. Founder Thorsten Meyer approved the written plans, inspected results and released each part; the account comes from the publisher, which disclosed that it builds Gewerkton.

The reported work covered the web app, iPhone and Android app, Studio, 26 icons and a website with 529 pages in 40 languages. Gewerkton says the website was uploaded in 1,583 files without an error. Its phone app received version 0.5.0 in the new look, while Studio was updated for light and dark modes. The icons were re-rendered in Blender in cobalt and navy.

The website also received 228 AI film runs for five regions, 222 with regional versions, as well as eight help videos. The company says “two days” describes execution from an approved plan to the live website, not the start of design work: an interim draft dated 26 September was already available.

According to the account, agents worked in a separate code copy and branch. Meyer approved the plan and released each part after review. Films showing the redesigned interfaces were held until he had approved the screens, and paid film reruns also required his explicit approval. Apple’s program-license agreement presented another human gate: only Meyer could accept it, and the iPhone build was blocked until he did.

At a glance
reportWhen: Implementation and launch reported for…
The developmentGewerkton’s publisher says AI coding agents carried out a two-day implementation of the product’s HORIZON redesign under founder Thorsten Meyer’s approval and review.
A Fresh Look In Two Days: Gewerkton’s Experiment With AI Agents

FIELD REPORT / AI-ASSISTED DEVELOPMENT

A Fresh Look In Two Days

Gewerkton says AI coding agents implemented its HORIZON redesign across apps, Studio, icons and a multilingual website on 2–3 October 2026. Founder Thorsten Meyer approved the plan and each release; human visual checks caught problems automated tests missed.

Implementation2–3October 2026
Website529pages · 40 languages
Visual assets26icons re-rendered
Film runs228AI runs across five regions

01 / SCOPE

A broad redesign, several surfaces

The company says the same HORIZON look reached customer-facing apps, internal Studio, visual assets and a large multilingual website.

PRODUCT

Web and phone apps

The web app was checked across 200 views, four languages, three screen widths, and light and dark modes. The phone app received version 0.5.0.

STUDIO + ICONS

Updated for both themes

Studio was updated for light and dark mode. 26 icons were re-rendered in Blender using cobalt and navy.

PUBLISHING

Website and regional media

The site was uploaded in 1,583 files. The report also lists five-region film work and eight help videos.

02 / RELEASE PATH

Agents implemented; a person released

According to the publisher, work happened in a separate code copy and branch, with approval points before changes reached production.

Plan approved

Written plan listed open choices, options and recommendations for Meyer to review.

Agents build

Coding agents worked on their own branch to implement the accepted design.

Human review

Meyer inspected screens and visual results; films were held until screens were approved.

Release gates

He released each part, approved paid film reruns and accepted Apple’s license agreement.

03 / HUMAN QUALITY CHECKS

Tests passed; visible defects remained

The account shows where visual inspection and accessibility checks added value beyond automated test results.

DARK MODE · ICONS

White tiles covered nearby labels

Meyer spotted a problem the automated checks had missed. The fix made pale image areas transparent, added a separate dark-mode variant, and corrected a layout where a navigation style overrode the intended columns. Gewerkton says it went live that evening.

MEDIA · FILMS

Color masking missed red in shadows

Visual review found red missed by automated masking in shadows and warm backlighting. The team reports 24 files cleaned; ten regional versions temporarily used the European cut, and nine were later reshot with approval.

Initial cobalt4.38:1→Darkened cobalt4.80:1

The reported working target was 4.5:1 against a light background under WCAG 2.1 AA.

04 / TEST SNAPSHOT

Reported checks and open issues

These figures are supplied by Gewerkton. They are useful context, but the source does not include independent test evidence.

AUTOMATED TESTS

High pass counts do not settle visual quality.

The publisher reports complete passes for the phone app and Studio. It also reports existing web-app failures and uneven film production.

Phone app
853/853
Studio
2,158/2,158
Web failures
8 tests
Film runs done
208/228
0100% for completed suites / runs

The eight web-app failures were spread across seven files; six files failed the same way on the main branch, and one issue passed when run alone. Gewerkton says the redesign did not cause or fix them.

05 / WHAT THE REPORT ESTABLISHES

Useful account, limited verification

The publisher disclosed its relationship to the product. No outside auditor, customer assessment or non-agent comparison is cited in the supplied material.

QuestionWhat Gewerkton reportsWhat remains unclear
Was it two days from scratch?Execution ran 2–3 October, from an approved plan to a live site.An interim design draft existed on 26 September.
Was it fully autonomous?Agents implemented changes; Meyer approved plans, reviewed and released each part.The account does not compare outcomes with another workflow.
Were all checks clean?Phone and Studio test suites reportedly passed; web upload was rechecked.Eight web tests failed; film production paused at a 38% job failure rate.
What did it cost?About $134 in actual film costs is stated.No total redesign budget or final film success rate is provided.

Gewerkton says production paused after 208 of 228 runs when 38% of jobs were failing. The account does not establish whether every regional version is now final.

06 / NEXT MILESTONE

Android fixes are queued

The report names a follow-up release, while leaving its date and the remaining regional film schedule open.

Five findings from Pixel 10a testing

Gewerkton says five major findings are scheduled for Android 0.5.1, none classified as a blocker. One camera-screen issue split buttons in the middle of words after type size and padding increased. The German cancel label now wraps onto two lines.

TRACEABILITY / TAKEAWAY

From generation to accountability

The report’s practical lesson is that generating code and accepting a release are different jobs.

“The cobalt reached a contrast of 4.38:1 against the light background, short of the 4.5:1 working standard.”

Gewerkton’s account of its contrast review

“Production was paused after round nine because 38 percent of jobs were failing.”

Gewerkton’s account of film production

Human Review Caught Design Failures

The account illustrates a practical limit of AI-assisted software work: passing tests did not catch every visible defect. Meyer noticed that the first icon version’s white tiles covered nearby labels in dark mode. The fix combined image processing to make pale areas transparent, a separate dark-mode variant and a layout correction after a navigation style overrode the intended column. Gewerkton says the fix went live that evening.

There were also accessibility and media-quality checks. The original cobalt had a 4.38:1 contrast ratio against a light background, below Gewerkton’s stated 4.5:1 working standard under WCAG 2.1 AA. The color was darkened to reach 4.80:1. In the films, automated red-color masking missed red in shadows and warm backlighting. Visual review found examples that led to 24 files being cleaned and 10 regional versions temporarily replaced with the European cut; nine were later reshot with Meyer’s approval.

These details matter to teams considering agent-led development because they show the difference between generating changes and accepting them for release. In Gewerkton’s account, agents handled implementation, but decisions involving accessibility, visual quality, paid reruns and publishing remained subject to human review. The report is a company’s own account, not an independent evaluation of agent performance.

Amazon

AI coding assistant software

As an affiliate, we earn on qualifying purchases.

As an affiliate, we earn on qualifying purchases.

A Draft Preceded the Two-Day Build

Gewerkton is built in Iffeldorf, Bavaria, by Thorsten Meyer, who says he directs a fleet of AI coding agents using Codex and Claude. The publisher’s disclosure is relevant: it both develops the product and is reporting on the process. No outside auditor or customer assessment is cited in the supplied material.

The work began from an interim design draft dated 26 September. For the implementation, the written plan listed open choices, options and recommendations; Meyer says he approved the recommendations. The agents then worked on their own branch. The source describes a sequence of reviewed releases rather than one unattended instruction to redesign and publish the entire product.

Testing covered multiple sizes and languages. Gewerkton reports that the web app was checked across 200 views in English, German, Japanese and Hindi, at widths of 390, 834 and 1,440 pixels, in light and dark modes. It says the phone app passed 853 of 853 tests and Studio passed 2,158 of 2,158; the website passed seven test suites and was rechecked in a browser after upload across five regions.

““Two days” cover the execution, from the approved plan to the live website.”

— Thorsten Meyer and Gewerkton, in the publisher’s account

Amazon

multilingual website development tools

As an affiliate, we earn on qualifying purchases.

As an affiliate, we earn on qualifying purchases.

Test Results Leave Open Questions

The reported figures and outcomes come from Gewerkton’s publisher, which disclosed that it builds the product. The supplied account does not include an independent audit, outside user feedback or a comparison with a non-agent redesign. It also does not specify the full cost of the redesign: the only stated cost figure is about $134 in actual film costs, not a total project budget.

Not every test result was clean. Gewerkton reports eight failing web-app tests across seven files; six files failed in the same way on the main branch, while one failure depended on test order and passed when run alone. The company says the redesign did not cause those failures but did not fix them. The account does not provide enough detail to assess the tests independently.

Film generation was also uneven. Gewerkton says it paused production when 38 percent of jobs were failing, after 208 of 228 runs had been completed. It reports that later visual checks led to edits and reshoots, but does not give a final success rate for all attempts. The source also does not establish whether every regional version is now final.

Amazon

UI icon design software

As an affiliate, we earn on qualifying purchases.

As an affiliate, we earn on qualifying purchases.

Android Fixes Are Due in 0.5.1

Gewerkton says five major findings from testing on a Pixel 10a are scheduled for Android version 0.5.1; none was classified as a blocker. One issue involved camera-screen buttons breaking in the middle of words after the redesign increased type size and padding. The German cancel label now wraps onto two lines.

The account also says nine regional film versions were reshot after the visual review and passed checks. It does not give a release date for version 0.5.1 or say when all remaining regional film work will be complete. Those are the clearest next milestones identified in the report.

Amazon

AI-powered app development tools

As an affiliate, we earn on qualifying purchases.

As an affiliate, we earn on qualifying purchases.

Key Questions

What did Gewerkton change?

Gewerkton says it applied the HORIZON design to its web and phone apps, Studio, 26 icons and a 529-page website available in 40 languages. The website also received region-specific AI film work and eight help videos.

Did the agents complete the redesign without human involvement?

No. According to the publisher, Thorsten Meyer approved the written plan, reviewed results and released each part. He also approved paid film reruns and handled an Apple license agreement that blocked the iPhone build.

Was the work completed from scratch in two days?

Not entirely. Gewerkton says the two days, 2–3 October 2026, covered implementation from an approved plan to the live website. An interim design draft had been prepared on 26 September.

What problems did the team report?

Human review found icon tiles that obscured labels in dark mode and film recoloring that missed red in shadows or warm light. The company also reported eight web-app test failures it said were not caused by the redesign, plus five major Android test findings scheduled for version 0.5.1.

How much did the redesign cost?

The source gives one cost figure: about $134 in actual film costs. It does not state a total project cost, including development time or other expenses.

Source: ThorstenMeyerAI.com

HALLOWEEN

Halloween Picks

As an affiliate, we earn on qualifying purchases.

You May Also Like

Boost Data Center Performance With Precise Rack Deployment Tracking

A new rack-by-rack deployment tracker for data centers is being tested, promising improved progress visibility and earlier blocker detection for operators.

Why AI Is The Key To Surprises-Free Plumbing & HVAC Projects

Artificial intelligence is enabling error-free plumbing and HVAC projects, reducing delays and costs through precise coordination and planning.

10 AI Advancements That Will Define 2026

Explore the 10 most impactful AI innovations expected to define 2026, including breakthroughs in natural language processing, autonomous systems, and ethical AI.

Contractor onboarding checklist for small construction firms

A new onboarding checklist for small construction firms is being tested to streamline subcontractor onboarding, improve efficiency, and reduce admin gaps.