TEKNORA Logo
TEKNORA

Blog

Insights, product updates, engineering notes

Enjoying the blog? Get a handpicked post in your inbox weekly.Roughly one email per week. Unsubscribe with one click.
A whiteboard half-erased, with a single engineer staring at a diagram they wrote six months ago and no longer recognise.

Comprehension Debt Is the Real AI Tax

AI-assisted engineers score 17% lower on comprehension of their own code. The codebase looks fine. The humans who shipped it can no longer reason about it under pressure.

#ai-engineering#technical-debt#mittelstand
8 min read
A shared Excel workbook projected on a warehouse office wall, multiple hands reaching for the keyboard

Killing the Excel Workflow: How Mittelstand Teams Actually Replace Spreadsheets

A pragmatic migration pattern for replacing the shared Excel file that runs your business — without breaking operations or forcing change management.

#excel#mittelstand#migration
9 min read
Bilingual interface mockup showing English and German side by side with a long German compound word overflowing a button

i18n Done Right for DACH Products: What Most SaaS Gets Wrong About German

Sie vs du, compound-word overflow, DIN 5008, hreflang, and the translation workflow that survives scale. Hard-won i18n lessons for DACH SaaS.

#i18n#localization#dach
8 min read
A fibre-optic patch panel glowing in a dim European data centre, suggesting distributed edge infrastructure.

Running a Product on Cloudflare Edge: What We Gained, What We Gave Up

We ship real SaaS on Workers, Pages, D1, and Workers AI. A hands-on tour of the limits that actually bite, and when we tell clients to leave.

#cloudflare#edge-computing#next-js
8 min read
Architecture diagram showing personal data flowing through residency, consent, deletion, and audit boundaries

GDPR by Design: Engineering Patterns for SMB Software (Not Legal Advice)

Concrete engineering patterns for residency, consent, deletion, audit logs, and vendor review — drawn from shipping products for German Mittelstand clients.

#gdpr#privacy-engineering#data-residency
8 min read
Whiteboard sketch of a workflow diagram replacing a stack of SaaS logos

The 35% Flip: Why Teams Are Replacing SaaS With Custom Builds

The build-vs-buy math changed in 2024–2026. Here are the SaaS categories flipping first, a break-even model, and the ones to keep.

#build-vs-buy#saas#architecture
7 min read
Conceptual diagram of an AI agent with a scoped, short-lived identity token separate from a human user's credentials

Agents Aren't Users: The Identity Crisis Behind 88% of Enterprise AI Incidents

Most enterprise AI incidents aren't prompt injection. They're agents running with scopes they should never have had, under credentials no one can revoke cleanly.

#ai-agents#identity#security
10 min read
A code diff on a reviewer's screen, half of it tinted red to represent AI-authored lines that reviewers have not internalised.

The 23.5% Problem: Why AI-Assisted Pull Requests Ship More Incidents

AI lifts PR throughput 20% and incident rate 23.5%. Net: more outages. Here are the code-review disciplines that close the gap without banning the tools.

#ai-engineering#code-review#engineering-management
7 min read
Diagram contrasting a stalled AI pilot with a narrow-vertical production deployment

Why Mittelstand AI Projects Fail — and the Pattern That Actually Works

Mittelstand AI spend is shrinking while failure rates climb. The patterns are diagnosable — and the narrow-vertical approach that actually ships.

#ai#mittelstand#engineering
7 min read
A precision mechanical workshop in the Swabian Alb at dusk, symbolising disciplined engineering over hype.

Security Before Speed: How the Mittelstand's Caution Became an AI-Era Advantage

German SMEs are outpacing their Silicon Valley counterparts on AI adoption while getting hit with fewer incidents. The caution turned out to be the moat.

#mittelstand#ai-governance#nis2
7 min read
Two puzzle pieces labelled SaaS and custom, joined by a clean API seam

Composable by Default: SaaS for Commodity, Custom for Competitive Advantage

A 5-point framework for drawing the SaaS/custom boundary, backed by 2025–2026 data on replacement rates, price inflation, and EU Data Act portability.

#build-vs-buy#composable-architecture#saas
7 min read
Newsletter

A random post, once a week.

Enter your email and we'll send you a handpicked article from our archive — no sales, no spam.

Roughly one email per week. Unsubscribe with one click.

Navigation

  • Blog

Quick Links

Stay in the loop

One handpicked article from our blog, in your inbox every week.

TEKNORA e.K.© 2026 Teknora e.K. All rights reserved.