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Insights

Practical AI implementation guides, comparisons and the business implications of global developments.

12 articles listed

5 min readModels and tools

Should You Request Gemini 4 Argon Access Now?

Gemini 4 Argon is limited to vetted cyber defenders. Which security teams should seek Fairwind access, and which buyers should wait?

7 min readStrategy and lessons

Should Alibaba Cloud Join Your Enterprise AI Vendor Shortlist?

Alibaba plans EU cloud regions, but launch dates, regional pricing, processing terms and Hungarian-language evidence are still missing.

7 min readModels and tools

Should You Switch to GPT-6 Sol or Luna Now?

List prices fell, but switch only if 30–50 local-language cases show a lower cost per successful task at the required quality.

8 min readModels and tools

Is It Worth Switching to Claude Opus 5.5 Now?

Opus 5.5 cuts input and output prices by 20% and cache-read prices by 60%. Which workloads merit a pilot?

7 min readStrategy and lessons

How Much Do SEO and GEO Optimization Cost in 2026?

Hungarian SEO prices by band: audit, one-off optimization, retainer, hourly rate. What GEO costs at home and abroad, and what a one-off package covers.

6 min readAI adoption and costs

Who Builds AI Agents for Repetitive Office Tasks in Hungary?

Leventech, AIWORKS, Hiflylabs, Neuron Solutions, R-Szoft and SocialPro build AI agents. When you need one, what to ask for before the quote, how to sort them.

9 min readStrategy and lessons

Should You Test ChatGPT Ads Now on Shopify or in HubSpot?

From 16 September HubSpot connects to ChatGPT Ads; the Shopify app opened in the US and follows on the 23rd where ChatGPT Ads run. Who tests, who waits.

6 min readModels and tools

Should You Retire Your Own Agent Orchestration for OpenAI's Managed Harness?

OpenAI now runs session orchestration, compaction and recovery. When to start a comparison pilot, and when to sit out the public beta.

9 min readStrategy and lessons

Siri AI in the EU: What to Do With Your Company iPhones and Macs

Apple shipped Siri AI on 14 September, but it skips EU iPhones, iPads and Watches. What to plan for your fleet, and what to leave alone for now.

10 min readModels and tools

Which Proprietary AI Model Should Run Your Enterprise System in Autumn 2026?

Nine proprietary models from four vendors: list price, cache reads, context window, clouds and EU data handling. When is each the reasonable choice?

8 min readEU AI Act and compliance

Should You Enable GPT-6 Astra After the Critical Cyber Classification?

OpenAI tightened the GPT-6 Astra system card on 9 September. What it means for access control, logging and your procurement file in Hungary and CEE.

8 min readModels and tools

Should GPT-6 Astra or Claude Fable 5.1 Run Your Enterprise System?

Same list price, cache reads at a quarter on Fable 5.1, and a different leader depending on who ran the benchmark. When each model is the reasonable choice.