Editorial4 May 2026
Why we need independent AI benchmarks
Editorial pieces on AI model behaviour, benchmark insights, and methodology notes from the Tokonomix Editorial Team.
Coming Q3 2026 →Blog
Insights on AI performance
How models actually behave, not what the marketing says.
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15 Jun 2026
What 23,000 Benchmark Runs Across 220 Models Taught Us About the AI Frontier
We ran 23,000+ benchmark runs across 203 models in six weeks. What the data shows about the compressed AI frontier: cost-efficient models, speed as its own axis, and near-frontier EU-hosted options.
Read →10 Jun 2026
Anthropic ships Claude Fable 5 — and it just topped our vision-QC pilot
Claude Fable 5 — vision-and-reasoning with a 1M-context variant — is live in the Tokonomix catalogue. It was the steadiest vision model in our QC pilot; here are today’s baseline numbers.
Read →5 May 2026
Nano Banana Pro — model deep-dive
Independent technical review of Nano Banana Pro by Google Gemini on tokonomix.ai. Reasoning, coding, multilingual and EU privacy assessment.
Read →2 May 2026
Meta-Llama-3_3-70B-Instruct — model deep-dive
Independent technical review of Meta-Llama-3_3-70B-Instruct by OVH AI Endpoints (GRA) on tokonomix.ai. Reasoning, coding, multilingual and EU privacy assessment.
Read →2 May 2026
Qwen3-Coder-30B-A3B-Instruct — model deep-dive
Independent technical review of Qwen3-Coder-30B-A3B-Instruct by OVH AI Endpoints (GRA) on tokonomix.ai. Reasoning, coding, multilingual and EU privacy assessment.
Read →1 May 2026
Self-host LLM vs cloud — total cost & reality check 2026
When does self-hosting an open-weights LLM beat the cloud APIs? Real numbers on GPU TCO, latency, throughput and operational toil.
Read →1 May 2026
EU AI Act compliant LLMs — 2026 shortlist
Which LLMs meet EU AI Act expectations on transparency, data residency and provider obligations? A practitioner shortlist with caveats.
Read →1 May 2026
GPT-5 vs Claude Opus 4.7 — real test results 2026
Head-to-head benchmark: GPT-5 vs Claude Opus 4.7 on reasoning, code, multilingual, latency and cost. Tokonomix data, no PR spin.
Read →1 May 2026
How we test LLMs — Tokonomix benchmark methodology 2026
Our published methodology for the Tokonomix LLM leaderboard: categories, judge-LLM scoring, multilingual coverage, contamination control.
Read →1 May 2026
Best LLM for Dutch legal text — 2026 head-to-head
Which large language model handles Dutch legal text most reliably? Tokonomix tests reasoning, citation accuracy and EU privacy on real jurisprudence.
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