Blog

Benchmark Series #2: Autark on LiveBench

Benchmark Series #1: Autark on KWBench

Flash, Pro, Ultra → Autark: Why We Killed Our Own Product Tiers

How to Build the Internal Business Case for Private AI in 30 Minutes

You do not need a 40-page deck. You need four numbers, a risk frame, and a rollout plan. Forward this to whoever signs the budget.

What Happens to Your Prompts When Employees Use ChatGPT at Work

Most companies have an AI adoption problem and an AI governance problem. They are not the same thing. Here is where employee prompts actually go, and what IT should do about it.

AI Act Readiness for EU Companies: What to Fix Before August 2026

The Digital Omnibus changed several deadlines. August 2026 is not a non-event. Here is what still applies and what deployers should do now.

Zero Data Retention vs "We Don't Train on Your Data": A CTO Checklist

Enterprise AI agreements promise a lot. Architecture tells the truth. Here is how to evaluate what actually happens to your prompts.

Streaming, Latency, and the Myth of the Proxy Tax

Teams worry a routing layer will slow them down. Here is where latency actually comes from, and why routing often wins on total response time.

When Cheap Models Beat Frontier Models: Six Workloads We Tested

Flagship pricing makes sense for hard reasoning. For these six everyday tasks, routed models match quality at a fraction of the cost.

How We Pick the Right Model for Each Request

There is no single best model. Autark identifies each task and routes it to the model proven best for that type of work.

The Five-Minute Migration: Moving from OpenAI to Autark Without Rewriting Your App

You do not need a rewrite. Change your base URL, swap your API key, and run a smoke test. Here is the full migration checklist.

What Sovereign AI Actually Means (And What Vendors Get Wrong)

EU region hosting is not the same as sovereignty. Here is the difference between residency, compliance, and real control over your AI pipeline.