FAQ

Common questions

Short answers to what people usually ask before writing to us.

Q1What does Anveth do?

We're a software engineering studio. We build data systems, backend services, dashboards, and internal tools — and we integrate AI into them where it genuinely helps. The software a business runs on, but rarely shows to the outside world.

Q2What does "AI enablement" actually mean here?

Three things. Putting language models behind real workflows in your product or operations (retrieval, extraction, copilots, agents). Setting up the engineering around them — evaluation sets, monitoring, cost control, fallbacks. And helping your own developers adopt coding agents and AI tooling safely so they ship faster.

Q3Do we need AI at all?

Often not, and we'll tell you. A lot of "AI" problems are data-plumbing or rules-engine problems in disguise. We usually start with a short assessment that ends in a written recommendation, which is sometimes "don't".

Q4Which models and providers do you work with?

Claude, OpenAI, and Gemini APIs, as well as open-weight models on your own hardware or private cloud. We design systems so the model is swappable; choice is driven by your accuracy, cost, latency, and data-residency constraints.

Q5How do you handle accuracy and hallucination?

Every AI feature ships with an evaluation set built from your real cases, so accuracy is measured before launch and tracked after. Answers are grounded in retrieved sources, low-confidence outputs route to a person, and high-stakes actions always require confirmation.

Q6What kinds of projects do you take on?

Anything from a single focused build to long-running engineering work. We're most at home with real-time data, backend infrastructure, AI integration, and tools that need to stay reliable under daily use.

Q7How do engagements and pricing work?

We start by scoping the problem together, then build in small, visible increments so you can steer along the way. Pricing depends on scope — fixed-price for well-defined builds, monthly for ongoing support — and we lay it out clearly before anything starts.

Q8Do you maintain what you build?

Yes. Most systems need attention long after launch — and AI features especially, since models and prices change. We offer ongoing support and stay involved as things grow.

Q9How do we get started?

Email us at contact@anveth.io with a few lines about what you're working on. We read everything that comes in and usually reply within a couple of days.

Still have a question? Reach us at contact@anveth.io.