AI agents & custom models

Agents are only useful when you trust them. We build agents with approvals and audit trails at the core: reads run freely, writes and deletes go through an approval step, and every action leaves a receipt.

When your data cannot leave your boundary, or general models miss the language of your business, we select an open-source model, tune it on your data and host it privately, with retrieval that keeps answers grounded in your documents.

What we build

• Workflow agents connected to your tools
• Approval, permission and audit-trail layers
• Evals written against your real tasks
• Fine-tuned and distilled open-source models
• Private hosting and retrieval pipelines

What you get

• Agents that stay inside the guardrails you set
• A full, reviewable log of every action
• Quality measured before and after every change
• Models tuned to your domain and hosted where you choose
• Predictable cost and latency, no per-token surprises

How we work with you

We start from one workflow worth automating, build it with approvals, measure it against evals, and expand once it earns trust. Model choices are benchmarked on your workload.

Why Apprika

Open-source first means no lock-in. Prompts, tools, evals, weights and infrastructure are delivered into your accounts.