The OCEAN SOFT blog

Field notes on building
AI SaaS that hold up

Analyses, field reports and opinions on AI SaaS, RAG, agents and data sovereignty. No buzzwords, no fluff.

2026 editorial roadmap

The topics we cover

Six structural axes to understand the AI SaaS industry and build products that last.

RAG & knowledge

Hybrid embeddings, re-ranking, continuous evaluation. The information pipeline that grounds LLMs in your data.

Agents in production

Narrow scope, human-in-the-loop, end-to-end observability. What holds up beyond the demo.

Sovereignty & GDPR

INPDP, GDPR, AI Act, EU and sovereign hosting. Why compliance precedes code.

Pricing & business model

Usage-based, outcome-based, hybrid. How to bill for value when marginal cost is variable.

Architecture & infra

Stacks, model choices, monitoring, GPU costs. Technical decisions that scale.

Field reports

Pilots, rollouts, post-mortems. What works, what fails, and why.

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