No AI vs agent-operated.

The Problem

A file cabinet with no intelligence

An agentic DAM isn't a place where files sit. It's a system where AI agents understand, organize, retrieve, and act on your assets — under your team's direction. Razuna is the opposite: it stores files and doesn't understand them. There's no built-in AI to write titles, apply keywords, draft descriptions, or organize what lands — every asset is a manual job. In an era where the work can do itself, that's the gap that matters most. No autonomous ingestion, no conversational control, no agents, no model choice. Just a place to put things.

The open-source promise is gone, too. Razuna's open-source repository is archived as "legacy, no longer maintained." If you chose Razuna because it was open and self-hostable, that door has closed — the team has moved to a hosted product billed per terabyte.

And search — the one job a DAM can't fail at — is a known pain point. User reviews repeatedly call out weak search. When finding assets means remembering exact filenames, the tool isn't doing the thing it exists to do.

The Answer

Agentic from the first commit

• You stay in control. You define the taxonomy, brand voice, naming rules, and approval logic. Agents apply them at scale — describing, enriching, classifying, and organizing every asset to your standards, not generic defaults. Leverage, not replacement.
• Autonomous ingestion. Drop a file in and AI agents catalog it the moment it lands — title written, keywords applied, description drafted, made findable. No queue, no manual work. 10,000 assets organized in the time it took to do ten.
• Conversational workflow. Manage the whole library in plain language: "Find the photos from the Johnson shoot that still need descriptions and enrich them." Say it, it's done.
• Native MCP server + agent-ready API. Your own AI agents can drive BETTER! directly — search, describe, organize, publish — within the rules your team sets. Agent-operated, not just AI-powered.
• Search that actually finds. Semantic search finds assets by meaning, not just keywords, in sub-50ms. The thing Razuna users keep asking for.
• Deep video understanding. We don't just store video, we understand it scene by scene and transcribe every word — so you can search inside footage and jump to the moment something happens.
• 300+ models, one key. Yours, wherever. Claude, GPT, Gemini, or your own local and air-gapped models — no lock-in. Self-host in one command or run fully managed, with no per-terabyte surprise. You own your data and your intelligence layer.

Feature Comparison

Side by side

Green = shipped today. Yellow = planned. Red = missing or weak. Gray = legacy or partial.

The honest version: Razuna is a real, working storage product with a genuine hosted offering. BETTER! is an agentic product where the intelligence does the cataloging before you ask. Storing assets and understanding them are not the same job.

Honest Take

When Razuna makes sense

• You are already running it and migration is not worth the effort yet. Switching costs are real, and if Razuna is working for your current workflow, there is no urgency to move.
• You need a pure cloud SaaS with zero infrastructure management. Razuna's hosted offering means you never touch a server. For some teams, that simplicity is worth the per-TB cost.
• Your library is small enough that $99 per month per terabyte is a rounding error in your budget.

Razuna's hosted SaaS genuinely works for teams that want zero infrastructure and have small libraries. But if you want assets that catalog themselves on arrival, a library you manage by talking to it, search that finds by meaning, and the freedom to run any AI model — including offline — that's a different kind of product. There is a BETTER! option.

Is It Time?

Who should switch

• Teams tired of cataloging by hand. If your DAM has no AI doing the work, you're doing a machine's job. BETTER! describes and enriches every asset the moment it lands and lets you manage the rest in plain language.
• Anyone who chose Razuna for open source and self-hosting. That door is closed — the repository is archived. BETTER! self-hosts in one command and you own your data and your intelligence layer.
• Organizations frustrated by search quality. If finding assets means remembering exact filenames or scrolling through irrelevant results, you deserve better. BETTER! finds by meaning, in sub-50ms — and can search inside your video.