The deciding question
What job must the storage surface do after generation?
The same HTML dashboard can be temporary chat output, an attachment in a shared folder, the first file in a maintained application, a public web page, or a governed internal artifact. The format alone does not select the right home. Purpose, audience, expected lifetime, change process, and trust boundary do.
AI chat
Best for generation context and short-lived iteration.
Strengths
Prompts, reasoning, alternatives, revisions, and immediate feedback stay together while the work is being produced.
Limits
The durable result is tied to one thread and provider. Ownership, authoritative version, access, taxonomy, and team-wide retrieval are usually unclear.
Keep the conversation when the conversation itself matters. Preserve the selected output elsewhere when people will rely on it after the thread fades.
Git repository
Best when the artifact has become maintained software.
Strengths
Git provides precise source history, branching, code review, automation, dependency management, tests, releases, and collaboration for technical teams.
Limits
A repository, build, deployment, and release process is substantial overhead for every small calculator, runbook, briefing, diagram, or screenshot.
Move an artifact to Git when multiple files, dependencies, production operation, review workflows, or continuous delivery have become part of its real shape.
Static hosting
Best when the primary requirement is delivering a public web page.
Static hosting is excellent for inexpensive, cacheable public delivery. It is not automatically a searchable source-of-truth system with private workspaces, artifact-level permissions, retained source versions, ownership, lifecycle state, and audit.
Serving generated HTML from the same origin as an authenticated control plane also creates a security decision that ordinary hosting does not solve merely by making deployment easy.
Managed artifact vault
Best for reusable internal outputs that deserve governance without a new project.
An artifact vault gives the result a stable record, authoritative payload, retained versions, search, ownership, permissions, safe preview, and audit. People and approved agents can retrieve and improve the same asset through one authority model.
ArtifactFlow occupies this layer for current Markdown, Mermaid, single-file HTML, and normalized image artifacts. It is self-hosted and built for authenticated internal teams.
ArtifactFlow's current alpha does not turn private team artifacts into public links, host a public catalog, generate content, or replace a production software delivery platform.
Practical routing rules
Choose the smallest system that honestly matches the artifact's job.
- Keep it in AI chatwhen it is still disposable working material or its conversational context is the important record.
- Use a shared file surfacewhen ordinary document collaboration and compatibility matter more than executable preview or artifact-specific governance.
- Use Gitwhen the output is maintained software with dependencies, review, testing, releases, and operational ownership.
- Use static hostingwhen public delivery is the primary product and the source-of-truth workflow lives elsewhere.
- Use an artifact vaultwhen a deliberate internal output must stay findable, versioned, permissioned, safely usable, and available to people and approved agents.