display.dev for open-source models
You run the model. display.dev is where its output lands – at a permanent URL, behind your company login when you want it. Llama, Qwen, DeepSeek, Mistral, gpt-oss, OLMo, Gemma – open-weight models give you control over inference. What they don't give you is a place to put the HTML and Markdown they produce, where the right people can open it without an account. display.dev is that place. One command, permanent URL, gated by your company's Google or Microsoft login.
The model is yours. The output has nowhere to go.
You chose an open-weight model for a reason: data stays on your infrastructure, no per-token vendor bill, no lock-in to one API. The model runs. It writes a competitive analysis, a dashboard, a research summary, an internal doc.
Then someone has to read it.
There's no hosted "share" button when the model is yours. The output is a file on a server. The viewer – your PM, your exec, a teammate on another squad – has no account anywhere, because there's no vendor in the loop. So the file gets emailed, screenshotted, or pasted into Slack where it loses its interactivity and stops being a stable reference.
display.dev closes that last mile. The output gets a URL, the URL is gated by company login, and anyone on the team can open it.
From local inference to a company URL
Publish a file the model wrote to disk:
dsp publish ./report.html --name "market-analysis"Publish from a pipeline around your inference stack:
python run_inference.py --out ./report.html
dsp publish ./report.html --name "analysis-$(date +%Y-%m-%d)"Publish as an agent tool call (MCP):
{
"name": "publish",
"arguments": {
"content": "<html>...",
"name": "weekly-summary",
"visibility": "company"
}
}The URL is permanent and authenticated. Paste it anywhere. The viewer signs in once with their company email and sees the full rendered result.
Viewers sign in with their work email. Nothing else.
This is the part open-source setups never solve. When you run a closed model, the vendor at least has a notion of "share this with my org." When you run Llama or Qwen on your own boxes, there is no vendor – which is the whole point – so there's also no shared place for output, and no account your viewers already have.
display.dev is vendor-independent by design. Viewers authenticate with the Google or Microsoft email they already use for work. No display.dev account to create, no model account, nothing to install. They click the link and read the page.
The best model changes. The home doesn't.
The open-weight leaderboard turns over every few months. You'll swap models – Llama to Qwen, a 70B to a fine-tune, one inference engine to another. When you do, everything you published stays exactly where it is: same URLs, same versions, same comment threads.
display.dev works with whatever produced the output. Rotate the model under it freely. The home for the work doesn't move.
Pricing
Try it. No credit card.
- Included: 10 gated artifacts
- Included: Unlimited public artifacts*
- Included: 50MB storage
- Not included: Version history
- Not included: Google + Microsoft SSO
- Not included: Private artifacts
- Not included: Audit logs
display.dev branded
Individuals. Unlimited gated sharing.
- Included: Unlimited gated artifacts
- Included: Unlimited public artifacts
- Included: 1GB storage
- Included: 10 versions
- Not included: Google + Microsoft SSO
- Not included: Private artifacts
- Not included: Audit logs
For teams that need company auth.
- Included: Unlimited gated artifacts
- Included: Unlimited public artifacts
- Included: 25GB storage
- Included: 50 versions
- Included: Google + Microsoft SSO
- Included: Private artifacts
- Included: 90 days audit logs
For compliance-driven organizations.
From $499/mo
- Included: Unlimited gated artifacts
- Included: Unlimited public artifacts
- Included: Custom storage
- Included: Unlimited versions
- Included: Google + Microsoft SSO
- Included: Private artifacts
- Included: 365 days audit logs
Features
Viewers click a link and sign in with their Google or Microsoft account, or a one-time password. No app to install. No account to create. No IT ticket.
Inline comments on every artifact. Your agent reads them via MCP, fetches the current version, republishes with short_id and base_version, and resolves the thread. The artifact stays a living document, not a one-shot screenshot.
dsp publish ./file.html from your terminal, or one MCP tool call from your agent. No git repo, no deploy pipeline, no project to configure.
Every artifact gets a URL that keeps working. Share in Slack, link in Notion, paste in email. It still works six months later.
No per-seat pricing at any tier. Share with your PM, exec, legal team, or designer for the same flat price.
Llama, Qwen, DeepSeek, Mistral, gpt-oss – plus Claude Code, Cursor, Codex, or your own scripts.
Common questions.
Which open-source models does this work with?
All of them. display.dev publishes any HTML or Markdown file on disk – it never sees the model. Llama, Qwen, DeepSeek, Mistral, gpt-oss, Gemma, OLMo, Phi, or a fine-tune of any of them: if it writes a file, dsp publish works.
Do viewers need a display.dev account or any AI account?
No. Viewers sign in with their company Google or Microsoft email. No display.dev account, no model account, no API key on their side.
Does my model output leave my infrastructure?
Only the artifact you explicitly publish leaves – the HTML or Markdown file you run dsp publish on. Your model, weights, and inference stack stay entirely on your own hardware. display.dev hosts the published output, nothing upstream of it.
Can my inference pipeline publish automatically?
Yes. Call dsp publish at the end of your script, or wire display.dev's MCP/REST API into the agent so it publishes its own output and returns the URL. No human publishing step.
What if I switch models later?
Nothing moves. display.dev is independent of whatever produced the output, so swapping models leaves every URL, version, and comment thread exactly where it was.
Publish your first artifact in 15 seconds.
Free tier. No credit card. One-time password auth on free, Google + Microsoft SSO on Teams ($49/month flat).