Liveboard · Adaptive UI Engine

Stop talking to AI. Start building with it.

A Liveboard is the AI's reply rendered as a working tool (a trip planner, a dashboard, an editable doc) instead of a wall of text you have to rebuild somewhere else. Plain chat works for Q&A. Liveboard works for making things.

The Real Problem

Chat replies aren't usable output.

The issue isn't that AI text is hard to read. It's that it isn't a working object, so you rebuild every reply in another app before it's worth anything.

AI gives you instructions, not the thing

Ask for a trip plan and you get paragraphs describing one. Ask for a dashboard, you get a text table. The output isn't the work. It's a spec for the work you still have to do.

Every output ends in another app

Gmail, Sheets, Notion, Calendar, Figma. You leave the AI tab to paste, reformat, and rebuild. The chat was step one of nine.

You can read it, not use it

Nothing is clickable. Nothing is editable in place. A bulleted itinerary isn't a planner. A markdown table isn't a dashboard. You can't drag, filter, swap, or ship from the response.

No artifact, no handoff

A plain reply has no shareable URL, no export, no calendar entry, no CRM log. You have to rebuild it as a real object before anyone else can use it.

Plain chat is great for answers. It breaks the moment you need to make something.

Challenge the Status Quo

A better model won't fix
a broken interface.

GPT-5 in a text box is still a text box. A smarter model doesn't add edit buttons. It doesn't preview your email. It doesn't log to your CRM. The UX is the ceiling.

"Can I just shorten this without regenerating?"

No inline edit controls on AI output.

"What does this email actually look like?"

No live preview until you paste it elsewhere.

"Why do I get the same menu for code and for emails?"

Static UI that doesn't adapt to the task.

"What should I do with this output?"

Blank prompt box. No next-step suggestions.

The last mile of every AI task isn't generating the reply. It's rebuilding the reply into something you can actually use.

The Reframe

AI doesn't fail because models aren't capable. It fails because the interface isn't.

01
Inline

Direct Edit Controls

Every AI output comes with contextual chips. Shorten, swap tone, expand a bullet, replace a section, all without leaving the message. No copy-paste. No re-prompting. The diff lands in place.

02
As-you-go

Live Previews

See the artifact as it renders (formatted email, styled table, a full report) alongside the conversation. Edits and the preview stay in sync. Ship only after you've actually looked at it.

03
Actions

One-click handoff to your tools

Every Liveboard closes the loop. Trip planner → Add to Calendar. Sales email → Log to CRM. Dashboard → Export CSV or Send to Slack. The work ships from the artifact itself. No final copy-paste.

04
Next step

Smart Suggestions

Finished a draft? Liveboard suggests sending it, scheduling it, or generating a variant. Pulled a dataset? It suggests a visualization. The blank prompt box is over.

The time angle

Plain chat vs. Liveboard. Same prompt.

Toggle the task to see the contextual action menu swap: sales email, then data analysis. The UI changes because the work changed. Count the steps on each side.

Plain chat9 manual steps
Prompt: Draft a follow-up to Priya about Q3.
Subject: Q3 Follow-up

Hi Priya,

I hope this email finds you well. I am writing to follow up regarding Q3...

[continues for 14 more lines]

Best regards,
You
1. Generate2. Copy3. Paste to Gmail4. Reformat5. Fix tone6. Resend prompt7. Copy again8. Paste9. Log to CRM
Cognis Liveboard3 taps · edit in place
Prompt: Draft a follow-up to Priya about Q3.
New message · DraftTone: Warm
Topriya@acme.co
Subject

The artifact on the right is fully editable. Click any field to change it. The buttons below morph with the task.

3vs9
Taps in Liveboard · vs · manual steps in plain chat
Measured in the demo above

Every chip saves a round-trip.

We ran the same task both ways: "Shorten this email, change the tone, log it to the CRM." Nine manual steps in plain chat: generate, copy, paste into Gmail, reformat, re-prompt, copy again, paste, then log to the CRM by hand. Three taps in Liveboard. The gap compounds across every AI task your team does in a day, and it's not a research claim, it's literally what the demo above shows.

Side-by-Side

The only platform where the UI adapts to the task.

Canvas and Artifacts are features bolted onto a chat box. Liveboard is the workspace.

Capability
Cognis Ai
ChatGPT Canvas
Claude Artifacts
Cursor
T3 Chat
Output renders as an interactive tool, not text
Drag, filter, or swap the artifact directly
Artifact has its own actions (Calendar, CRM, Export)
Adapts surface to the task (trip, email, data)
Live preview alongside chat
doc-only
code-only
Native to the interaction model
ground-up
bolted-on
bolted-on
code-first
chat-only

Canvas works only on documents. Artifacts works only on code and markup. Liveboard works on the actual task.

Why Cognis

AI that produces work.
Not just words.

No text walls. No format-it-yourself. No "close the AI tab and open another app."

Liveboard turns every reply into something you can edit, preview, and ship from one surface.

Edit in place

No copy-paste between AI and your tools. Output is mutable the moment it arrives.

Preview as you go

See the email, the table, the report: exactly how it will land.

Adaptive interface

Menus morph per task. Sales emails get CRM actions. Data gets charts. Code gets diffs.

Actionable output

Every response closes with the next logical step. Send, Schedule, Export, Log.

This is for you if you…

Happy with plain text you format yourself? Cognis probably isn't for you. And that's OK.

◎ Related features

Keep exploring the chat layer.

This feature works because of one, and enables the other. Both pair with it in real workflows.

Stop talking to AI.
Start building with it.

Inline edits. Live previews. A workspace that knows what you're making.

Generous free tier · No credit card · Liveboard on by default