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The chat interface is not a wrapper around a tool. It is the command plane. Every Ultron capability — research, outreach, content creation, competitive analysis, pipeline management — is accessible by typing.

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Real-time tool activity

Ultron uses Server-Sent Events (SSE) to stream tool activity as it happens. You see each tool call in the chat thread before the final result arrives: 
[skill]  running: competitive-analysis
[tool]   web_search("Salesforce pricing 2026")
[tool]   web_search("HubSpot enterprise features")  ← parallel
[tool]   scrape_website("salesforce.com/pricing")   ← parallel
[tool]   search_memories("competitor research")
[result] 4 sources processed — assembling canvas
[canvas] comparison_table rendered
You know exactly what Ultron is doing and why. No black box.

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What renders inline

Every output type appears inside the conversation thread:
Output typeHow it renders
Text answerMarkdown, inline
TableFormatted table, inline
CanvasReact component (SWOT grid, sales blueprint, chart, etc.)
DocumentDownload link (DOCX, XLSX, PDF)
Tool activityStreaming event log
Canvases are not images. They are live React components with full fidelity — exportable to PDF or PNG at any time.

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Stateful sessions

The chat holds your full context throughout a session:
  • Your business profile (company, ICP, voice tone, competitors)
  • Your connected integrations (Gmail, HubSpot, Stripe, Notion, etc.)
  • Up to 5 relevant memories from past sessions
  • The full conversation history for this session
Context is managed automatically. When conversations grow long, the compression engine trims stale tool outputs and summarizes old turns — keeping important context without hitting limits.

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No navigation required

A typical workflow — research a company, write a cold email, generate a sales blueprint, update the CRM — happens entirely inside one chat thread. No tabs, no exports to edit in another app, no copy-pasting between tools.