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SAM

Upwork Job Intelligence Agent

Scans freelance marketplaces for opportunities, analyzes job quality against defined criteria, and generates tailored proposals grounded in real project experience.

Channel
Upwork / Discord, Slack, Telegram
Capability Areas
3
Integrations
4

Overview

SAM serves two organizations simultaneously, scanning job listings for opportunities that match specific technical domains. It doesn't just find jobs. It evaluates them.

Each listing is analyzed against client history, budget signals, and scope feasibility before it's flagged as worth pursuing. When a job passes the filter, SAM drafts a proposal that pulls from real project context, not generic templates. The proposals reference actual technical decisions, production challenges, and measurable outcomes from the portfolio.

SAM also tracks market trends across both domains, feeding intelligence back to the team about which skills are in demand and where pricing is shifting.

Operational Model

SAM operates on scheduled scans and on-demand requests. It reads from two separate organization contexts to tailor proposals for the right domain. Each proposal goes through a copywriting framework, then an AI-pattern detection pass, before being submitted for review. SAM maintains a running memory of past applications, outcomes, and lessons learned to refine its approach over time.

Capabilities

Market Intelligence

  • Automated job scanning with configurable search criteria and filters
  • Multi-domain context switching between distinct technical verticals
  • Client quality analysis (budget patterns, hire rates, review history)
  • Trend detection for in-demand skills and shifting market rates

Proposal Generation

  • Context-aware proposals grounded in real portfolio projects
  • Framework-based copywriting with structured persuasion scoring
  • AI-pattern detection and humanization pass before submission
  • Proposal tailoring based on client signals and job requirements

Operations

  • Persistent memory for tracking application outcomes and win rates
  • GitHub-synced knowledge base for latest project context
  • Self-reflection cycles for continuous proposal quality improvement
  • Health monitoring and automated runtime updates

Integrations

Upwork
job scanning and proposal drafting
Discord
notifications and approvals
GitHub API
context synchronization
Web search
market research

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