I'm the bridge between what AI can do and how real organizations use it. Not the person building the models — the person who ships the workflows, manages the context, and makes the whole thing stick.
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The future belongs to the people who know how to put AI to work — not just the ones who build it.
I started in tech support. Spent four years running operations for a twenty-person Microsoft partner team. Got laid off in 2023 and decided not to chase another operations job — I decided to build the skills that were actually going to matter.
Since then: a production-ready SaaS product shipped in ten days. A custom MCP server built from API documentation in an afternoon. A six-agent autonomous system running across Notion and Claude with persistent context and self-correcting loops. No CS degree. The portfolio is the credential.
I live in the implementation gap — the space between "AI can do this" and "it actually works inside your organization." That's where I've spent the last two years, and it's where I'm most useful.
AI-powered content repurposing engine for podcasters. Upload an episode URL, get five social posts, an SEO blog, and show notes — done for you, without touching a dashboard. Built concept-to-production in ten days: Stripe checkout, free trial lifecycle, email capture, engagement tracking, recovery email sequences. Currently live.
View live product →Read the-odds-api.com V4 documentation. Scaffolded a TypeScript MCP server. Implemented six tools: get_sports, get_odds, get_scores, get_events, get_event_odds, get_event_markets. Connected live to Claude Desktop — pulling odds from 9+ US bookmakers across 92 sports. Built in a single afternoon, between calls at work. No developer background.
Six-agent autonomous system spanning Notion and OpenClaw. Persistent context, MCP integrations connecting Claude to Gmail, Google Calendar, Slack, and Notion. Self-improving loop across six life domains. Selected for Agent Madness competition (1 of 64 entries, advanced to Round 2). Daily operational infrastructure for context management and decision support.
New hires at Mural Consulting were dropped into teams after training with no structure — sink or swim. I built the nesting program: day-by-day onboarding guide, structured team rotation, 90-day support framework. Cut first-90-day turnover. Classic ops problem, solved by building the system everyone assumed already existed.
One episode in.
Six content pieces out.
No dashboard required.
Content Loop is AI-powered content repurposing for podcasters — done for you, not another tool you have to manage. Send us an episode URL. We return five social posts, an SEO blog post, and show notes. Publish wherever you want. We disappear.
The whitespace we occupy: $49/month SaaS tools require 5–10 hours of your week. Human agencies start at $500/month. Content Loop is done-for-you at SaaS pricing. No one else is in this lane.
7/7 episodes processed. 41 content pieces. 100% success rate.
Looking for AI implementation, operations, or enablement roles — $75K–$150K. I bridge technical and operational gaps. I make complex systems work for real people. I ship.
amanda@crawford.today →Get your first episode repurposed and see what done-for-you actually looks like. 7-day free trial. No dashboard to learn. No phone call required.
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