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M. Usman Malik
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In productionConstruction & landscaping · 2026

An AI command center for a landscaping & construction firm

The owner opens one screen each morning: money, pipeline, risk and the three things that matter today. Agents handle approvals, operations and job-site content.

Co-founder & lead engineer, Grootcore Systems

How it flows

The problem

The business ran on texts, spreadsheets and a job-management tool. Pipeline, cash position and job risk lived in a few people's heads, and job-site footage that could have been marketing sat unused on phones.

What I built

  • A daily brief that tells the owner the three things that need attention today, generated from live business data.
  • A single money / pipeline / risk view with an approvals queue, so decisions happen in one place.
  • Specialist agents for pipeline, operations and content, plus a domain-expert assistant trained on the trade.
  • A media pipeline that ingests job-site video, transcribes it, finds the strongest moments and renders captioned short-form clips.
  • Semantic search across every piece of ingested content.

The result

  • One operating screen replaces the morning round of calls and spreadsheets.
  • Job-site footage turns into ready-to-post clips without an editor.
  • Approvals and follow-ups are drafted by agents and confirmed by a human.

Stack

FastAPIMongoDBChromaDBCeleryRedisClaudeGPT-4WhisperFFmpegReactDockerAzure

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