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BottleneckLabs.ai

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Toronto, Canada

Toronto firm that spends weeks inside a mid-market company, then builds one custom AI system against a single costly bottleneck for a flat fee.

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About

BottleneckLabs.ai builds custom AI systems for mid-market firms, mostly in law, real estate and professional services. It reports spending 50 or more hours inside a client before writing code, and delivering a working system in about six weeks. Fees are flat, between $12,000 and $100,000 or more, and scoped in writing first. Ara Mamourian leads the firm and is the only person named. Five engagement write-ups give before and after figures for a law firm, a coffee chain, a marketing agency, a manufacturer and a coaching platform. None names the client, and every return is the firm's own estimate. The firm also runs two apps of its own, Closr and EchoMe. It blogs regularly, most recently in September 2026.

Focus

Approach

Services

RAG & Knowledge SystemsAI AgentsWorkflow Automation

Stack

Evidence on file

Who you’d work with

  • Ara Mamourian

    Leads the firm (founder per the site's framing)