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Idrees Qurashi

@idreesqurashi

Message

I build reliable LLM-powered automation connecting CRMs, billing, messaging, e-commerce, and enterprise workflows.

Pakistan

Message

What I'm looking for

I'm looking to build reliable AI and automation systems that solve real operational problems, with ownership across integrations, agent workflows, data quality, and measurable commercial outcomes.

At Linkrypt Agency, I own the AI and automation stack end to end, shipping 35+ production workflows across HubSpot, Close CRM, Stripe, Slack, WhatsApp, Shopify, and Google Workspace. I built schema-validated LLM evaluation, speed-to-lead, voice-agent, outbound, and onboarding systems that improved show rates from 42% to 58%, cut onboarding time 70%, and attributed $350K+ in qualified pipeline.

I build model integrations to be reliable in production: deterministic tools, validation before system-of-record writes, HMAC verification, idempotent handlers, retries, and audited precision benchmarks. My background in iPaaS engineering and B2B sales means I can scope commercial problems, communicate with stakeholders, and deliver systems clients can operate independently.

Experience

Work history, roles, and key accomplishments

Current

Lead AI Automation & Integration Engineer

Current

Linkrypt Agency

Oct 2023 - Present (2 years 11 months)

Owns the AI and automation stack end to end, delivering 35+ production workflows connecting LLM services to business systems. Designed a multi-stage LLM evaluation pipeline with 96% precision and cut LLM operating costs by 60%.