Technical writer · subject matter expert · AI-first

I turn technical depth into usable direction.

I investigate how technology works, then use AI and content generation tools to turn that understanding into practical guidance for end users. I also improve the tools and workflows teams use to create, review, and maintain that guidance.

Currently Technical Writer II at SOTI · Based in Toronto
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The journey

From solving the problem to improving the system around it.

My work began in network systems and enterprise support, where accurate technical investigation had to become clear answers for real people. Knowledge-base writing led to product documentation, and product documentation led to better ways to research, review, migrate, and publish it.

That progression is shaping the AI-first technical writer and subject matter expert I am becoming. I ground my work in evidence, define its scope clearly, and tailor reliable guidance to the people who need it.

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2021

Systems

Network-systems education and hands-on service desk work.

2022

Support

Enterprise troubleshooting and knowledge-base contributions.

2024

Writing

Structured product help, research, review, and release work.

2026

Scaling with AI

Technical Writer II work across AI workflows and documentation systems.

Selected work

Writing improvements you can see.

See all 10 examples

Historical Git snapshots show how the writing and editorial decisions evolved. Each example shows what changed, what I contributed, and whether the work was a draft, a review, or a later revision.

Projects & reusable tools

Documentation: A System to Design

Across authoring, peer review, migration, validation, and AI workflows, my projects make technical knowledge easier to create and trust. Explore the projects, then see the adaptable files available to download.

Quality of work

Recognition with context.

These comments come from colleagues and managers I've worked with over the years. Read the full feedback for their complete comments.

“Coordinating the efforts of three other writers while managing a large number of tasks yourself was no small feat.”
Darryl Orth26 March 2025 · Documentation project
“From providing training on Day 1 to always being available to help. It's a pleasure working with you!”
Natalie Denzau2 August 2024 · Team guidance
“He brings innovative ideas and strongly advocates for process efficiencies.”
Abinaya Natesan9 May 2025 · Customer focus
From my manager
“This year, Aiman has made significant contributions across multiple areas, consistently demonstrating quiet leadership and a strong collaborative spirit.”

Manager feedback · Supplied June 2026

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