
How to build an agentic SEO workflow without enterprise tools
A practical, human-supervised workflow for small teams: which agents do what, and where the human checks go.
todo
Jhilik Kabir, Jil to everyone. Researcher, AI SEO strategist and builder; co-founder & CTO at Miraiyo. The work, the papers, the people, and the four dragons who help.
J wakes the dragons
Files from the desk: what I’m writing, building and studying, plus a few things worth keeping. Click a file to flip to the next one.

A practical, human-supervised workflow for small teams: which agents do what, and where the human checks go.

A research-support product for people early in a project: it remembers context, tracks the research stage and ties advice to real sources.

How viewers trust, feel about and engage with each kind of video, read through the UTAUT model.
A cross-cultural study in an Asian context of how a logo’s background colour changes the hue people see.

A comparative analysis of interpretability techniques, published in IJARCCE, Volume 13, Issue 3.

Contributed to four accepted papers at the 8th ASEAN-UEC Workshop on Informatics and Engineering; three received Young Researcher Encouragement Awards.

Check a page’s search, schema and crawler-readiness signals. Free, for SEOs, developers and site owners.

Paste a DOI and get a verified citation. Free, for students, researchers and writers.

Part of the WordPress community: WordCamps, meetups and technology community days in Malaysia.
01 Hi
I’m a researcher, AI SEO strategist and builder. My career started in 2018 with web development and digital marketing in Dhaka, grew through SEO and content roles for companies in Bangladesh and the US, and led to heading marketing at HappyMonster.
In December 2024 I co-founded Miraiyo, where I’m CTO. I’m also a postgraduate researcher at Multimedia University in Malaysia, working on creative multimedia, advertising and branding, and in 2026 I learned software development so I could build the research tools I kept wishing existed.
“I’d rather publish less and have it be accurate than publish more and guess.”
02 What I do
Research feeds the search work, the search work shapes what I build, and building shows me what to research next.
How people trust and respond to AI and visual communication: explainable AI, AI-generated vs human-recorded video, and colour perception across cultures.
See the researchHelping founders and small teams get found on Google and in AI answers: agentic SEO workflows, AEO and GEO, and WordPress-native implementation.
Explore AI SEOProducts and small tools: AI Research Supervisor, a Search Readiness Checker, a DOI Citation Finder, and this hand-built WordPress site.
Try the Research Tool03 The story so far
The real milestones, in order. Not a highlight reel: the jobs, the degree, the first paper, the company and what’s happening now.
Studied for a BSc in Computer Science and Engineering at Gono Bishwabidyalay (Gono University).
Joined Genex Infosys Limited in Dhaka. The start of an eight-year career across SEO, marketing and the web.
SEO at Japan Marketing & Consultancy in Dhaka, then SEO & Content Manager for Virtunus, Inc., a US company, from 2020.
SEO & digital marketing strategist from 2021, then Head of Marketing from October 2022 to August 2024.
Published “Exploring Explainable Artificial Intelligence” in IJARCCE, and co-founded Miraiyo as Co-Founder & CTO in December.
Researching creative multimedia, advertising and branding at Multimedia University in Malaysia, alongside Miraiyo.
Presented at MECON2026; four accepted papers at ASEAN-UEC 2026, three Young Researcher Encouragement Awards; learned software development and started building research tools.
04 Selected work
Seven case studies across SEO, analytics, product and growth. Pick one to see its real numbers come to life, then read the full write-up with the method and the limits.
Ongoing technical SEO ownership: search visibility tracked alongside recurring site-audit crawls, not a one-off clean-up.
Read the case studyI’m starting a study on viewer trust. Which framework fits?
Framework suggestion, matched to your topic and stage, with its source.
A research-support product for people early in a project: it keeps project context, reads the research stage, and ties each recommendation to a source.
Read the case studyReading GA4 for overall growth and for which channels convert, reported with the metric that went the wrong way.
Read the case studyA four-platform organic programme, each platform read on its own real metrics rather than one number copied across all of them.
Read the case studyA deliberately ultra-low-CPC Google Ads test, read alongside a Reddit result measured on sales.
Read the case studyA repeatable channel-building playbook: three faceless channels for U.S. audiences reached monetization, plus Facebook video monetization.
Read the case studyDirect-response email and a higher-volume WhatsApp programme, reported full-funnel, including the messages Meta's limits blocked.
Read the case study05 The agent studio
Deany, Judy, Joyee and Arlo are the AI agents I built to handle research, strategy, drafting and QA. I’m the only human in the loop, and nothing publishes without my review.
Research
Gathers sources and evidence for the topic, and flags what's uncertain instead of guessing.
Strategy
Shapes the angle, structure, and SEO framing before anything is written.
Draft
Turns research and strategy into a clear, human first draft.
QA & Data
Verifies structure, data, and internal links before anything moves forward.
Human Review
Every draft is read and approved by a human before it goes live, nothing publishes on its own.
06 Research & tools
Peer-reviewed papers and studies in progress at Multimedia University, plus small free tools that turn the research into something you can use today.
07 People & places
Conferences, community days, research trips and ordinary good days. The work happens around all of it.
From a first web job at Genex Infosys in Dhaka to heading marketing at HappyMonster.
Co-founded in December 2024.
Three received Young Researcher Encouragement Awards.
On a personal account, which turned into UGC collaborations.










08 Say hi
A project, a research collaboration, a search problem, or just hello. I read every message myself, usually with a dragon looking over my shoulder.
Work orderNo. 0001
JIL KABIR STUDIO
Nothing ships without a human sign-off.