AI Operating Systems
Map where AI can remove repetitive work, accelerate decisions and create an always-on layer of operational intelligence.
I help SMB owners turn the manual, messy parts of their business into connected systems that are easier to run, easier to scale and far less dependent on people doing repetitive work.
You don't need another app. You need someone who can look at the whole operation, find where time and information leak out, and make the pieces work together.
Tribal knowledge, follow-ups and exceptions become bottlenecks.
CRM, scheduling, payroll and communication tools exist; but nobody connected the dots.
Every unusual request lands back on the person who knows how everything works.
You know it can do more. You just need someone to translate it into your actual workflows.
I sit between business strategy and implementation; translating messy real-world operations into systems, automations and practical AI workflows.
Map where AI can remove repetitive work, accelerate decisions and create an always-on layer of operational intelligence.
Connect the tools you already use so information moves automatically instead of being copied, chased and re-entered.
Redesign the process itself; from lead intake through delivery, billing, reporting and follow-up.
Make recruitment, onboarding, performance and people operations more structured without turning the company into a bureaucracy.
The work starts with your business, not a technology shopping list.
Trace how a lead becomes revenue, where information moves and where humans repeatedly intervene.
Identify copying, chasing, checking, scheduling, reporting and decision bottlenecks.
Use the right combination of native software, automation, AI and lightweight custom tools.
Document the new workflow, train the team and measure whether the system actually saves time.
Lead intake, booking, dispatch, technician communication, estimates, follow-ups, reviews and reporting; connected instead of scattered.
Turn enquiries into structured pipelines, proposals, project handoffs, recurring reporting and client communication without administrative drag.
Build repeatable operating rhythms so the company can make decisions and execute without every question reaching the founder.
The stack is selected around the workflow. That can mean connecting existing tools, replacing a broken process, or building something lightweight when nothing off-the-shelf fits.

I work at the intersection of strategy, operations, people and technology. Over the last decade, I've worked across education, social impact, consulting, EdTech, people operations and service businesses; usually in the messy middle where a company needs structure but doesn't want to become slow.
“I don't automate people. I automate the work that keeps good people from doing the work that matters.”
My niche is practical transformation: understanding how the business actually runs, finding the repeated friction, and then using technology to make the better way the default way.

I've always been fascinated by how things work; and by the possibility of making them work better. That curiosity eventually moved from taking things apart to understanding businesses, teams, technology and the invisible systems connecting them.
Today, that same instinct shows up in my consulting work: find the unnecessary friction, understand why it exists, and design a simpler way for the business to operate.
“The goal isn't to add more technology. It's to make the business feel lighter.”
My work has repeatedly put me in the room where strategy has to become an actual workflow: people have to use it, systems have to talk to each other, and somebody has to own the outcome.
That is why I am equally comfortable discussing operating models, recruiting, SOPs and KPIs; or opening a workflow builder, writing a script, connecting an API and testing the thing myself.

A long-running habit of learning across AI, operations, people, data, consulting and technology. These are the credentials visible in the current credential screenshots provided for the redesign.
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National Association of State Boards of Accountancy (NASBA)
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Project Management Institute
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All Tech Is Human
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All Tech Is Human
All Tech Is Human
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All Tech Is Human
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Keka Academy · Dec 2023
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Philanthropy University · Apr 2020
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You mentioned there should be 97 credentials. The supplied screenshots contain 80 distinct visible entries, so the remaining 17 have intentionally not been invented or inferred.

“Cibi consistently demonstrated exceptional organizational prowess… with a strong focus on structured processes, coupled with transparent and empathetic communication.”
Payal MahawarCEO, YourHomeSchool
“An extremely creative, enthusiastic and efficient person to work with… always came up with creative ways to spread awareness.”
Surabhi YelsangikarFounder, Tvarita Arts Collective
“Cibi has a great sense of ownership… his educational equity perspective and ability to learn constantly stood out.”
Shraddha ChakravartyDeputy General Manager, Godrej
“He takes pride in what he does… he is an excellent learner and I wish him all the best ahead in all walks of life.”
Aditi BanerjeeRussell Reynolds AssociatesA little more context on how I think about work, systems, strategy and the messy reality behind business transformation.
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