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Machine-in-the-Loop Approach to Energy Auditing

Machine-in-the-Loop Approach to Energy Auditing

IntroductionThe traditional energy audit has long been a "snapshot" process—a grueling marathon of clipboards, basement-level data entry, and brittle Excel spreadsheets. But as industrial and commercial facilities face mounting pressure to decarbonize, the "snapshot" is no longer enough. Enter Kawibot, a platform pioneering the "Machine-in-the-Loop" (MITL) approach to energy auditing.By...

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Mochumbe Sagini

Energy Expert

AI Regulation In Energy Space

AI Regulation In Energy Space

‎IoT, Smart grids, smart buildings and automation are the buzz words in this era. So many advancements in the living spaces are in place and as time goes by, it gets much more advanced. ‎Beneath these advancements are sophisticated AI models running to actualize these technologies. From the grid level to large industrial consumers and to the household consumer, AI has infiltrated these...

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Martin Ochieng

Energy Expert

Chiller Energy Auditing Series: Part 3/8

Chiller Energy Auditing Series: Part 3/8

Reading time: ~2 minutes -> Where We Are in the SeriesIn Part 1, we set the audit mindset. In Part 2, we examined the chiller as a heat-removal system. Now we’re at the step that decides whether your site visit will feel smooth and structured - or rushed and chaotic. Before you visit the site, you need data. The Mistake Most Auditors MakeMany auditors arrive on-site...

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Victor Karisa

Energy Expert

AI Tools for Energy Auditing: A Comparative Review

AI Tools for Energy Auditing: A Comparative Review

In 2026, the energy auditing landscape has split into two camps: Field Agents (like Kawibot) that digitize the physical site visit, and Virtual Analysts that use "Digital Twins" to audit from a distance.If you are looking for tools to augment or replace your current auditing workflow, here is a breakdown of the top AI contenders and where they shine—or stumble.1. KawibotThe Field Engineer's...

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Mochumbe Sagini

Energy Expert

The "Super-Model" Pattern in Rails

The "Super-Model" Pattern in Rails

The "Super-Model" Pattern in RailsIf you follow the engineering blog over at 37signals, you might have caught a fascinating deep dive by their Principal Programmer, Jeffrey Hardy. He explained the architecture that has powered Basecamp for over a decade.They call it the Recording / Recordable pattern, link here.It is the secret sauce that allows Basecamp to handle Messages, To-Dos, Uploads,...

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Kaka Ruto

Energy Expert

Chiller Energy Auditing Series: Part 2/8

Chiller Energy Auditing Series: Part 2/8

Reading Time: 2-3 minutes:Where Part 1 EndedWe built the audit attitude in Part 1:Describe the purpose.Draw the boundaries of the system.Understand the operational contextThe next logical step is:You must comprehend how the system functions after you know what you're auditing and where it begins and ends. This is because a system you don't understand cannot be audited.What You’re Really...

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Victor Karisa

Energy Expert

Chiller Energy Auditing Series: Part 1/8

Chiller Energy Auditing Series: Part 1/8

Reading Time: 2-3 minutes: The majority of chiller audits fail due to poor framing rather than poor calculations. Before measuring a single figure, this first section resets the audit attitude by focusing on;Purpose,System boundaries, Operating environment.The Beginner MistakeMost energy auditors jump straight to the numbersWhat's the COP? How much power does it draw? Is it...

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Victor Karisa

Energy Expert

The Pain Bill: Malls and Business Parks

The Pain Bill: Malls and Business Parks

‎Rapid growth‎Urbanization and growth in cities have taken centre stage in the current age. Research indicates that by 2050, 68% of the global population will be urban, with 90% of this population residing in Asia and Africa. With this, each town is looking to grow into a city, and each city is seeking to be a Megacity. This is aimed at attracting more investors and businesses to these...

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Martin Ochieng

Energy Expert

From Watts to Wisdom

From Watts to Wisdom

In the latest series of Kawibot articles, we take a special look at data centers and the critical need to manage energy consumption and utilization. Today's topic might already ring some bells—and it should resonate with most of us, because it certainly does with me.Modern medical insurance systems require regular health checkups. Why? The answer is simple: preventive care is cheaper, safer,...

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Mochumbe Sagini

Energy Expert

The Cloud is Heavy

The Cloud is Heavy

Reading Time: 6 minutesFor decades, we were sold a beautiful metaphor. "The Cloud" suggested something ethereal, weightless, and benign. It was a place where our photos floated in digital cumulus, where our emails drifted on the breeze, and where computing power was as abundant and clean as the air itself. We uploaded our lives to this invisible realm, relieved of the burden of physical...

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Kaka Ruto

Energy Expert

Rethink your domestic energy consumption

Rethink your domestic energy consumption

‎‎Behavioural patterns that increase your electricity expenses.‎From the lights left on in unutilized spaces to equipment plugged in and not in use, we need to re-assess. Every single minute means an extra watt consumed. This translates to an extra watt-hour and eventually a charge for your personal consumption. ‎In essence, we are increasing on our domestic demand for energy and not...

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Martin Ochieng

Energy Expert

Data is Silver, Insight is Golden

Data is Silver, Insight is Golden

Sarah stared at the filing cabinet in the corner of her office. Four drawers. Twenty-four months of utility bills. Fifty photos of equipment nameplates on her phone. Three site visit notebooks with coffee stains on the covers. Somewhere in that mess was $50,000 a year in savings for her client. She just had to find it.Her phone buzzed. The client again: "Any update on that energy audit...

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Mochumbe Sagini

Energy Expert

Your Engineers Are Wasting 40% of Their Time on Data Entry (And You Don't Even Know It)

Your Engineers Are Wasting 40% of Their Time on Data Entry (And You Don't Even Know It)

Bingo ConsultingYou run Bingo Consulting, a mid-sized energy auditing firm with 45 employees. Twenty-two of them are engineers - the best you've ever hired. The rest handle project management, data analysis, and admin work. You've built something solid here, a team you trust completely.It's Friday morning when the call comes in."I'm looking for your Managing Director," the voice says. "This...

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Kaka Ruto

Energy Expert

The Hidden Burden Behind Energy Audits - And Why It’s Slowing Efficiency Gains.

The Hidden Burden Behind Energy Audits - And Why It’s Slowing Efficiency Gains.

The Rising Energy Demand: Why Efficiency Matters More Than Ever.“The growth of industrial, commercial, and service sectors has occasioned an increase in energy demand. This has necessitated proactive intervention to ensure energy is used efficiently.”~ EPRA Regulatory Impact Statement, September 2021 A Growing Grid Under Pressure: What Recent Data Tells Us.According to the latest Energy...

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Victor Karisa

Energy Expert