Tag Archives: hackathon

MirrorMirror: booth-based 3D scanner for online shopping

During the final year (2007-08) of my Physics degree at Imperial College, we studied a module called Research Interfaces (RI). This was a team-based module that focussed on transforming scientific research into commercial business propositions.

This was a highlight of the degree for me: I loved the collaborative nature of it and the entrepreneurial challenge was much more aligned with how I wanted to live my future life.

Our product design: MirrorMirror

Our team designed a product with the working name of MirrorMirror. It was a booth containing a network of cameras with a central computer that would stitch together the images to create a 3D scan model of the user’s body.

This would then be used to generate an avatar that would help them choose clothes that fit and suit them perfectly when shopping online.

Additionally, they could see their body on a screen in real time with different clothing options projected over the image as if they were wearing it (so-called “Augmented Reality”). This reminded us of the magic mirror from the Disney film, Snow White (hence the name MirrorMirror).

There could also be other uses like tracking weight loss for dieters and muscle gain for bodybuilders (if a new scan was made regularly to show the incremental changes) or the visualisation of the results of cosmetic surgery.

Technical Design

We produced several outputs for the class including this Technical Design Review.

In that document, we estimated the cost to build the prototype of £1.45m, a total future manufacturing cost per booth of £13,900, and a price point of £50,000.

This is exceptionally high and I believe it is a result of the fact that we were not actually required by the course to do any prototyping work. If we had, I think we would have focused on looking for a cheaper way to execute the plan.

Our original design required a screen behind a half-silvered mirror. I think in 2018 this would not be required as screens are not of incredible quality and image processing technology has come on exponentially in the last decade.

User experience

We believed that there are many high-end lucrative markets (such as wedding dresses, evening wear and saris) where a quicker and less stressful garment trial process would greatly add to the shopping experience.

Our team also saw the potential for future uses such as generating an accurate avatar of the person that can be used as a little virtual model for the clothes that are being selected. Imagine being email a picture of yourself wearing the latest items from your favourite designer and a link to buy exactly the right size for you?

We envisioned that booths could be installed in shopping centres, allowing customers to create a 3D image of themselves which they could then use to shop online. Additional lucrative applications could also include high-fashion hairdressing.

Our plan of the user journey is mapped in the image below:

User Journey for MirrorMirror

Business Case and Financial Model

You can see the basic financial model we generated here: MirrorMirror Costing.

When I say we, it was actually me that had the responsibility for putting it together and I could have circulated the draft to my team-mates before the deadline so we could have had more eyes on it before submission. We got our lowest grade by far for this part of the module, so I did feel a bit guilty! However, it was apparently the same for all the other teams, so my guilt was slightly assuaged.

After 10 years working in and around startups and scaleups, here are what I see as the big errors and omissions:

  • No time series for the values (everything is static)
  • Lag time between initial burn and revenue
    • A proper cash-flow model would have helped clarify this
  • Significant errors on the business model (i.e. how we could get paid)
    • For example, would we really want to make money on the hardware, or would we prefer to make money on the service provided by the software (i.e. charge money for every image processed – a digital version of the Nespresso model)
  • No R&D tax credits, Government grants, or other potential subsidies included
  • No marketing and sales budget included at all!

It is quite satisfying to look at old work such as this and compare it with what I have learned since then!

Final Pitch

At the end of the 3-month module, we had to deliver a pitch to a packed auditorium and a simulated panel of investors (made up by the professors from the Business and Physics department that ran the course).

You can see our final pitch document here.

This was a really enjoyable part of the course. I delivered it with 2 other teammates and we got everyone in the team up on stage for the Q&A at the end.

Outcome

We actually won the Elevator Pitch Prize at the end of the module which was a very personally satisfying way to end the project. We all received a good first for the course (>85%) which was very satisfying for all of us.

We entered into the wider university’s Business Challenge entrepreneurship competition, but we didn’t get past the initial screening phase. As a result, we all agreed to disband the project outside of the RI module and did not take it any further.

What didn’t we do?

It is quite telling that we didn’t build a prototype!!!

The reason that we didn’t build anything is that we didn’t have anyone that is super-focused on the tech side i.e. that could be a CTO. I also believe it is because we all saw this as a purely academic exercise and not as a true opportunity to start an entrepreneurial endeavour and make a return with it.

This tinkering on a prototype would have actually helped us see the true costs, challenges around manufacturing, and gaps in the business model. In fact, IDEO’s Design Thinking methodology (diagram below) expressly integrates prototyping as part of the design process. This project was perfect evidence of why that is the case.

I wonder if the Blackett lab requires the students on the RI course to build a prototype as part of the course nowadays?

Design Thinking Source: IDEO Mydhili Bayyapunedi @myd | @Young_Current

Tom Hulme’s Business Model Canvas

I’ve stumbled upon an intriguing version of the Business Model Canvas, courtesy of Tom Hulme (link here).

Below is a 15-minute video as he explains it visually:

HackFwd: Visualize Your Business Model in 15 Minutes Flat from IDEO on Vimeo.

You can download a clean version here:

Tom Hulme’s Business Model Framework (clean)

PowerCube: a capacity tariff to fight UK fuel poverty

During last year’s Dynamic Demand Challenge Hackathon, the organisers asked me to form an impromptu team with another Roving Hacker. Together we designed a “capacity tariff” aimed at those living in fuel poverty (an estimated 3.5m UK households).

Our idea, PowerCube, is to limit the power that can be drawn by a household in exchange for a deep discount (50% or more) for the price per unit of electricity (kWh) paid by the consumer. This would be achieved by installing a device such as a relay switch on the main incoming power supply that is triggered by the smart meter when the power reaches a certain predefined level. Our pitch presentation at the end of the 36 hour Hackathon can be found here:

Benefits of the idea

The benefits of this tariff are many. Customers would benefit from reducing their outgoings on expensive energy, utilities would eliminate the need to buy electric at peak times when it is expensive by shifting large amounts of demand to off-peak times, and the environment would benefit as it would reduce the need for GHG-intensive peaking plants powered by fossil fuels like gas and oil.

Fuel poor customers often have poor credit history and therefore frequently receive their electricity via a pre-paid meter, notorious for their scandalously high prices. Because ‘Fuel poor’ householders are often in a situation where they are faced with the “heat or eat” scenario, our belief is that the 50% discount of the PowerCube tariff is something that would get real traction.

Weaknesses of the idea

Capacity tariffs are not a new concept and have been trialled on the continent before, to mixed levels of success. We believe that targeting them at the energy poor section of the market, for whom energy prices are a real and priority problem, will give the concept a new lease of life as this application will add real value to this particular market segment.

The PowerCube tariff idea relies on a physical device to give a visual/auditory signal to indicate when the household is close to its limit. Ensuring that this signal is simple to understand and able to inform action is vital.

It is also important to realise that the whole concept of a capacity tariff means that people will need to learn the relative power demands of their devices, which could prove difficult for consumers who are not very tech-savvy. However, a counter argument to this is the fact that non-commercial sailors intuitively learn how to ration their power use on a boat to stay within the fixed capacity limits of their vessel’s battery supply.

Finally, the level of the capacity ceiling will probably need to be fixed and chosen very carefully, as it will be too confusing/undesirable for customers to live in a situation where their allocated capacity ceiling is changing unpredictably. It also might need to be set on an individual basis, which could prove expensive if not an automated solution is not developed well.

Opportunities for the idea

The tariff would provide consumers with savings of around 50% from their electricity bills, which is a significant amount of money (around 5% of their annual income when using the old definition of fuel poverty).

It would also allow the UK to shave a significant amount of peak load if designed correctly. For example, if 5% of the UK’s energy poor households (3.5m*0.05=175,000) were to sign up and reduce their peak demand by 2kW it would be a 350MW saving, equivalent to an average UK natural gas power plant gas.

Threats to the idea

One big threat to this would be a change in the demand of a household, or a consumer switching tariffs after receiving the PowerCube device.

Another threat would be weaknesses in the UK smart meter roll-out, such as low up-take or hardware that is incompatible with the infrastructure of this tariff offering.

My thoughts on the Dynamic Demand Challenge Prize Finalists

To recap from my previous blog post on the Dynamic Demand Challenge Prize, the 5 finalists chosen by the judges were:

My favourite idea – Upside

Of the 5 chosen ideas, the most exciting from my perspective is Upside. Their idea is to allow the owners of UPS systems to trigger them to turn on during times of peak electrical demand, saving the customer money and reducing the burden on the electricity grid.

This demand curtailment could be coordinated through a demand response aggregator such as EnerNOC or KiWi Power, meaning that not only could the UPS owner profit on the arbitrage of cheaper energy and enjoy the carbon savings associated with avoiding high-carbon peak rate power, but they could also benefit from participation payments from the providers. Not only that, but it is inherently beneficial for customers to regularly test their UPS to ensure that it will actually work effectively in the case of an actual emergency, so why not get paid for it?

For me this idea is exciting due to the size of the UPS market in the UK. My finger-in-the-air estimate is that there is around 0.5-2.5 GW of connected UPS capacity in the UK currently that is protecting sensitive servers and equipment (a better estimate is probably available via this market study or similar). Even at the conservative end of my range, if this “dumb” capacity could be made “smart” and then mobilised during times of peak grid demand, that would be the equivalent of a virtual gas power plant turning on. Now that is exciting!

It sounds like Upside are currently very busy developing their product and customer base. If it were up to me, they would win the challenge hands down.

My second favourite idea – Powervault

However, a special mention should go to Powervault. Their technology is a battery system that can be simply installed in a UK home via a normal LV socket to allow the household to store any surplus electricity produced in the day by their solar panels to be used later on during times of high-carbon peak electricity demand.

Through the Powervault system, the user would reduce their carbon footprint in a fairly measurable way by reducing their demand at peak times, plus they would presumably save money due to the arbitrage effect of saving electricity generated at a time of low cost for use at a time of high prices (as long as the cost of the electricity lost due to the inefficiency of the storage doesn’t cost more than the marginal arbitrage benefit received).

I like the idea that the technology is easy to install for a household. It is also undeniable that energy storage will be a huge market theme in the coming years, as the UK seeks to increase its resilience to grid volatility as it integrates more renewable power into the generation mix.

The main issue with the Powervault concept for me is the target market. It is great that the team have a very focused target customer, households who own solar panels, and a defined value proposition of “be greener”. This group is clearly so concerned with “being green” that they have already shelled out thousands of pounds for solar panels, so potentially it is a strong strategy.

However, I worry that if the financial benefits don’t add up then the prospect of being greener will not be strong enough to justify the cost of the Powervault system, which I guess would have to retail at somewhere between £250-£500 to be attractive. The system would need to yield an arbitrage income of £25-£50 per year to stand even a modest chance of appealing to customers. Even then, customers will not directly see these savings in their bill, so how will they be convinced of the financial case for the product?

I also wonder if a target market of residential solar panel owners in the UK (or owners of any distributed generation technology) is too small a market to focus on. Presumably there are only around 50,000-100,000 households in the UK that currently own solar panels (my guess), which would yield a maximum serviceable market of £12.5m. Assuming that you can only grab 5% of that market (due to factors like competition and customer apathy), that would give a potential market size of around £625,000, which would yield a very unattractive proposition.

One of the first things I learned in marketing is that fear sells. If Powervault wants to increase its potential market size, and add another really compelling motivation to buy their product, I suggest that the company also targets people who are scared about power cuts and outages that would damage their household equipment and interfere with their quality of life. As someone who has lived through a 3 day blackout in the UK, I can testify that this is something that I would be quite keen to avoid with a potential £250-£500 investment (although I’m not suggesting that they should have a battery that would supply a house for 3 whole days).

My least favourite idea: Community Substation Challenges

One of the ideas – Community Substation Challenges – centred on the use of smart fridge magnets to display information in the hope of motivating households to compete against their neighbours and save energy in their homes.

I am really not a fan of the theory that consumers will enjoy or prioritise the gamification of energy efficiency in their daily lives. Will you really care about how energy efficient your house is when the kids are fighting each other, the stove is boiling over and there’s just been a knock at the door? Will customers really look at their fridge magnet display 1-2 weeks after it has been delivered? When was the last time you really looked at the front of your fridge? Recently there was even a whole hackathon event in Paris, Energy Hack, entirely based along a similar line of thought.

Obviously I’d be delighted if this idea gets built and shown to successfully lead to consistent energy savings over time. However, if I was an investor, I would want to have seen extensive market research or some form of Minimum Viable Product as discussed in the Lean Startup methodology. Good luck to them, but the idea wouldn’t be a priority for my investment capital.

thEnergy

As I understand it, the idea of this team is to use a heat storage medium embedded in the fabric of a house to store heat generated by heat pumps during periods of low demand to be used in the winter when demand for heat is high.

The issues with this one are primarily technical but there are some commercial considerations. Is the heat storage mechanism cost effective to produce, safe to operate and easy to install? Will the market understand the offering and can the team create a product offering in a way that is desirable and easy to understand?

Quite frankly, this one didn’t especially grab me during the Hackathon and there’s not a great deal on the site to understand. However, when you consider how significant a proportion of UK energy demand is in heating (44% by their numbers), it will be a promising finding if they pull something together that is feasible.

Demand Shaper

The guys at Demand Shaper plan to create a service based on a smart home control device that will allow for residential energy use to be “influenced” by their company in order to reduce peak demand.

Demand Shaper business model

Source: Demand Shaper’s Second Blog

It’s a mammoth task and a complicated process, although the potential savings are enormous. Due to its complexity, it wouldn’t be my first choice of project to invest in, as it has various barriers to overcome. For example, they are in discussions with Ofgem and Elexon about making a change to the UK settlement system. Now I am all for the optimistic mindset, but that is one hell of a challenge for a new startup to pursue!

I also wonder whether they have undertaken enough market research to justify the effort they are making. Time will tell – it’s certainly an interesting concept!

Hacking for a smarter grid: Nesta Dynamic Demand Challenge Hackathon

I recently attended a great Hackathon as part of the Dynamic Demand Challenge Prize.

Organised by the Nesta Centre for Challenge Prizes in partnership with the National Physical Laboratory – Centre for Carbon Measurement, the Challenge is co-funded by Nesta (the UK innovation charity) and the Department for Business, Innovation and Skills, with the National Grid as a lead sponsor.

Dynamic Demand Challenge Prize: What is it?

The Dynamic Demand Challenge Prize is an exciting competition set up to encourage innovation in the demand side management sector of the UK electricity industry. Specifically, the goal is to create a new product, technology or service that would utilise data to help households or small businesses demonstrate measurable reduction in carbon emissions by shifting energy demand to off-peak times or towards excess renewable generation.

Imperial College Engineering Department

Imperial College Engineering Department

The Hackathon itself was and hosted by Imperial College London and Climate-KIC, with Judges and demonstrators from OFGEM, DECC, Which?, and KiWi Power.

There’s a great briefing document on the need for demand side management in the UK, written by Marieke Beckmann of the NPL, that is available for free download here.

Why a Hackathon?

10 teams of innovators were selected from the vast number of competition entries and invited to attend a 36 hour Hackathon at Imperial’s Faculty of Engineering to make demonstrable progress on their ideas and to allow the judges to get a better feel for the potential of the both the ideas and the teams.

Although my own idea was not shortlisted, I was invited to attend the event as a “Roving Hacker”, with the task of assisting the other teams in the development of their ideas and adding value based on my experience of the energy sector and demand side management.

However, one of the invited teams dropped out at the last minute and so I was invited to join up with a fellow “Roving Hacker” to form an improvised 10th team to take part in the event. More on that later.

Hackathon structure

The Hackathon was manned by a number of knowledgeable experts (called “Hack-xperts”), demonstrators, and mentors who circulated, adding value to the development process at every stage.

Reverse engineering an electric whisk

Reverse engineering an electric whisk

As well as plenty of free time to go off to the lab or meeting rooms and work on your product, there were several sessions designed to stimulate and inspire the teams.The first of these was a reverse engineering session: each team selected a household object and took it into the lab to de-construct it into its individual constituent parts in order to appreciate the complexity of event the most mundane pieces of household equipment (we counted more than 78 individual parts in a £20 electric whisk!) and get our mindsets into “design mode”.

There was a great “speed-dating” style elevator pitch and feedback session, where each team had 3-5 minutes to pitch their ideas to 2 Hack-xperts and receive feedback before the bell sounded and they had to move on to the next pair. This was phenomenal as it not only forced the teams to practice and refine their elevator pitches,

Smart grid innovation presentation

Marketing and business models lecture

We received expert coaching plus talks on the formulation of business models, on marketing, on the measurement of energy efficiency and power saving claims, and on seeking finance and pitching to investors.

What was your idea?

We developed a “restricted capacity tariff” specifically targeted at the 3.5m UK households living in fuel poverty. By fitting a device into the homes of participating customers that limits the total power that can be drawn by a household, our tariff can give the household a strong discount on their electricity as this predictable load pattern will bypass the need for expensive peak-rate electricity to be bought on the Grid’s capacity auctions. Our idea will be explored in more depth in a further post to come, so subscribe to my mailing list to watch this space!

What happened?

smart grid hackathon feedback and elevator pitch

Impromptu pitch and feedback session

At the end of the weekend, each of the 10 teams pitched their idea to a panel of expert judges and the event’s attendees. The panel then asked the presenting team a series of questions to probe the inherent assumptions and to explore the potential of each idea and team in greater detail. All the pitches were recorded on camera (check out the videos on the Dynamic Demand microsite): perfect for post-event pitch improvement!

From the 10 attendees, 5 finalists were selected by the judges to progress their ideas over a six month period before the Final. Each of the 5 teams won a prize £10,000 of funding from Nesta, technical and verfication support from National Physical Laboratory scientists as well as expert business advice courtesy of Climate-KIC and Imperial College.

The winners

The 5 finalists chosen by the judges were:

Our idea for a capacity tariff was strongly commended by several of the Hack-xperts and judges but unfortunately didn’t make the final cut. However, there was no shame in this as our team was formed at 9am on the first day of the Hackathon, whereas the other teams were formed well in advance by people who had been working on their ideas for months, if not years, as part of their jobs and PhDs. In addition, our team had only just met each other, whereas many of the teams had known their colleagues for years. To be frank, it was incredible that with this competition we were even able to put something notable together within the 36 hours!

To view my detailed thoughts on the five finalists, read this blog post.

What happens next?

The winners of the Challenge will receive a prize award of £50,000 at the Celebration Event in June 2014. Fingers crossed for an invitation…