Let’s also revisit the earlier stat that I shared, which based on a 2016 study showed that of the 41% of Americans who make New Year’s resolutions, only 9% successfully keep them by year-end. For context, consider that at the time of that study’s publication, the U.S. population was 323 million.Crunching the numbers, you find that 12 million Americans actually did achieve their resolutions, and this number would be still higher based on today’s population. When nearly 12 million people succeed in something based on taking a simple action, the method isn’t exactly a bust.

Millions Are Able To Keep Their Resolutions

According to one study, even after six months, 46% of people who make a resolution are still successful in keeping it.This is the flip side of the six-month percentage above, but it’s a more motivating way to think about the effectiveness of the resolution setting. While it’s true that over half of those who make New Year’s resolutions ditch them halfway through the year, it’s equally true that close to half of all resolution setters are still on track to reach their goals by mid-year.

A Good Percentage of People Who Make Resolutions Still Succeed

Real change—whether individually or organizationally—is always prompted by a new beginning or fresh start. Sometimes those new beginnings are forced on us, but even in the middle of the year, we get to create them. What resolutions might you revisit (or create from scratch right now) to help maximize your life and career opportunities? Don’t overthink this, just craft resolutions that feel good.

The Path To Real Change

96% of those who don’t create an annual resolution are unsuccessful in reaching those goals, from losing weight to returning to school. This percentage is far lower than the approximately half of people who made resolutions who did reach their goals.This may seem like just a matter of semantics, but these words hold real-world weight. Stating a goal simply determines the end toward which you will direct your effort.

Other Findings Of The Study

Statistics show that six months after optimistically setting their intention, the majority of people—<a href="https://discoverhappyhabits.com/new-years-resolution-statistics/#2021-statistics">54%</a>—don’t keep their new year resolutions. The numbers are even more discouraging by the end of the year, when one study showed that only<a href="https://discoverhappyhabits.com/new-years-resolution-statistics/#2021-statistics"> 9%</a> of those who set New Year’s resolutions had success in seeing them through.These stats are not inspiring when determining whether to declare a resolution, yet perhaps there’s another way to look at the situation. The fact is that people who bother to set resolutions still have some advantages in reaching their goals over those who don’t.

New Year Resolutions

Don’t give up so quickly on those old promises to exercise and eat better.

personaldevelopment

Personal Development

Here’s why summer may be the perfect time to revive your annual resolutions

<ul><li>A neural network is first trained on a large general-purpose dataset using significant amounts of computational resources, and then fine-tuned for the task at hand using a much smaller amount of data and compute resources.</li><li>The use of pre-trained networks has exploded in recent years as the industrialization of machine learning has taken over many fields and data has increased.</li></ul>

Pre-trained neural networks give smaller teams a leg up

<ul><li>The cost of API calls, data storage, and cloud instances will scale along with usage.</li><li>Many companies that have used cloud APIs for machine learning today may eventually attempt to transition to self-hosted or self-trained models to gain more control over their machine learning pipelines.</li></ul>

Cloud APIs are easier, but outsourcing isn't free

<ul><li>One of the risks associated with foundation models is their ever-increasing scale.</li><li>Pre-training on a large general-purpose dataset is no guarantee that the network will be able to perform a new task on proprietary data.</li><li>Dataset alignment and recency of training data can matter immensely depending on the use case.</li></ul>

The risks of foundation models: size, cost, and outsourced innovation

<ul><li>Cloud APIs bring their own problems long-term. It's important to have a strategic exit plan so these APIs do not control your product destiny.</li><li>Keep tabs on what is coming out of the big corporate AI labs.</li></ul>

Be strategic and keep an eye on the big AI labs

<ul><li>Within a year, startups began springing up to replicate AlexNet</li><li>Fast forward to 2022: Neural networks have changed every aspect of machine intelligence in software systems we all use daily, from recognizing our speech to recommending what's in our news feed</li><li>Today's systems still employ neural networks - but at a vastly different scale</li><li>Recent systems for understanding and generating human language, such as OpenAI's GPT-3, were trained on supercomputer-scale resources</li><li>These new systems require tens of millions of dollars in computation</li></ul>

The journey to this point began a little more than 9 years ago with a 2012 submission, called AlexNet, to the annual ImageNet LS

Foundation models and cloud APIs bring opportunities, risks, and limitations for startups that want to innovate in AI and machine learning.

startup

Startups

artificialintelligence

Artificial Intelligence

softwareengineering

Software Engineering

How to Use Massive AI Models (Like GPT-3) in Your Startup

The goal is to understand the process by which customers find out about and decide to purchase our product and to use our findings to develop a repeatable sales model and optimize our marketing and sales strategy. We should be continuing to explore and validate price points while closing paid pilots, nurturing early-stage customers, and turning them into evangelists. We should validate our go-to-market assumptions with paying customers.

Phase 3: Nail the Go-To-Market Strategy

Sunk cost leads to irrational decision-making. when entrepreneurs stake their hopes and dreams on a startup, the resulting motivation can make it all but impossible for them to learn in an intellectually honest way - overconfidence trap: research shows experienced individuals tend to be overconfident in their judgement and ability to control the uncontrollable. stay determined but be humble along the way.

Motivation Trap

<ul>
<li>Your business model is the map of how you create value and deliver it to customers. In this phase, we will conduct financial analysis to verify business viability, launch your product and go-to-market strategy, and then develop a dashboard to monitor your progress forward.</li>
<li>Predict Business Model with Customer Data: Ask questions like "how would you want to buy something like this?" direct, distributor, partner. What would they need to feel comfortable making the purchase? What would a potential deal look like?</li>
<li>Validate Financial Model: Evaluate margins, fixed costs and variable costs.</li>
</ul>

Phase 4: Nail the Business Model

Recognize our weaknesses and blind spots. We tend to try and reuse ideas from other settings that may not be appropriate.  For example, A CEO with a marketing background may see the world through the lens of the "go big" marketing blitz strategy.

Familiarity Trap

<ul><li>Develop an inexpensive, rapid prototype — something your customers can use and give them a picture of the solution you are proposing. </li><li>Be resourceful — ask suppliers for samples. Find partners. Avoid investment.</li><li>Prototype Road Show - Test your prototype in front of full buying panels of customers.</li><li>$100 game - ask yourself if you had $100 to invest in any features of this product, what features would you invest your money in</li></ul>

The Prototype Test

When it comes to the image you create as a startup, once you start selling, go big or stay home within the niche you have targeted. This doesn’t mean you have to burn all your capital, but you do want to communicate that you are established and reliable when you start trying to capture the early majority. For my time at Knowlix, this meant spending the money to obtain a moderately central space at the tradeshow their customers attended, creating a professional booth, and then pulling out all the stops to establish buzz around the booth.

Branding

Partner with your customers, usually through a pilot program, to take your solution through a final round of iteration to refine it into the solution customers want. At this point, your customers should be willing to begin paying for the product. You should begin closing paid pilots or be selling your product.If customers won't pay now, they probably won't pay later. While it's natural to shy away from or defer asking for payment, we're only avoiding the truth and doing ourselves harm.

Solution Test

The customer buying process is the map of your customers' activities from the moment they find out about your product through the purchase and use to the ultimate disposal of your product. It is defined by the job your customer is trying to get done and all the relevant activities that surround that job. To uncover this, ask customers about how they accomplish or try to complete that "job" with any relevant solutions, from beginning to end.

Map the customer-buying process

<ul>
<li>Write down a monetizable pain statement - A monetizable pain represents a pain that customers recognize, have money to pay for, and are overly interested and eager to solve.</li>
<li>Write down a big idea hypothesis - An idea for a solution to the pain you observed, specific to the customer group, and why it is different from existing solutions.</li>
<li>Test your hypotheses - Be quick about it.</li>
</ul>

Steps To Nail Customer Pain

"Since only one in every five to ten ideas works out, the strategy of limiting the time we have to prove that an idea works allows us to try out more ideas, increasing our odds of success."

Established markets are markets where products exist and where you intend to compete by offering a product that serves a niche within the existing market or is a complement to an existing product.Consider attacking the low end of the market first. Customers at the top of the market aren't willing to risk their business on an unproven startup. In contrast, customers who are fighting the big players in the industry are constantly looking for an edge and are more willing to work with a startup that could give them an advantage.

Established Markets

Write down a MFS HypothesisThe minimum feature set represents the smallest, most focused set of features that will drive a customer purchase.  There are a few tests that can be conducted:<ul><li>Test 1: The Virtual Prototype Test</li><li>Test 2: The Prototype Test</li><li>Test 3: Solution Test</li></ul>

Steps To Nail The Solution

In this stage, you cultivate a minimum feature set that you develop iteratively while validating with customers.As you iterate, in addition to refining the solution based on customer feedback, you should be improving your understanding of the market and defining the best segment for an initial beachhead. As much as possible, you should try to find new samples of customers to gain fresh, unbiased perspectives.

Phase 2: Nail the Solution

The goal of this phase is to clearly define and understand the customer pain and determine whether the customer pain is a market opportunity.The test of nailing the pain is whether customers return your cold calls. In this first step, we want to answer the question "Is this a pain worth solving?" No pain, no business.

Phase 1: Nail the Customer Pain

The very process of growing will change your company in fundamental ways that will make what you did in the early days obsolete in the later days.The process of "nailing it" is recursive.As startups grow, the nature of how they operate begins to change. As a company grows, a shift occurs from facing an unknown problem/solution at the onset, which required radical exploration, to facing a known problem/solution that requires execution. As a company gets bigger, the nature of what it has to do to be successful changes.

Phase 5: Scale It

It is the ability to recognize new information and then change the way you view the world. It can help you be more agile and beat out your competitors who are stuck in the old way of doing business.

Cognitive flexibility

If 50% of customers return your call, you have found the monetizable pain and a potential beachhead for your product.If it is less than 50%, the low response rate may mean that you just haven't found the right customer niche or the right words to describe the pain to the customer. By talking to the customers who do respond, you can find clues about where to find the real monetizable pain.

The 50 Percent Rule

Close and launch paid pilot-customer relationships and utilize them to refine the product, go-to-market strategy, and serve as references.If you properly nurture reference customers, at the end of the pilot you will have a robust solution, a deep understanding of your go-to-market strategy, and a reference for future sales.

Pilot-Customer Development

Many investors and entrepreneurs will admit that most successful companies faced a crisis before they succeeded.The value of a good crisis is that it forces you to focus and renew your commitment to make the time to really nail the product and reshape the company.

Crisis And Focus

<ul>
<li>Models - intelligent, well-spoken, credentialed. pays lip service to the process but under the surface believe they already have the answer.</li>
<li>Packrats - chases down and tries to satisfy every last customer. unable to fire the customers that distract from the real value proposition.</li>
<li>Junkies - focus all of their energy on pleasing investors and bankers instead of focusing on the customer and building real value.</li>
</ul>

Avoid becoming a Model, Packrat, or Junkie

Once you've validated a customer pain, it's time to ask yourself "how big is the pain I'm trying to solve and is it worth it?"Many entrepreneurs we have talked to discover a customer pain, build a solution for the pain and then realize after the fact that they are actually tackling a rather small market.Evaluate:<ul><li>Market Size</li><li>Market Growth - A rising tide lifts all ships.</li><li>Competition - What differentiates you?</li><li>Laws & regulation</li><li>Sales cycle</li></ul>

Evaluating The Pain

Detach yourself from your biases, get on the customer's side of the table, look at the problem from their perspective, and make them feel that you truly want to learn how they feel about this problem and potential solutionsDo you have this problem? Does this solution solve your problem? What would the solution need to have, for you to purchase it?

Discuss potential solutions with customers

The price your customers are willing to pay is the measure of the degree to which you have nailed the solution.Breakthrough questions:<ol><li>"How much would you expect to pay or a solution like this?"</li><li>"Would you be willing to prepay for this product?"</li><li>"Would you be willing to purchase this today?"</li><li>"If I gave this to you for free, would you install it today system-wide?"</li></ol>

Testing The Price Point

<ul><li>Map the key categories of the market infrastructure</li><li>Identify the top three partnerships in each category</li><li>Understand the motivations and needs of each player</li><li>Create measurable and time-bound objectives for each potential partner and a strategy to leverage the infrastructure based on your interactions with customers</li><li>Assign an owner to each partner</li></ul>

Defining a Market Infrastructure Strategy

Look for leverage points within the buying process at which you can influence customers' purchase decisions.Example: Apple didn't just revolutionalize the sale of MP3 players by making a better MP3 player. They also reinvented the entire buying process for digital music, which before iTunes was difficult and overwhelming. This opened up a segment of customers who previously had shied away from purchasing digital music and MP3 players.

Develop a Sales Model

New markets are created by a disruptive technology that serves new customers or an opportunity that was previously unnoticed or underserved. Whether or not it is a new market doesn't necessarily depend on your technology or product, but rather how the technology or product is applied. For example, a 1.3-inch hard drive in the PDA market (established market) vs the video-game market (new market).New markets are high-risk, high-reward. They are dangerous for startups because you are exploring uncharted territory, defining a new category, educating consumers, and trying to change behaviours.

New Markets

<ul>
<li>The hero myth - What does it take to be a successful entrepreneur? We all hear the same list of qualities: passion, determination and vision. But the same qualities that are heralded as traits of the successful may lead to your startup’s demise.</li>
<li>The process myth - The conventional, "build it and then sell it" process doesn't work because entrepreneurs start out with a guess.</li>
<li>The money myth - More money isn't necessarily better. Investment removes the constraint of entrepreneurs needing to focus obsessively on what customers want. it enables you to pursue flawed business plans.</li>
</ul>

The Three Myths of Entrepreneurship

<ul><li>Become an "expert-novice": hold knowledge and confidence, but always maintain a seed of doubt and thirst for more knowledge.</li><li>Reframe your startup's purpose: reframe the purpose of your venture to be learning about what the market wants, rather than proving that your idea works. this mental trick helps you avoid learning traps and focuses you on learning. </li><li>Seek a high volume of feedback: feedback helps correct overconfidence, increase pattern recognition, and help us see the truth.</li><li>Be data-driven: don't rely on beliefs and gut feelings. base decisions on data — even if it's limited data.</li></ul>

Tips For Starting Out

<ul>
<li>Get out into the field - Get out of the building, outside the company, outside your circle of friends... validate assumptions like scientists. Don't be attached to your vision.</li>
<li>Fail fast and embrace change - Do not waste time pursuing an idea that's not a true opportunity; fail fast. Be dispassionate enough to let go and move on.</li>
<li>Adopt the attitude of learning - The attitude of learning will enable you to successfully discover real opportunities.</li>
<li>Test your guesses with rapid, inexpensive, simple experiments - Don't start building without testing your guesses.</li>
</ul>

Core Principles of NISI (Nail It Then Scale It)

This book will teach you how to create your own startup, nail the problem it solves, and scale it.

Why do most new businesses fail, yet a few entrepreneurs have a habit of winning over and over again? The shocking discovery of years of research and trial is that most startups fail by doing the "right things," but doing them out of order. In other words, human nature combined with our entrepreneurial drive puts us on autopilot to become part of the 70% to 90% of ventures that fail. From Thomas Edison to Steve Jobs, the Nail It Then Scale It method is based on pattern recognition of the timeless principles and key practices used by successful entrepreneurs to repeatedly innovate.

moneyandinvestments

Money & Investments

business

Business

books

Books

Nail It Then Scale It is the first lean startup book to help entrepreneurs through the process of launching a high-growth company. The book includes not just high-level principles, but a distilled, step by step guide of key actions successful entrepreneurs take to reduce risk and increase success. NISI answers key questions including: Why do most new businesses fail? What first steps do successful serial entrepreneurs take? What are the most common failure traps and how can I avoid them? Based on years of research and observation, Furr and Ahlstrom conclude that startups often fail by doing the "right things," but doing them out of order. In other words, human nature combined with entrepreneurial drive puts the entrepreneur on autopilot to become part of the 70% to 90% of ventures that fail. From Thomas Edison to Steve Jobs, the Nail It Then Scale It method is based on pattern recognition of the timeless principles and key practices used by successful entrepreneurs to repeatedly innovate. These processes and principles have now been distilled into a handbook to guide entrepreneurs step by step to victory. Stop following conventional wisdom and join the few entrepreneurs that consistently take their innovative ideas all the way to a successful product and company launch.

Nathan Furr

Paul Ahlstrom

Nail it Then Scale it

<ul>
<li>Scaling Shifts Your Team’s Focus: more customers means more bugs. And more bugs means less time for our team to work on everything else.</li>
<li>Scaling Is Expensive: as the number of customers you’re supporting rises, so do your costs.</li>
<li>Scaling Amplifies Everything: As you grow, the feedback that you get from our customers goes farther and farther. The network effect of having lots of happy customers is incredibly valuable, as it helps you reach more and more new customers. But that reach isn’t all roses. Just as it amplifies the good, scaling amplifies the bad.</li>
</ul>

Biggest Scaling Challenges

Seeing some real growth is just the beginning. These are the 3 hurdles you have to overcome when figuring our how to scale your startup

The 3 Deadliest Challenges of Scaling a Startup | Groove Blog

Get clear on your relationship with change and control. Some people are fine with little changes, but mega-meta changes completely unravel them. Others are good with big picture changes, but the small things unravel them. When you find your triggers, level up your self-awareness and get clear that you are in the driver’s seat of how you respond but not in the driver’s seat of the actual end result.

Assess your relationship with change

<ul><li>Many of us assume job security, but any job someone gives you can be taken away. You may also wake up and decide the job you have isn’t what you wanted at all, which is another way things change.</li><li>To thrive in a world of flux, think about your career more like a portfolio you curate rather than a singular path to pursue.</li><li>Thinking you’ll succeed if you make it down a predetermined path leads to a lot of hurt, disappointment, and a potential identity crisis when the path doesn’t work out or you decide it’s not the path you want to be on. </li></ul>

Think of your career like your portfolio

To get comfortable with change, shift your focus. Are you focusing on what you know and what is in front of you? Instead, focus on what you still need to discover. What we don’t know is far greater than what we do know. Every week we put plans into place that change. Your mindset needs to be more fit for a world in flux.”

Focus on what you need to discover

A superpower is the ability to let go of the future. Letting go of a need to control can be empowering.Try scenario mapping, imagining different possible futures that might play out. Shift your mindset from trying to predict the future to preparing for many possible futures. Also, shift your expectations from the idea that your plans will work out to assuming they will change.

Here’s why summer may be the perfect time to revive your annual resolutions

How to Use Massive AI Models (Like GPT-3) in Your Startup

Nail it Then Scale it

It's time to
Read like a Pro.

The 3 Deadliest Challenges of Scaling a Startup | Groove Blog

CURATED BY

Here’s why summer may be the perfect time to revive your annual resolutions

How to Use Massive AI Models (Like GPT-3) in Your Startup

Nail it Then Scale it

It's time to Read like a Pro.

The 3 Deadliest Challenges of Scaling a Startup | Groove Blog

CURATED BY

It's time to
Read like a Pro.