Beware the lure of crowdsourced data

sasha uritsky

Jun 18, 2014

Crowdsourced data can often be inconsistent, messy or downright wrong

We all like something for nothing, that’s why open source software is so popular. (It’s also why the Pirate Bay exists). But sometimes things that seem too good to be true are just that.

Repustate is in the text analytics game which means we needs lots and lots of data to model certain characteristics of written text. We need common words, grammar constructs, human-annotated corpora of text etc. to make our various language models work as quickly and as well as they do.

We recently embarked on the next phase of our text analytics adventure: semantic analysis. Semantic analysis the process of taking arbitrary text and assigning meaning to the individual, relevant components. For example, being able to identify “apple” as a fruit in the sentence “I went apple picking yesterday” but to identify “Apple’ the company when saying “I can’t wait for the new Apple product announcement” (note: even though I used title case for the latter example, casing should not matter)

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The Advantage of Social Engagement for Business, in Simple Words

Much is being said about social networks and their importance for businesses. The amount of analysis, explanations, and advice keeps on growing, while the matter is being investigated from every possible angle, real and imaginary.

As for me, the need for businesses to market and sell on social can be explained by a simple argument.

Here it is.

The principle advantage of social networks for a business over other mediums is in the social networks’ potential to build trust. Traditional marketing mediums, such as TV, newspapers, internet, radio, etc. are not designed to build trust. They are information channels, or scaling vehicles, or sales means, but their primary goal is not to build trust. Social networks, on the other hand, are exactly this - a trust building tools.

And herein lies their biggest advantage in today’s market. The endless variety of options consumers have and the ever growing dissatisfaction with traditional aggressive marketing methods, such as commercials or banners, means that creating trust between businesses and their audiences is now the most efficient way to attract customers. The way that guarantees long-term sustainability and growth.

This is, simply put, the reason for businesses to embrace the social.

WHY ALL CONVERSATIONAL AI SOLUTIONS ARE CURRENTLY CUSTOM MADE

All quality conversational AI solutions such as chatbots, voice bots, virtual assistants are customized. The reason is because conversational AI solutions have a component called AI training that has to be individually tailored to the needs of each business. Currently AI industry does not have a suitable solution to automate this component.

There are, of course, easy-to-use, scalable products such as Chatfuel, ManyChat and others, but they do not provide sufficient quality and therefore do not add value to the professional sales or customer service process.

The next generation of conversational AI solutions will be scalable, while capable of delivering the level of quality required by businesses and professional organizations. nmodes is among a limited number of AI companies, with sufficient level of technological knowledge and deep enough understanding of underlying linguistic processes. working on delivering this kind of solution to the market as quickly as possible. In the meantime, customizable AI solutions, with personalized AI training component, is industry's best option.