La volatilidad del mercado y la velocidad de cambio hacen que la toma de decisiones sea una tarea monumental en la cadena de suministro. Aunque no existe una solución infalible para cada problema, la inteligencia artificial (IA) está revolucionando la forma en que los líderes de la cadena de suministro analizan datos y toman decisiones estratégicas.
El papel de la IA en la cadena de suministro
La IA y el aprendizaje automático están desempeñando un papel crucial en la optimización de diversos aspectos de la cadena de suministro. Desde la planificación de riesgos hasta la gestión de transportistas, la IA ofrece herramientas que pueden transformar la forma en que las empresas manejan sus operaciones logísticas.
1. Mejora en el seguimiento de la fiabilidad del transportista
Con los envíos puntuales y sin daños siendo más críticos que nunca, la fiabilidad del transportista se convierte en un factor decisivo para la rentabilidad de las empresas. La IA acelera la toma de decisiones mediante análisis en tiempo real, evaluando la capacidad de los transportistas en función de datos históricos. Las herramientas avanzadas de IA pueden evaluar reseñas y menciones en redes sociales para construir un perfil de fiabilidad, asegurando que se seleccionen los transportistas más confiables.
2. Pronósticos más precisos y relevantes
La planificación a largo plazo ha demostrado ser un desafío, con datos de años anteriores que a menudo resultan obsoletos. La IA y la automatización de procesos robóticos (RPA) permiten una actualización continua de datos clave, como tarifas de flete y precios del diésel. Al combinar estos datos con tendencias geopolíticas y de ventas, la IA ayuda a los profesionales de la cadena de suministro a anticipar y mitigar riesgos potenciales, optimizando los niveles de inventario y la asignación de recursos.
3. Flexibilidad en la producción y gestión del inventario
La flexibilidad en la producción se ha vuelto esencial, especialmente tras las recientes interrupciones en la cadena de suministro. La IA puede analizar el inventario excedente y buscar alternativas para su uso. Además, los modelos de IA pueden identificar proveedores alternativos y optimizar las fases de abastecimiento para adaptarse a las fluctuaciones en la demanda y la disponibilidad de recursos.
4. La IA como herramienta, no como sustituto
Aunque la IA ofrece enormes ventajas, es crucial mantenerla como una herramienta complementaria y no como un reemplazo de la toma de decisiones humana. Las relaciones sólidas y la comunicación efectiva siguen siendo fundamentales en la cadena de suministro. La IA debe integrarse en los procesos de toma de decisiones para proporcionar apoyo, pero siempre debe estar bajo la supervisión y guía de los profesionales humanos.
La inteligencia artificial está redefiniendo la gestión de la cadena de suministro , ofreciendo soluciones innovadoras para desafíos antiguos y nuevos. Desde la mejora de la fiabilidad de los transportistas hasta la optimización de la producción, la IA puede ser una aliada poderosa en la navegación de un entorno logístico cada vez más complejo
El crowdsourcing está redefiniendo la forma en que las empresas manejan las devoluciones, ofreciendo una solución que no solo facilita el proceso para los clientes, sino que también mejora la eficiencia y reduce costos. Al adoptar estas innovaciones, su empresa puede transformar las devoluciones en una ventaja competitiva, incrementando la satisfacción del cliente y fortaleciendo la lealtad a la marca.
La cuenta regresiva de movilidad eléctrica ha comenzado: 2020 podría representar el punto de este cambio. Volkswagen acelera hacia la nueva era con la nueva generación de vehículos eléctricos innovadores.
Soluciones en la nube permiten a las empresas ofrecer una experiencia omnicanal, así como la capacidad de mejorar la configuración del proceso de compra-venta.
Talleres humanistas para vincular a los jóvenes con las 10 licenciaturas que ofrece el Claustro de Sor Juana, únicas en su tipo. La cita es en Izazaga núm. 92, Centro Histórico de la Ciudad de México. Entrada libre.
When he opened it, he saw that it was a call from the sponsor s father.The LOGO outside the building was Yixing Video. That person Went in to watch a movie.
78. The stock price closed at 40. 50 yuan, with a trading volume of 833 million throughout the day and a market value of 56.Just open a small program on WeChat on their mobile phones.
Anyway, there are so many girls assisting in the transaction, so it s not a big problem.In order for the script to be performed, there are not many supporting roles.
41 to close at 2177. 95 points. It is rare for the index to close for five consecutive positive days, and only one positive line in these five consecutive positive days is a small positive line.As we enter the New Year s Day holiday of 2012, the topic Who is God K has become a topic of after dinner conversation among the melon eaters.
It can be seen that it is impossible to play the platform model without sufficient capital.Thinking that there is still a gap of five generations, Fang Hong couldn t help but sigh The road to conquering semiconductors is long and difficult.
Big A has been falling continuously in the past few days and has officially entered the era of below 2000 points.The purpose was We want to achieve more cooperation in this area during the window period before export control is officially imposed.
This model is equivalent to the unified big market of the game industry.I firmly believe in my judgment. Rich man The call auction opened so low that I spent 100,000 yuan, and I was firmly bullish.
It is under screen fingerprint recognition technology, which is a new biometric authentication technology.He talks about what he can talk about. If he can t talk about it, he just ignores it as if he didn t see it.
Investors are paying attention to these stocks. The 12 Galaxy concept stocks are definitely the trendsetters in the current A share market.Many European and American countries, including the little book next door, were a little confused when they saw the news.
The guests from both parties sat down and exchanged greetings.Almost at the same time, one minute after the index reached its lowest point of the day, Yixing Video s stock price also reached its highest point of the day, which is also a periodic high in the next few months.
Once it was launched, its popularity was really unexpected, with sales exceeding 3.As the quantitative capital stock with the highest popularity index in the two cities at present, it has exceeded the six day daily limit today, and the stock price has exceeded 300 yuan for the first time, reaching 317.
Hua Yongming stared at the name and muttered to himself When I let this person airborne, I knew that Fang Hong had gilded him and that he would join the board of directors of Qunxing Capital sooner or later.Ah this
Too rude, haha This is better than the pretense, and there are more details in it.
As you can see, I am playing this game
Qin Feng stared at the phone for a while after playing.One is the user s usage habits. Over the years, Xingyu Technology s mobile phone users have become accustomed to the operating feel of this mobile phone s TOS system.
End of Chapter The compromise on the American side also has conditions, which is to destroy evidence as a bargaining chip for compromise.This is an epic breakthrough. This will bring huge incremental space to the photovoltaic industry, and it is a real incremental expectation.
scale But this does not prevent investors from naming it the Demon King of the Year and the Divine Stock of the Year.It fell 2. 33 during the session, and the index fell sharply.
At first glance, she looked like an Internet celebrity beauty, and her face had most likely been under the knife.The so called T 3 means that investors cannot withdraw funds until the opening of the eighth trading day before selling stocks in the US stock market.
Although the broadcast was downloaded, the number of people online in the live broadcast room did not drop but increased.Research, experiments and commercial activities. Such as space tourism, scientific experiments, cutting edge manufacturing and even space mining resource extraction.
In the live broadcast room, viewers from all over the country commented in the comments that they hoped that the stars would open a new hospital in the city where they live.95 yuan, rising 10. 00 to seal the daily limit. The trading volume for the whole day was about 3. 5 billion.
In fact, Bitcoin and other encrypted digital currencies will go out of an epic bull market in the next one or two years, which coincides with the decline of P2P.The sharp rise in the seven Galaxy Theme public funds today also surprised the citizens who hold the funds.
You must be stupid. At the same time, Qiu Guangcheng, who is far away in Australia, received a letter from Du Bing.I didn t even realize that at that moment, my face, forehead, and neck were covered with beads of sweat.
According to Chen Yu s material report, Quantitative Capital has invited a professional animation production team and screenwriters to cooperate with Xiao Ling s IP operation team.End of chapter At around 11 o clock, the brokerage sector s increase exceeded the cement sector s 7 increase, ranking first in the two cities sector growth lists.
Whether the management funds are monopolized by one company or divided among more is their business.Fang Hong nodded. The big pie with a minimum guarantee of 50 billion US dollars every year is a big benefit.
There are already many new comments. 6666
Digital brother, you are really awesome. How did you buy at the top of the spire so accurately, and then sell on the floor with such accuracy This is not something ordinary people can do.When Fang Hong did not take the initiative to ask the trading team to suppress it, the market collapsed on its own.
It s so smooth that he will suffer a loss. avoid big losses in the future, especially big losses that are enough to hurt your vitality.High tech companies replaced financial and oil stocks and became the largest stock in market value.
That is to understand why Sisi was eager to hire this powerful force to destroy the monsters.And it has the ability to jump from shadow, which is very convenient for both offense and defense.
Go offline quickly and post a bounty on the forum for information on War Fortress.If it were an insidious target, he would definitely not ignore this, but this
What is a capsize in the sewer. That s it. Taking advantage of his rebirth, Zhao Hao, who had been playing tricks on the aboriginal people, never thought that he would be capsized by such a thing.
Master, I know the secrets of two strategic artifacts.The other party won t take the money and not do the work, right.
The Cursed Armor alone is very heaven defying, but the latter one is even more heaven defying.When the two sentry guards saw them coming out, they looked at each other and smiled sinisterly.
Zhao Hao clicked on the hate attribute. The control of transforming the undead is in your own hands, and you can naturally see the attributes, unlike the contracted undead who can only look at the level and rank.It s just like in movies and TV shows, once you transform or turn it up, you can t interrupt the effect.
A large wound was torn open on his waist, and a large amount of blood flew out.The skeleton soldier was torn into pieces by several swords, but the opponent was also slashed several times by the bone sword.
Magic storm A set consisting of several pieces of green equipment.This is a prop that becomes more valuable the later it is used.
That means it can be squeezed Even if 278 units are squeezed together, they don t take up much space.Qin Hu s ancestor was one of the four princes and twenty eight princes who founded the Yu Kingdom.
Therefore, upon hearing Zhao Hao s inquiry, Black Bear suddenly became quiet and said, I can t believe you In terms of strength, he has admitted that Zhao Hao is qualified to help.Not to mention resources, a large amount of basic resources can be harvested every day, coupled with the Youtie mined in cooperation with Heiyun Tuan, plus the hard currency of food, there is indeed a lot of chips.
But now that he stopped because of the attack on the griffin, he naturally had no way to avoid the centaur leader who was charging at full speed.choke The sword in the King of War s hand swept across, blocking a conservative paladin in front of him and smashing his war hammer.
If he remembered correctly, based on future intelligence, shouldn t this impulse be extremely strong, as if he was being manipulated and couldn t help it.More than a dozen steel warships were divided into more than a dozen fleets.
This demonic disaster is a great opportunity. The arrival of countless demons will not only attack the major indigenous forces, but also bring an opportunity.All the major forces silently raised his danger level in their hearts.
Because his attack did not shatter the opponent s wooden palm.That s good Zhao Hao walked towards the direction where the Beast King, who was left alone behind, was standing.
He is not a saint, so he will naturally be excited by this opportunity to show his face.In the dangerous and chaotic underground world, opportunities and dangers coexist.
But Zhao Hao asked her to finish studying before next month.In this case, no one would think Zhao Hao was cruel even if they killed them all.
But if some players can buy some special products and sell them elsewhere, they may be able to earn some gold coins.These high level Goges not only only attack with fireballs, but also can use other flame energy spells, causing a lot of damage to the alchemy puppets.
1000 1000 1000
A total of more than 20,000 health points were lost.Only such a powerful hero is qualified to be evaluated as a legendary template.
At the same time, the level of risk also increases.It may be an exaggeration that a ghost can tear a tiger and a leopard alive, but tearing an ordinary human to pieces is not a problem at all.
Compared with shooting the red dragon, the poisonous manticore, which is more threatening, is the most important Deal with it first.When the players continue to move forward not far. Whizzing Another round of arrows rained out, making these Raging Dragon Guild players understand what arrows raining down means.
kill Seeing that something was wrong, the melee players rushed out with weapons in hand, rushing towards Anlos like a pack of wolves, as if they wanted to tear her into pieces.Suddenly, a white bone hound that is nearly human tall and has a thicker frame rushes out from beside Zhao Hao.
The main skill he practiced, Sword Intention Climbing to the Sky , was traditional sword cultivation.They are all here Li Shiming explained lightly. The stationed monk took another look at Li Shiming s state.
To be honest, he is not satisfied with this effect.In fact, he was wrong. There are still very few monks like Baili Jinyan.
He has considered this matter many times before, but due to the inability to obtain the exercises, even with the help of IBMz15 for analysis, he was unable to draw useful conclusions.It is hard to say whether the claws of a spiritual monkey in the Qi refining stage can tear through his body s defense, and it cannot be said to be any threat.
It took him a year to go from having no foundation to being just one step away from the third level of Qi refining.Li Shiming s screams became louder and louder. With the ability of Magic Sound in the Ears Pseudo , through the multi threaded operation of IBMz15, the IBMz15 processed massive data operations while also emitting the Magic Sound in the Ears Pseudo through his mouth.
You are becoming more and more courageous. If the guardian spirit power in your body had not been activated, I would not have been able to find you Elder Ren said angrily.There are 1. 21 million low grade spiritual stones on it, and even mid grade spiritual stones have 60,000.
The identity of the Junior Formation Master has just been obtained, and it will take some time for the information from Duifeng Lingji Pavilion to be synchronized with the sect s formation.When he looked at the technical reserves required by the drone, he couldn t help but lowered his head helplessly.
The most important reason was that he alone obtained the third grade elixir Muyang Clover for Elder Su.He didn t say anything after thinking about it. He got the top grade bird wings, so the paper crane was given to Ren Fei er.
How could he tell Li Shiming the information in advance He also wanted to see Li Shiming s gaffe.If you don t collect the two thousand spirit stones and the formation resources of the two thousand spirit stones, you will show your attitude to the sect.
You won t give him your life saving thing, right The woman in the black skirt was shocked and asked quickly.Even with this ability, no matter where they can escape, they will never be able to escape the Shushan Sect s pursuit.
Among so many Jindan monks, Elder Su has relatively few disciples.He summoned the main spirit of the Spirit Controlling and Soul Dividing Technique , and the main spirit devoured the souls here.
The skylight on Yaotai reflects the beauty. I only envy the mandarin ducks but not the immortals.Don t look at his complaints about the super grade magic weapon, saying that the super grade magic weapon consumes too much spiritual energy and that he cannot exert its power.
Most of the monks participating in this market are in the early stage of Qi refining.Li Shiming can be solved by himself as long as he observes and studies for a while.
He took out three talismans. Each of the three talismans had the power of a full blow in the early stage of foundation building.The breath gathering technique is not an important spell in the world of immortal cultivation, and most monks in sects can learn it.
There is no saying among monks that a cave with a dead person is unlucky.They didn t even know what was happening outside. All that was known was that the airship suddenly descended, and then the sound of bombardment continued, and the airship shook again and again.
In terms of value, Perhaps the hand held mobile magic circle of the Spirit Turtle Shield is the greatest value to the magician.This ability to manipulate the formation allowed Xu Chuan to judge that Li Shiming was definitely a high level formation master.
Many outside forces have long since given up on Wei s residence.Li Shiming turned around and went to the Affairs Pavilion.
Otherwise, the caves cannot import spiritual energy, and how can the monks practice.After the small hammer flew out of the Inverted Nine Palaces and Bagua Formation , it turned into an illusory giant hammer and hit a Northern Shu Qi Refining monk heavily.
Since Li Shiming has not been in the sect for a long time, it will be even more difficult to explain the origin of the spirit stones if he continues to spend money on supplies
He has currently spent four thousand spirit stones, which is already the limit of what he can consume in a short period of time.
The jade sword rushed out of the brain and turned into a spiritual thought formed by mental power.After the Five Ghosts Soul Refining Flag was taken out, the figures of five ghosts kept rolling on the flag.
I just heard that something happened in the back garden, and I felt angry in my heart, and I couldn t hold back my momentum for a while.Think of a sword cultivator who moves like a flicker.
These are all possible, and Fang Hong also keeps an eye on it.Their main focus is a complete system. This ability is unique in the world.
It will also happen in. There is a saying that is good, art comes from reality and is higher than reality, Is there still a royal law Is there still a law It really confirms that sentence When the profit reaches 300 At that time, they dared to trample all the laws of the world.At the same time, Goose Factory immediately sent a letter to the senior management of Qunxing Capital to communicate and explain the situation.
Therefore, other small retail players rushed away, and some people turned back.Moreover, many so called professional players in China are not paid.
When the market fell, it was a strong group, and it ended the day by firmly sealing the straight line board.62 , and 1. 02 respectively in these six days. 1. 87 , 0.
High, directly covering the negative line of the banking sector s sharp decline on February 7 before the holiday.to 2343. 57 points. This positive line not only reversed the negative line of Monday s sharp drop, but also reversed the negative line of the September 16th drop, causing the market index to return to the previous value of this sudden black swan event.
The market is often born out of despair, moving forward amid hesitation, pessimism, panic, and huge losses.If you dance too happily, it will increase the difficulty of your own technical research.
If a wealthy boss wants to build an e sports giant, then star players will naturally be indispensable as standard equipment.Now that they were alone in the interview, he gradually stopped speaking bluntly.
It will be officially launched on January 21 as planned.These life support systems need to be carefully designed and monitored to ensure the health and safety of the personnel in the space station.
The bargain hunter who was originally eager to try called out Excuse me.If I were in charge of Xingyu Technology, I would definitely launch more powerful promotions.
The battle damage of graphite bombs is still unaffordable, not to mention whether it can pose a threat to drones.At this time point in the previous life, the level of domestic semiconductors was at the 90 nanometer process, while the world s semiconductors had already reached the 90 nanometer process in 2004, which was equivalent to eight years behind
Even now, under Fang Hong s promotion, the process has been advanced to the 55 nanometer process.
Upon seeing this, several bodyguards stopped and stared at the woman.In the end, the Shanghai Stock Index closed down 3.
Even some well known celebrities who are in charge of dog food use money to ridicule and find flaws in various ways.Two days later, the CME Group took the lead in announcing that it would restart the market and resume trading today.
The stock investors who were cutting the stock today felt very uncomfortable and angry.No. 1 was compared with a biological computer driven by human brain cells.
Otherwise, it really doesn t make sense. A person like Fang Hong would have such arbitrary irrational words and deeds.Today he was warmly invited by Hua Yongming to visit the Hua family.
At 17 00 in the afternoon, it collapsed to 18,000 yuan, falling below 18,000 yuan.Xingyu Technology s stock price fell to 2. 15 yuan, hitting a new record low since it fell below the issue price, and its market value shrank to 5920.
On the morning of the next weekend, Xiaoling s behind the scenes operations team registered a Weibo account for her and obtained the Big V certification, becoming the first certified AI blogger.item. In the short term, doing this is definitely a loss of money, but Fang Hong is obviously not doing it to make money.
The intraday amplitudes were both above 50. It can be said that the fluctuations were very violent.However, the online public opinion war soon began. A group of people who had received dog food began to work hard.
The zoo must have other fee based items, such as personal feeding of some special species.I ve already taken a screenshot. I wish you fortune, haha
The comment area of Xingyu Technology s stock bar is particularly popular right now.
It s really all an act. So the fatal blow should be given as soon as you take action to give your opponent time to react.8 billion and 66. 582 billion respectively. Star Yu Technology s IPO raised 73. 71 billion yuan this time.
Tian Jiayi asked What valuation is appropriate for Jiuzhou Blue Arrow This company is very special, and there is no reference for valuation.33 , and it was beaten down. Although the first five minutes of the call auction are relatively unimportant because orders can be canceled, Xingyu Technology s start to the auction was really too awkward, which formed a strong contrast with the atmosphere before the listing.
In other words, today there are more than 15 million user registrations on Lingke TV, and Fang Hong brought them here.In the future, the shadow shareholders behind companies in those areas will actually be Qunxing Capital.
The performance report for the third quarter was absolutely explosive.