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 balance entre sostenibilidad y costos es posible con iniciativas como la electrificación de flotas y la educación de proveedores en prácticas ESG. Estos cambios permiten operar de manera sostenible y fortalecer la cadena de suministro en el largo plazo. ¡Un enfoque resiliente y verde es el camino para construir cadenas de suministro competitivas y preparadas para el futuro!
Entre el 17 de enero y el 7 de febrero despegaron más de 163 aviones cargueros desde Ecuador y Colombia, triplicando el promedio de envíos regulares semanales.
It can only be said that Zhao Hao really knows the Aboriginal heroes very well.The data cannot be lied, so even if a few people know his plan, they have no objection.
The first is himself. The summoning of the undead allows him to maintain a An immortal legion.Recommended, Zhuishu is really easy to use, you should try it soon.
As for the attribute of increasing the hit rate by 10 , it is completely useless.If he hadn t recently known that the opponent s position was unstable, and that Hanyue Rose was all rounded and had not completely tied him up, Zhao Hao would not have suddenly given the opponent this opportunity.
Since the start of various natural and man made disasters, the price of food has skyrocketed.One day later, he entered the territory of Irollan and rushed to the Undercity.
Instead, it was a pure physical attack, causing fist marks visible to the naked eye, and even dragon scales falling off, indicating that the attack was not ineffective.AoE damage spells are definitely a killer weapon at times like this.
obstacle Zhao Hao directly used the cannibal vine as a barrier and successfully covered the transport ship approaching the port.Are you afraid of chasing champion level long range firepower.
These demons can press the royal griffon to the ground and rub it in terms of combat effectiveness.With his extremely fragile body, he would definitely die if he got in contact with him, and he would suffer a lot of losses.
Behind the surprised beasts, a humanoid monster several meters tall slowly put away the bow and arrow in his hand and disappeared.He folded his wings and landed in front of a temporary wooden house less than a kilometer away from the city.
The key is time For those lords, it might take two years to make a plan, but he has already done it, which shows how exaggerated the speed of development is.Naga Siren YYDS. Without the help of the other party, it would take a year or two to increase the speed to this level.
It s a distance of two thousand kilometers. It s not easy to get there without taking the underground passage.Rules protect It should be that when the ability is activated, it will be protected by the rules.
That reason is also the reason why Zhao Hao feels that if everything goes smoothly, he will have an easier time than Poisonous Fly Forest.It s so low key, naturally because there are too many elders here.
After giving a salute, Roman said in a cold voice Sir Mia, who is loyal to the other party, is also a subordinate of Zhao Hao, so there is really no problem in calling him Sir.In exchange for your life The Phantom Shooter and Shadow Swordsman paid a heavy price.
Most of the more than fifty warships were destroyed in this round of attacks in an instant, which made people stunned.Yes n The senior executives on both sides of the long conference table agreed loudly.
But if you approach from the river, you can easily approach as long as you can hide from the reconnaissance posts.Although it may seem like an astronomical figure, the Raging Dragon Guild is already collecting taxes now.
They can even lay traps to fight. Yes, sir Blackstone left with the Green Field Legion without any hesitation, setting up traps and ambushes in advance.As long as the other party is willing to pay the price, they can know about this event in advance and carefully plan this action.
Kaka I saw passage exits appearing on both sides of the ship, making the warship seem to have turned into a honeycomb.But Just look at the damage numbers to see that the attack is not fatal.
It was successful, and the person turned directly into bronze.But now with his status in the world and his own strength, he is qualified to take it.
After guessing where Zhao Hao s confidence came from, he waved his hand and gave orders to all the cultists.Change tanks Just let Feida act as a human shield. In terms of defense, she is naturally far inferior to the heroic moves, but her dexterity is far superior.
Everything is difficult at the beginning As long as the beginning is solved, the rest can snowball.At this moment, dozens of medium sized transport ships rushed towards the sea from the side at full speed.
Finally returned to Stormport, because the Storm was back.agree In the end, Bernie chose to agree. It would be fine if he was found to not bear the consequences, and his tribe must not be implicated.
This clearly means a huge difference. Zhu Liegang and Hei Yiyu both looked troubled.Me Zhang Xuan was stunned Why me Lingxi Emperor cultivates freedom and detachment from nature But with the constraints of his father and heaven, and the people he cares about, he will never be able to truly detach himself If I read correctly, when you fought with me, you gave up and planned to be killed by me Master Kong said.
The silence lasted for a full twenty breaths. After Xie Liang coughed, he seemed to think carefully before he said After the banquet, everyone tidied up.There are also twelve clay pots for cooking on the iron stand.
Xi Lerong said That s it. Long Yun s eyes narrowed, but he said Don t take it lightly.But the so called creation on the spot is often the result of sufficient accumulation in the past, and it s just a matter of last minute.
Seeing the doubt in her heart, Master Kong smiled
Bang bang bang After several consecutive attacks, Zhang Xuan s tiger s mouth cracked open, and a huge scar appeared on his chest, which was hideous and terrifying.When Xiang Yunting proposed the bet, Gui Wujiu agreed without thinking he seemed to be more decisive than cautious.
Seriously speaking, it is quite similar to the last scene of Shu Shen Yun s departure in Mo Na Ben Continent today s Ziwei Heart Realm world but it is not as profound and meaningful, and the still water is deep, but more of a rebirth.Being a member of the wood spirit, they naturally do not need to eat in other words, they feed on nectar.
To be fair, if we take all of the two classics of Qixu and the second pragmatic classics and deduce them carefully, using half to get the whole , we can also reach a very high level.Half a day later, Mo Tianqing used a secret magic technique that he had been practicing for half an hour to create a gap in Wu Xinling s defense.
In three more days, if there is no big move from the Yin Sect, they will completely change their ways and let go without any blame.To be honest, fellow Taoist, I don t know. The Ling clan may hold a method that is enough to circulate around the world and operate without any hindrance within twelve hours.
The giant tree body. This shows the great courtesy and sincerity of the Wood Spirit clan.Instead of spreading news that is not good for me, it would be better to place it between two possibilities.
If there is any gap, it is firstly the gap between the other fruits and the Sword Fruit itself secondly, although Qin Menglin s vision is complete, it is also vague, and it is not as clear as the true flow of the Sword Fruit to see the backside.so what Let alone ten thousand gold, even one hundred thousand gold, he would definitely not take risks.
If there are no accidents, we are interested in the region limited method.When the Chinese characters on this light curtain were full, there were probably about a thousand characters written there but with a gentle press of Gui Wujiu s palm, the more than a thousand characters immediately shrunk to only one fifth of the entire light curtain.
The most wonderful step among them was that he allocated one third of the opportunity of gifting his special charm to Qin Menglin.Wen Jin Yuan and Huang Xiyin looked at each other. There seems to be an unusual flavor in these four light words.
I don t know how he did it to grasp the news. All in all, she defeated the two of them very easily, and she calmly left when Zhu Yongchen and others were about to come back.It s just one more thing this person s practice of Kung Fu with his eyes closed is clearly very profound but with the depth of his cultivation, acting in such a realm, even with an extremely high level barrier, is still too rough.
The second is the sword Xuanyuan. When Xuanyuan Huai used that sword, Gui Wujiu could clearly feel that the power of this sword was extremely mysterious, obviously more powerful than any of the eight swords of Chenyang he used.Then there are countless tiny light spots, like butterflies or catkins, endless in number, like stars flowing through the universe, spreading out at extremely fast speeds Thousands of people from far and near were all frozen and frozen, as if they were in a dream.
According to the predictions of the three of them, their combined attack would be enough to remove three of the seven layers of the Yin Yang Dao Master s aura.Senior Brother Xiang is in the ninth stage of the True Law.
Dongfang Wanqing nodded slightly. At this moment, Huang Xiyin s eyes suddenly moved, he turned around and said, I m going out for a while first.Even so, I should be satisfied with the opportunity to reach such a state after wasting a long time.
Shi Mo s mind is alive, but his face is calm, just waiting quietly.I didn t expect that his self protection method was completely useless, but it was so easily lost to Daoist Huang.
More than 20 million combat players sound inconsistent with hundreds of millions of barrier players.Antidote potions were also used, but they were useless against this kind of poison and state.
If they take the second drop, the chance of survival is less than one percent.Hmph, you are just being alarmist. If those guys underground can threaten Irollan, then they won t be the ones who are driven underground Lu Mu seemed to be disdainful.
Although it is still within the control range of Takagi City at a distance of about two hundred kilometers, it is still considered a marginal area.I have to say that the cultists are really strong. There are almost no ordinary people, at least those with fighting power above the main level.
Now that the opponent has long range capabilities, the attack plan needs to be slightly changed.Li Keke went to get the map without saying anything.
In the sky, there were nearly 30,000 remaining Wind Emperor pterosaurs using the wind technique to glide to follow.The ship spirit Eve appeared on his shoulder, leaving only Menfila and Ellie looking at each other.
Terrifying defense In the charging state, both defense and resistance are directly maxed out.System constraints can only ensure the loyalty of the other party, but they will not make the other party s machine the same.
Thousands are produced daily That s right, production has increased again after the massive supply of flesh and blood resources.But it s not easy if you re prepared. Anyway, Freya s chance of success in attacking these warriors was not high.
If it were pure physical damage, he would be extremely powerful with heavy armor and giant shield.The only way to attack the opponent is through sacrifice.
Looks like we were just one move away Zhao Hao admitted his mistake.While hiring players to carry out projects, the Storm Legion launched a full scale attack and began to eliminate the increasing number of demons around them.
Injured monsters are the most dangerous This is common sense.They are not here to travel. Isn t it just to be able to enjoy a feast while holding back contributions and not fighting.
Soon, the spider in Bai Ze s mouth appeared. In the underground world, spiders are also very common insects, and there is nothing strange about them.The gap between battleships is even greater than the gap between humans and dogs.
Shinhwa
No, what is the Haitian Guild doing When Po Jun saw this scene, he immediately cursed.Of course, it was impossible for several major guilds to agree.
Not referring to attack power Under normal conditions, her combat effectiveness is no longer as good as Feida s.Although the troops not far away are not weak, they are nothing.
The reason is also very simple. The Storm Legion is at full strength.Although he is only a viscount, no one dares to look down upon him because behind him is the Falcon Royal Family.
The royal griffons did not focus on the sky battle, but left some entangled with the golden dragon and silver pegasus, and most of the rest rushed towards the Storm.Don t think this price is low. You know, before they acquire them, the corpses of these high level demons are of no value to the players.
This quantity alone has crushed land trade countless times.Although it felt wrong, Zhao Hao felt that it was better to listen first before talking.
Of course, this is also because there are supplementary channels.Under the influence of the blood sucking ability, your combat effectiveness is absolutely unexpected.
Ordinary items do not have any attributes. Excellent green items are worth fighting for and can be used to make green and blue quality items.Now Zhao Hao also used the Buck Principality as a chicken , proving the strength of the Storm Territory and getting revenge.
Well, just like Zhao Hao came for the alchemy manuscript, but Turing didn t cheat him.Well, this was beyond Zhao Hao s expectation. If he had known earlier, maybe he would have asked Feida to throw the Blue Dragon uniform to Freya to wear instead of ordinary fashion to hide her identity.
Wow The chains were thrown out, dragging several spellcasters over and stuffing them into their stomachs.The powerful cultists all went to the altar to protect the bishop and the priests, and the rest were no match for her.
Each team should appear randomly in the maze, as shown by the lack of other teams around them.The point is that the number is extremely staggering and the rhythm is completely endless.
Even using a 20 second summoning speed that maintains a balance between consumption and recovery, more than two thousand vampires can be maintained.Among them, 10 is paid to the players in the form of gold coins, and another half is given to the Hundred Flowers Club.
The magic light balls tore apart the body of the demon in front, causing it to fall in pieces.
road. Seeing that these three people ignored his questions and tried to break into his home as if no one else was around, Xiao Yuhan immediately became angry, and with a surge of energy, he said What do you want to do Break in without permission.Duanmu Fei has lived nearby for nearly a hundred years and is relatively familiar with the surroundings.
As early as when we solved the underworld silk snake , Thousand Handed Ghost King had already found an antidote pill for his subordinate to take.covering the entire head and face, making it impossible to see what the person looked like.
The large teleportation array must have a longer teleportation distance and requires more energy, so it needs to be inlaid with eighty one top quality spiritual stones.Hearing Xuanjia Demon King s words, he couldn t help but blush and said, I was just careless.
Not much of a killing effect. The Futian Willow of Fuliu Ghost King is dozens of feet tall and has thousands of wicker branches.Seeing this, Huanxi Ghost King suddenly became pale.
More importantly, after his master Songhe Lao Dao died, he was buried in Qinglong Mountain according to his last wish.It seems that no one is willing to listen to his words as a general manager Not only does Fusong Ghost King oppose him, but others also don t take him seriously This is really unreasonable.
They will definitely unite and come to find it. At that time, it will be another story.Lifetime abilities have been restricted again. At the same time, there is endless tearing force acting on Qingyang s body, being constantly stirred, rolled, thrown, and pulled, like a kite in the strong wind, a boat in the huge waves, and grass in the heavy rain.
Of course, it was just a guess now and further confirmation was needed, so Qingyang asked again, So Master Yuan Zhu came here to ask me to deliver the space gourd This time Master Yuan Zhu didn t even say anything, just shook his head.Even if it is compared with the spiritual veins outside, it is not far behind.
It was just that everyone was too excited just now, so they misunderstood it.If I am not careful, I will lose my life. Qingyang was thinking about whether he could get this qualification, and True Lord Hongguang was thinking about how to keep this qualification, so he said True Lord Crouching Tiger, this quota was left to us by True Lord Youlong.
No one will feel comfortable. More importantly, the chase and escape was too loud, and could easily attract higher level underworld insects or monsters such as the Underworld Winged Snake.In the future, he will have enough time to reach a higher realm.
I wanted to entertain you well, but I didn t expect to meet this person.It can be seen from the fact that he can successfully pass the Hundred Ghost Map.
While the Linglong Ghost King attacks the Coffin bearing Ghost King, a golden bell above his head keeps emitting crisp sounds.Lord Crouching Tiger shook his head and said This All Souls Association is too mysterious.
As servants, we don t dare to disobey it. What she means is, Master Cheng en Ming, please don t make things difficult for us, okay That Master Cheng en Ming did not take the guard s words to heart, but said Hmph, don t do this with me, I just want to go in, look.The longest man in the Ten Kings Palace has lived for thirteen hundred years.
After the vibration, the control button started to rotate on its own.own opponent. Thinking of this, Qingyang did not dare to stay at the original place, but quietly retreated towards the depths of the stone peak.
Master Heyi regretted it more than ever. He really shouldn t have been greedy for those tens of thousands of Mingshi stones.Linglong Ghost King self destructed and disappeared, but Fuliu Ghost King was still alive.
The giant ghost king Seeing that no one was willing to be the first to express their stance, he could only say Since we have decided to elect the first heir, there is no need to delay.He could not bring the two people together no matter what.
When the fight starts later, you can escape in the chaos.Now it is the most critical time. everyone didn t care about saving spiritual energy, they just found the treasure first.
