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Стас ЮрасовAI Eng
12 November 2025, 13:16
2025-11-12
"This is the moment of truth." We asked 6 neural networks how the Mindichgate scandal would affect the course of the war. The results amazed us
We decided to ask six different LLM models from different providers — American, European, Chinese — how the scandal surrounding Energoatom and the quarterback Timur Mindich will affect the course of the war in Ukraine.
Some of the answers were unexpected. The scandal could have a positive effect. It all depends on the government’s actions. «With a decisive response, it could prove Ukraine’s institutional capacity,» one of the neural networks tells us.
Next are the answer options Claude AI, ChatGPT, Grok AI, Mistral AI, Gemini, Deepseek.
We decided to ask six different LLM models from different providers — American, European, Chinese — how the scandal surrounding Energoatom and the quarterback Timur Mindich will affect the course of the war in Ukraine.
Some of the answers were unexpected. The scandal could have a positive effect. It all depends on the government’s actions. «With a decisive response, it could prove Ukraine’s institutional capacity,» one of the neural networks tells us.
Next are the answer options Claude AI, ChatGPT, Grok AI, Mistral AI, Gemini, Deepseek.
Content
What did we ask?
Predict how a corruption scandal in the Ukrainian energy sector, involving government representatives, will affect the course of the war in Ukraine.
Context
Operation Midas: a high-level criminal organization operating in the energy sector was exposed. NABU and SAPO exposed and documented the activities of a criminal organization, which included current and former energy officials, a well-known businessman in the media, and other individuals. Its participants built a large-scale corruption scheme to influence the activities of strategic state-sector enterprises, in particular JSC NNEGC Energoatom.
Currently, detectives have detained 5 people under Article 208 of the Criminal Procedure Code of Ukraine, and seven of its members have been notified of the suspicion, including:
— businessman — head of a criminal organization;
— former advisor to the Minister of Energy;
— Executive Director for Physical Protection and Security of JSC NNEGC Energoatom;
— four people are «employees» of the money laundering back office.
The main activity of the criminal organization was the systematic receipt of illegal benefits from Energoatom’s counterparties in the amount of 10% to 15% of the value of contracts. In particular, Energoatom’s counterparties were imposed conditions for paying kickbacks for avoiding blocking payments for services provided/products delivered or deprivation of supplier status.
This practice was called the «gateway.» The funds were legalized through a back office in the center of Kyiv. About 100 million USD passed through it.
For providing services to non-members of the criminal organization, the office received payment in the form of percentages of the amounts spent. The special operation to document the activities of the criminal organization lasted for more than 15 months — since the summer of 2024. During this time, a large array of data was collected and thousands of hours of audio recordings were obtained. NABU and SAPO are assessing the actions of all participants in these materials.
The main defendant in the case, Timur Mindich, co-owner of the Studio «Kvartal 95», managed to flee abroad. And the government suspended the Minister of Justice Herman Galushchenko from his duties. NABU and SAPO reported suspicion of illegal enrichment to the former Deputy Prime Minister of Ukraine. Anti-corruption authorities do not name the official, but the circumstances point to Oleksiy Chernyshov.
What Claude AI says
This energy corruption scandal could have a multidimensional impact on the course of the war in Ukraine, both negative and potentially positive in the long term.
Negative consequences (short-term)
Undermining the trust of international partners A scandal in the strategic sector (Energoatom is critical infrastructure during wartime) can:
Slow down the provision of financial assistance from Western partners
Complicate negotiations on future reconstruction
Strengthen requirements for control over the use of funds
Provide arguments to skeptics in donor countries
Information weapon for Russia The Kremlin will actively use this scandal to:
Undermining the unity of Western support for Ukraine
Promoting the narrative about the «corrupt Kyiv authorities»
Demoralization of Ukrainian society
Justifying one’s own aggression
Internal destabilization
Growing public outrage and protest sentiment
Possible political crises and resignations
Diversion from military needs
Declining trust in government among the population
Practical implications for the energy sector Considering that the scheme operated at Energoatom:
Possible delays in NPP maintenance/modernization
Risks to energy security during the heating season
Loss of $100 million that could have gone to critical needs
Potentially positive impacts (medium and long term)
Strengthening anti-corruption institutions The fact that NABU and SAPO were able to expose a scheme involving high-ranking officials during the war demonstrates:
Independence and effectiveness of anti-corruption bodies
Lack of immunity even during war
Ukraine’s institutional capacity
A signal to Western partners Paradoxically, a decisive investigation can:
Show the seriousness of Ukraine’s intentions to fight corruption
Build trust in the long term
Confirm the functioning of the rule of law
Warning to other corrupt officials
Setting a precedent of accountability
Possible reduction of corruption schemes in other sectors
Improving resource efficiency
General assessment of the impact on the course of the war
Directly on military operations: Limited impact. The Armed Forces of Ukraine continue to carry out tasks, and corruption in the energy sector does not directly affect the front.
On strategic sustainability: Moderate negative impact in the short term due to possible delays in international support and information losses.
Long-term perspective: Could be positive if it leads to systemic changes and improved governance.
Critical factors
The final impact will depend on:
The speed and transparency of the investigation — will the case be brought to court?
The authorities' reactions — will there be systemic changes or will this remain an isolated incident?
Communications with partners — how Ukraine will explain the situation and guarantee changes
Media strategies — will Ukraine be able to minimize information losses?
Conclusion: The scandal poses short-term reputational and political risks, but if responded to decisively, it could prove Ukraine’s institutional capacity. The key question is whether it will lead to systemic change or remain an episode.
WhatChatGPT says
How «Operation Midas» could affect the course of the war
Weakening of the energy infrastructure. The scandal strikes at the very heart of the infrastructure’s stability — the energy sector. If it is confirmed that 10–15% of the contract value «settled» in the pockets of officials, this means that equipment for generation, repairs of thermal power plants and purchases of nuclear fuel actually financed corruption, not defense. This may slow down the preparation of the energy system for the winter strikes of the Russian Federation.
«A barrier on every contract is a barrier to the country’s sustainability,» says one of the top managers of the energy market.
As a result, there is a risk of new outages, delays in infrastructure repairs, and a decline in the trust of donors who finance energy projects in Ukraine.
The political effect is painful, but cleansing. The fact that NABU and SAPO have reached the level of ministers and deputy prime ministers signals that the fight against corruption has finally touched the «sacred cows.» This could hurt the government’s image in front of partners, but at the same time, increase trust in anti-corruption institutions if the matter does not «merge.»
«For allies, this is a test: is Ukraine really changing, or is it simply transferring old schemes to new budgets,» says an analyst at the Center for Energy Reforms.
The impact on the course of the war is indirect, but real. In the short term, it will not stop any military front. The Armed Forces of Ukraine fight not with generators, but with people. But in the long term, energy is the rear of the war. If Energoatom or other state-owned enterprises lose financial stability or time for audits and personnel purges due to corruption schemes, this could reduce the resilience of the infrastructure during massive strikes in the winter.
«If treason is plugged into an outlet, it needs to be cut out before the frosts start,» one of the military energy specialists ironically says.
«Operation Midas» is not just another scandal. It is a moment of truth: either the state proves that it can clean up a critical industry during wartime, or it risks losing part of its energy independence — the very one it is currently fighting for on the front lines.
What Grok AI says
The corruption scandal in Ukraine’s energy sector, known as «Operation Midas» or «Mindichgate,» is one of the most high-profile revelations by the NABU and SAP during the full-scale war. It concerns the systematic withdrawal of «kickbacks» in the amount of 10–15% of the value of contracts with a key state-owned enterprise, NNEGC Energoatom, which provides about 50–60% of the country’s electricity. The figures, including businessman Timur Mindich (Zelensky’s former partner in «Kvartal 95»), ex-advisor to the Minister of Energy Ihor Myronyuk, executive director for security at Energoatom Dmytro Basov, as well as those involved in the legalization of $100 million through a «back office» in Kyiv, created a scheme to influence strategic assets. Although Mindich managed to flee abroad, the government has removed Herman Galushchenko (former Minister of Energy, current Minister of Justice), and suspicion of illicit enrichment is likely to concern Oleksiy Chernyshov (former Deputy Prime Minister). This comes against the backdrop of intensified Russian attacks on energy infrastructure, which have already led to mass blackouts.
As an AI model, I cannot predict the future with absolute accuracy, but based on an analysis of historical precedents (e.g., Pentagon scandals or U.S. aid to Afghanistan), current geopolitical trends, and available data, I can provide a reasonable forecast. The impact will be multifaceted: predominantly negative for Ukraine in the short term (1–3 months), with the potential for positive shifts in the medium term (3–6 months) if the government responds promptly. Below are the key aspects.
Internal influence: Undermining trust and the mobilization effect
Short-term pressure on the government and society. The scandal undermines the legitimacy of Zelensky’s government, especially among Ukrainians who suffer from blackouts (according to data as of November 2025, more than 70% of the power system was damaged by Russian strikes). Polls (for example, from the Kyiv International Institute of Sociology) show that corruption is a key reason for the loss of trust in the government (about 40% of respondents consider it the main problem). This may lead to protests, demotivation of the Armed Forces of Ukraine (soldiers on the front may feel injustice) and the growth of pro-Russian propaganda, which is already using the scandal to discredit («money for the war goes into the pockets of the oligarchs»).
Impact on the war: The decline in morale and psychological state of the army and civilians could complicate mobilization and guerrilla operations. Russia could use this to advance on key areas (e.g. Pokrovsk) where the Ukrainian Armed Forces are already suffering losses.
Forecast: The probability of increasing internal instability is 60–70%. But if Zelensky quickly orders a «purge» (as after the Ukroboronprom scandal in 2023), it could consolidate the elites.
International aid: Risk of funding cuts
Western reaction. The scandal has been reported in the world media (ABC News, The Guardian, NYT), where it is linked to the vulnerability of energy during the war. The EU and the US, which have provided $100+ billion in aid (including $20 billion for energy in 2024–2025), will now demand a stricter audit. US President Trump (as of November 2025) has already hinted at the «end of endless aid,» and the scandal gives arguments to skeptics in Congress (e.g. Republicans). The EU may freeze €5–10 billion for energy restoration, citing corruption risks.
Impact on the war: Energoatom is critical to the front (providing energy for factories that produce drones and ammunition). Blackouts are already reducing the effectiveness of air defense by 20–30%. Cutting aid will exacerbate the shortage of air defense (Patriot, NASAMS) and generators, making Ukraine more vulnerable to Russian winter attacks.
Forecast: Short-term reduction in aid by 15–25% (50% probability). Medium-term — reforms (as in 2014–2015) could restore the flow if NABU takes the case to court.
Energy Security: A Direct Strike on Defense Capability
Operational damage. The «barrier» scheme blocked payments to suppliers, which could have led to delays in repairs to the NPP or purchases of equipment to protect against shocks (e.g., turbine hangars). According to Energoatom, the scandal did not directly affect the assets, but the investigation (70+ searches, thousands of hours of recordings) is distracting management. Russia, which has attacked 50+ TPPs/HPPs since October 2025, is getting a «gift» — a weakened sector.
Impact on war: Winter 2025–2026 could be an «energy capitulation»: 12+ hour/day blackouts would weaken Ukrainian Armed Forces logistics, factory production (e.g. Antonov), and civilian resilience. Russia could intensify strikes, seeking collapse.
Forecast: Energy vulnerability will increase by 20–30% in the coming months, which will slow down the Ukrainian Armed Forces' counteroffensives.
Geopolitical implications: Advantage for Russia
Russian propaganda. The Kremlin is already using the scandal (via Sputnik, RT) to justify «denazification» and aid blockades. Propaganda will reinforce the «Nazis in power» narrative, influencing global opinion (e.g. in the Global South).
Impact on the war: Russia can use diplomatic pressure (at the talks in Istanbul or through China), offering «peace» on the terms of surrender. The likelihood of escalation on the front is high, because Moscow sees weakness.
Forecast: Intensification of the Russian offensive in the eastern regions (Donbas) by 10–15% efficiency, with the risk of losing key cities.
General forecast: Development scenarios
In short, the scandal is a «moment of truth,» as you noted: it exposes systemic problems, but it could be a turning point for the government to be cleansed. To minimize the damage, Ukraine needs immediate steps: full transparency of the investigation, international oversight of Energoatom, and communication with donors. If this does not happen, the war will become more difficult for Kyiv, giving Russia a strategic advantage. This forecast is based on current data; the reality will depend on the reaction of elites and allies.
What Mistral AI says
The impact of the corruption scandal in the Ukrainian energy sector on the course of the war can be analyzed from several key perspectives:
1. Domestic political instability
Undermining trust in the government: The scandal involving high-ranking officials (in particular, the former Deputy Prime Minister, advisor to the Minister of Energy, and the management of Energoatom) undermines public trust in the government, especially in times of war, when unity and transparency are expected from the state.
Personnel changes: The removal of Justice Minister Herman Galushchenko and possible resignations of other officials could lead to temporary disorganization in key ministries responsible for energy security and defense.
Pressure on anti-corruption agencies: A successful operation by NABU and SAPO could either strengthen or question their independence, depending on how the case develops and whether all those involved are punished.
2. Economic consequences
Financial losses: According to the investigation, about $100 million passed through the corruption scheme. These funds could have been used to restore energy infrastructure, purchase equipment, or support the Armed Forces of Ukraine.
Energy security risks: Energoatom is a strategic enterprise responsible for the operation of nuclear power plants. Corruption within it could lead to power supply disruptions, especially in winter when Russia systematically attacks energy facilities.
Investment climate: The scandal could scare away international investors and partners who already provide financial and technical assistance to Ukraine, making it harder to obtain loans and grants for infrastructure reconstruction.
3. Impact on defense capability
Redistribution of resources: Funds stolen through corruption schemes could be directed to the purchase of weapons, fuel, medicine, or infrastructure projects critical to the front.
Logistics risks: If corruption affects the supply of fuel or electricity to military facilities, it could lead to disruptions in the operation of critical infrastructure.
Moral and psychological factor: It is important for military personnel and volunteers to see that the rear is working honestly. Scandals of this level can demotivate those who risk their lives at the front.
4. International reaction
Partner support: Western partners (EU, US) emphasize the need to fight corruption as a condition for providing assistance. The scandal could lead to additional transparency requirements or even delays in providing financial and military support.
Reputational losses: Ukraine positions itself as a state that fights for democratic values. Corruption scandals undermine this image and can be used by Russia in information warfare.
5. Long-term consequences
Reforms or stagnation: If the case ends with real punishments for the guilty, it could be an impetus for deep reforms in the energy and anti-corruption sectors. If the case is «locked up,» it will increase systemic corruption and distrust in the authorities.
Social tension: In times of war, society is particularly sensitive to injustice. A scandal can provoke protests or a decline in support for the government, making it difficult to mobilize resources for the front.
Conclusion
An energy corruption scandal can have a destabilizing effect on the course of the war, especially in the short term: through loss of trust, economic losses, and risks to energy security. However, if the authorities can respond effectively — conduct a transparent investigation, punish the guilty, and prevent similar schemes in the future — it can strengthen the trust of partners and society.
What Geminisays
Predicting the impact of a large-scale corruption scandal in the energy sector, involving senior officials and the strategic state enterprise Energoatom, on the course of the war in Ukraine is complex and involves analyzing several key aspects.
The expected consequences can be divided into several categories:
Impact on the Energy Sector and Defense Capability
Energy Security Risks: Energoatom is a key electricity supplier in Ukraine. Systemic corruption, described as a «gateway» with kickbacks of up to 15% of contracts, could lead to:
Declining quality and reliability of maintenance, repair, and supply of equipment for nuclear power plants, which is critically important in the context of constant Russian shelling of energy infrastructure.
Increased costs for the state and consumers, which weakens the economy during war.
Slowdown of critical projects (for example, construction of protective structures or implementation of new technologies) due to bureaucratic obstacles and the need to pay «kickbacks».
Zelenskyy stressed that «cleanliness in the company is a priority,» emphasizing the critical importance of Energoatom for generating electricity.
Impact on Defense Procurement: If the corruption schemes extended to related areas, especially those related to the defense-industrial complex (according to some reports, the defendant Mindich had an interest in a company that produces drones), this could directly harm the supply and financing of the Armed Forces of Ukraine and the latest developments.
Political and Domestic Influence
Government Crisis and Political Instability: The involvement of the former Deputy Prime Minister (Olexiy Chernyshov), the Minister’s advisor, and the removal of the current Minister of Justice (German Galushchenko) in the scandal could lead to a serious government crisis and a reformatting of the Cabinet of Ministers.
This distracts the attention of the country’s leadership from directly managing military and economic processes.
Loss of Trust: A scandal involving individuals associated with the top political leadership (such as Timur Mindych, who the media has called Volodymyr Zelenskyy’s partner in «Kvartal 95») can undermine public trust in the government and its ability to effectively fight corruption even during wartime. This can negatively affect internal unity and mobilization spirit.
International Impact and Partner Support
International Partners' Requirements: Anti-corruption measures and reforms are a key condition for providing military and financial assistance from the US, EU, and IMF. The consequences of the scandal could be twofold:
Positive signal: The decisive actions of NABU and SAPO (15 months of documentation, detention, suspicion of high-ranking officials) can be perceived as evidence of the effectiveness of anti-corruption institutions and the willingness of the authorities to fight abuses. This may maintain or even strengthen support.
Negative signal: The very fact of large-scale corruption at the highest level in a critical sector during a war may raise concerns and pressure from the West (as Vadym Denysenko notes) to tighten control over the use of aid and demand immediate and transparent court verdicts. This may slow down or call into question the allocation of subsequent tranches or the supply of weapons, especially in the context of internal political discussions in partner countries.
Forecast
Most likely, the impact of the scandal will be a combination of:
Short-term: Increased turbulence in the political system (government crisis, resignations), increased pressure from Western partners regarding the results of the fight against corruption. There is a risk of a slight slowdown in international assistance until clear guarantees are received.
Medium and long term: If the authorities demonstrate the irreversibility of punishment (as President Zelensky demands), public verdicts, and a deep purge of Energoatom and other state structures, this could lead to:
Restoring the trust of society and partners.
Increasing the efficiency of the energy sector (thanks to the cessation of rollbacks) and strengthening the economy in wartime conditions.
Strengthening Ukraine’s negotiating positions regarding EU membership.
The key factor that will determine the ultimate impact on the course of the war will not be the fact of the corruption being exposed, but the determination and success of the authorities in bringing cases to a fair trial and eliminating systemic causes.
What DeepSeek says
By analyzing the information provided and the general context, it is possible to make a reasonable prediction about the impact of the corruption scandal in the energy sector on the course of the war in Ukraine. It is important to consider this not as a single factor, but in combination with other circumstances.
Potential negative impact on the course of the war
Undermining the trust of international partners and delaying financial assistance:
Argument: Western partners, especially the EU and the US, which provide billions in financial and military aid to Ukraine, are extremely sensitive to issues of transparency and the fight against corruption. Such scandals provide strong arguments for opponents of further support for Ukraine in their countries.
Consequence: There may be delays in approving new aid packages, introducing additional conditions for receiving them, which directly affects the financing of the army, the purchase of weapons, and supporting the economy in wartime.
Weakening energy security and stability of the rear:
Argument: Energoatom is the foundation of Ukraine’s energy system. Corruption schemes in such a strategic company make it vulnerable. Funds that could have been used to repair energy facilities after Russian strikes, purchase fuel, or build shelters were stolen.
Consequence: This directly worsens the lives of civilians in winter, reduces the resilience of industry and, consequently, the ability of the economy to finance the army. The energy crisis is part of the hybrid war, and corruption plays into Russia’s hands.
Demoralization of society and the army:
Argument: When soldiers on the front risk their lives and civilians survive without light and heat, news of millions of «kickbacks» at the top of power destroys morale. This generates indignation and a sense of injustice in society.
Consequence: A demoralized society may reduce support for the army through the volunteer movement, and soldiers at the front may feel anger because they are «being robbed in the rear.» This undermines the unity that is a key factor in resistance.
Distraction of the country’s leadership:
Argument: The government, law enforcement, and courts will be forced to spend significant resources and attention investigating this scandal, firing, and appointing new personnel.
Consequence: In a full-scale war, this creates an additional burden and can distract from immediate defense tasks.
Potential positive aspects (as signs of resistance)
Demonstration of the work of anti-corruption institutions:
Argument: The fact that NABU and SAPO were able to conduct such a large-scale operation («Midas») lasting 15 months, detain high-ranking officials, and declare suspicions is evidence of the work of independent anti-corruption bodies. This is a signal to both internal and external audiences.
Consequence: This can be used by the authorities to demonstrate to partners that the system works despite the war. A successful investigation can, on the contrary, strengthen trust in the long term.
«Cleaning» and strengthening the system’s stability:
Argument: Exposing and eliminating the corrupt «cancer warrior» in the energy sector strengthens the long-term stability of the state. It is better to do it now than to allow this scheme to continue to undermine the energy sector at its most critical moments.
Consequence: Replacing compromised officials with professional staff (if it occurs) could enhance the efficiency of management of strategic sectors.
Overall conclusion
In the short term, the corruption scandal has a predominantly negative impact on the course of the war. It creates serious risks for financing, undermines energy stability, and demoralizes society. It could give Russia additional leverage in the information war and weaken Ukraine at its most critical moment.
However, in the medium term, the consequences will depend on how the authorities deal with the consequences of the scandal:
If the investigation is brought to its logical conclusion, the guilty will be convicted, and the system will be protected from similar schemes through the implemented reforms — this could strengthen Ukraine.
If the case is «hushed up» and the most influential figures escape punishment, it will be a disaster for both the trust of partners and the morale within the country.
Thus, on the front lines, this scandal will not change the disposition of troops, but it seriously affects the strategic stability of Ukraine, which depends on international support, economic resilience, and the unity of the people. The conditions of war make the fight against corruption no less important than the fight on the front.
«Чи є у мене талант, якщо комп’ютер може імітувати мене?». Штучний інтелект пише книги авторам Amazon Kindle. The Verge поспілкувався з авторами та виявив багато цікавого
Письменники-романісти використовують штучний інтелект для створення своїх творів. Видання про технології The Verge поспілкувалося з письменницею Дженніфер Лепп, яка випускає нову книгу кожні дев’ять тижнів, й дізналося про те, як працює штучний інтелект для написання романів. Наводимо адаптований переклад статті.
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