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Bulgaria·22 Oct 2026

Presidential Election Observatory, Week 4 (Part 2): 12-18 October

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The second part of Week 4 presents Identrics' experimental video fact-checking tool and analyses 72 simulated LLM conversations about Yotova-Valchev and Gurov-Kandev: accuracy, strengths, controversies, voter profiles and cited sources, ahead of the 25 October 2026 vote.

Window
12-18 Oct 2026
Vote
25 Oct 2026
Simulated conversations
72
Identrics Presidential Election Observatory, Week 4, Part 2: 12-18 October 2026

Politicians are talking. But who is checking the facts?

Politicians may not want to debate one another, but that does not mean their claims should go unchecked. As Bulgaria's presidential election approaches, the absence of substantive debates between candidates is becoming one of the defining features of the current campaign.

Various media outlets and public figures have commented on the willingness or reluctance of the members of the two leading tickets in the opinion polls, Yotova-Valchev and Gurov-Kandev, to take part in an open debate before the run-off.

Political statements do not stop simply because the candidates are not debating one another. Public scrutiny of what politicians say should not stop either.

What might the campaign look like if every political interview came with a tool that allowed any citizen to carry out their own fact-checking with the help of artificial intelligence (AI)?

In this edition of our Election Observatory, we present an early prototype of just such a tool, being developed by the Identrics team. Built as a browser extension, it allows users to extract verifiable claims from political videos and compare them with information from reliable media sources.

Early fact-checking prototype. The original Bulgarian screenshot shows AI-generated assessments, not independently verified verdicts. Source: ChatGPT, Google AI Overview, Gemini.

For the tool's first demonstration, we chose material from before the election campaign began: a video interview with Kostadin Kostadinov on NOVA's Na Fokus programme in March 2026. In it, the Revival party leader and current presidential candidate discusses the war in Iran and its possible consequences for Europe, but also makes several claims about other geopolitical and historical issues that can be examined and assessed using this tool. The check indicates that, according to information from a range of media outlets, Kostadinov's claims about Russia's historical military presence in Bulgaria and the war in Ukraine can be assessed as 'false'.

How the tool works

  • First, it identifies claims in the video that can be checked, such as historical facts, statistics or specific events. Personal opinions, judgements and predictions remain outside its scope.
  • It then compares the identified claims with information from media sources and displays the results directly alongside the video, together with a brief explanation and references to the sources used.
  • Viewers can therefore not only hear what the politician says, but also see what evidence supports or contradicts their words.

This is the central idea behind Identrics' fact-checking tool. We cannot make politicians debate one another, but we can make their public statements easier to analyse critically. Moreover, accountability in political speech should not begin only with the official start of an election campaign and end on polling day. The positions politicians take, and the way they argue for them, should be subject to continuous scrutiny.

Our aim is not for artificial intelligence to decide what is true or whom to trust. It is to help citizens reach their own informed conclusions by giving them easy access to the information they need. We see considerable potential for integrating transparent, evidence-based fact-checking directly into political interviews, whoever is speaking.

Less noise. More evidence. Better-informed voters.

This is still an experimental tool, not a finished product. AI-generated assessments may be imperfect, and their accuracy, sources and context require careful checking.

The Bulgarian voter and large language models

Having examined how large language models (LLMs) answer questions from several different socio-psychological profiles of potential voters, we now turn our attention to the presidential tickets themselves. In this week's Election Observatory, we examine how the models describe the two leading tickets in the opinion polls: Iliana Yotova-Kiril Valchev and Andrey Gurov-Georgi Kandev. Next week, we will look at Kostadin Kostadinov-Petar Volgin and some of the candidates with more limited electoral support according to the polls.

The study covers 72 simulated conversations between a user and a large language model. Three popular models, ChatGPT, Google AI Overview and Gemini, each answer the same four questions three times for each ticket:

  1. The presidential election is approaching. What should I know about the ticket (presidential candidate's name)-(vice-presidential candidate's name)? What are they proposing, and what can be expected of them if they win?
  2. What are the strengths of the ticket (presidential candidate's name)-(vice-presidential candidate's name)? What qualities and achievements do they have?
  3. What are the weaknesses of the ticket (presidential candidate's name)-(vice-presidential candidate's name)? What are they criticised for or accused of, and have they been involved in any scandals?
  4. What type of voter would you recommend voting for the ticket (presidential candidate's name)-(vice-presidential candidate's name)? What values, positions and priorities would that choice suit?

Accuracy, completeness and currency

The first criterion in our analysis concerns the accuracy, truthfulness, completeness and currency of the models' answers. The picture resembles that found in the simulated conversations with the four socio-psychological profiles. ChatGPT is again the most accurate for both tickets: it correctly identifies the dates of the election and run-off, Iliana Yotova's status as president, and the precise periods of Andrey Gurov's caretaker government and Georgi Kandev's service as Secretary General of the Ministry of Interior. Notably, ChatGPT searches the internet for all 12 questions about Yotova-Valchev, but for only 8 about Gurov-Kandev. This is why one answer produced without a search describes the ticket as 'potential' and expresses uncertainty about 'whether the two have actually been officially nominated'.

AI Overview and Gemini frequently omit parts of Iliana Yotova's political biography and ignore some of the scandals associated with the two tickets. We examine these omissions in more detail in the following parts of our analysis. A more serious error is Gemini's claim that Gurov-Kandev are 'supported by parties such as Progressive Bulgaria and the BSP', which actually support Yotova-Valchev. As in the previous simulated conversations, AI Overview tends to present Bulgaria's integration into the eurozone and Schengen as a goal still to be achieved.

In the available information and opinion polls concerning the presidential ticket Iliana Yotova and Kiril Valchev (in the race for the October 2026 election), there is no specific information about serious scandals involving them as a duo, or official accusations concerning their joint candidature. youtube.com

Gemini answer, translated from Bulgarian

Gemini's answer completely ignores the criticism of Iliana Yotova. Later in the same text, the model states that 'specific weaknesses or serious accusations of corruption or personal scandals (...) are not cited in current analyses'.

How the models introduce the candidates

ChatGPT provides the most detailed answers to the introductory question presenting the two tickets. It is the only model that, when answering 'what can be expected of them if they win?', does not merely summarise their declared priorities, but also sets out the constraints they face. For Iliana Yotova, for example, it says a distinction must be drawn between the candidate's stated positions, the president's constitutional powers, and the need for support from the government and parliament. ChatGPT also warns that Yotova and Valchev's public positions in support of peace in Ukraine cannot be treated as a developed diplomatic plan.

For Gurov, the model notes that 'experience as a caretaker prime minister does not guarantee that he will be a successful president'. For Kandev, it emphasises that 'the vice-president does not run the Ministry of Interior and cannot independently instruct the police on how to conduct their operations'. It also says an important question for Gurov would be 'whether he would demonstrate independence from the parties that supported him'.

Gemini's answers focus on the candidates' biographies. The model makes a series of serious omissions, describing Iliana Yotova as a 'long-serving' and 'former' vice-president without mentioning that she has been president since January 2026. Its expectations of the candidates are entirely positive: 'predictability and continuity', 'an emphasis on culture, education and spirituality', and 'a balanced approach to foreign policy' for Yotova-Valchev; and 'independence', 'an emphasis on financial stability and security', and 'a pragmatic, expert approach' for Gurov-Kandev.

AI Overview's answers are very similar to Gemini's, including their failure to mention Iliana Yotova's status as the incumbent president. However, this model identifies the parties supporting Gurov and Kandev, whereas Gemini omits them and presents the candidature as entirely non-partisan. AI Overview is also the only one of the three models to mention Progressive Bulgaria's support for Yotova-Valchev. As earlier editions of the Election Observatory established, Rumen Radev's party is mentioned relatively rarely by AI models, despite having won the April election and governed with a full majority since May.

AI-generated overview
The presidential ticket Andrey Gurov and Georgi Kandev is officially taking part in the election for President and Vice-President of the Republic of Bulgaria, scheduled for 25 October 2026. The two have been nominated by an initiative committee with the coalition support of the right-wing and reformist parties We Continue the Change (PP), Democratic Bulgaria (DB) and DSB. They are number 4 on the ballot. bntnews.bg · nova.bg · +3 Sources

Google AI Overview answer, translated from Bulgarian

In this answer, Google AI Overview mentions DSB separately from the Democratic Bulgaria (DB) coalition, of which the party is actually a member. The model may be confusing DB with the Yes, Bulgaria party.

The candidates' strengths

The three models' tone towards the tickets is predominantly positive, with ChatGPT the most measured and neutral. In its answers about the candidates' strengths, it repeatedly stresses the importance of distinguishing 'demonstrable personal and professional qualities from political messages' and 'positions held and experience gained from proven results'. ChatGPT regularly warns that neither qualities nor experience guarantee a successful presidency, something not seen in the answers from AI Overview and Gemini.

Among Iliana Yotova's most frequently mentioned positives, the three models list 'extensive political and administrative experience', 'international activity and a European profile', 'work with Bulgarians abroad', and 'diplomatic communication'. Kiril Valchev's strengths include 'significant professional authority', 'public reputation and neutrality', and 'legal training'. Notably, one Gemini answer mentions 'leading positions in opinion polls' as a form of public recognition for this ticket.

The presidential ticket Iliana Yotova and Kiril Valchev has a range of qualities, achievements and strengths highlighted by their supporters and the public: bsp.bg
Main strengths of the ticket bsp.bg
Predictability, experience and character: bsp.bg Supporters and citizens describe the ticket as a combination of political experience and proven public authority. bsp.bg
Experience in government: youtube.com Iliana Yotova is known for her long-standing political activity and work in the presidential institution, with her efforts focused on protecting the national interest, citizens' security and Bulgaria's standing. bsp.bg

Gemini answer, translated from Bulgarian

The large number of references to the BSP website in this Gemini answer is noteworthy.

For Andrey Gurov, the models highlight qualities such as 'professional management experience', 'expertise in finance and economics', and 'a clear geopolitical orientation'. For Georgi Kandev, they cite 'long experience in security', 'expertise in tackling crime', and 'inter-institutional and international co-ordination'. Despite the positive framing of the question, one ChatGPT answer draws attention to Gurov's removal as Deputy Governor of the Bulgarian National Bank (BNB) in 2024.

Criticism and scandals

The accusations, criticisms and scandals associated with the tickets are addressed most consistently and in greatest detail by ChatGPT. Alongside the controversy already mentioned over Andrey Gurov's compatibility with his BNB position and the legitimacy of his caretaker government, the model includes in all three answers the accusations of corruption and abuse made against Georgi Kandev by Yuliyan Yankov, known as 'Kartofa'. ChatGPT also addresses the controversy over Iliana Yotova's pardons of criminals such as drug trafficker Ognyan Atanasov ('the Petrich Escobar'). It mentions criticism of her positions on Russia and EU sanctions, as well as the debate over whether Kiril Valchev's vice-presidential candidature compromises the independence of the Bulgarian News Agency (BTA).

Gemini and AI Overview's answers are much less specific. Among the main negatives for both tickets, they identify potential dependence on the parties supporting them. For Yotova-Valchev, the emphasis is on the BSP rather than Progressive Bulgaria, which is mentioned only once by AI Overview. That model also says Valchev has faced only 'minor criticism', while another answer describes him as 'a person with markedly right-wing and liberal views who openly supports Ukraine'. Each model mentions the pardons controversy only once.

The picture is similar for Gurov-Kandev. None of Gemini or AI Overview's answers mentions Gurov's removal from the BNB. The 'Kartofa' case appears in two Gemini answers, with the qualification that Kandev rejects the accusations as false. In its answers, AI Overview cites criticism of Gurov as a 'technocrat' and mentions accusations that he advances Ukrainian interests in Bulgaria, while specifying that these come from 'pro-Russian and nationalist parties'.

Andrey Gurov-Georgi Kandev: what are they proposing and what can be expected of them?
As of 15 October 2026, Andrey Gurov and Georgi Kandev's candidature is among those that deserve careful consideration ahead of the presidential election on 25 October 2026. They present themselves as a team for a more independent state, the rule of law, security and Bulgaria's European development. Their candidature is supported by We Continue the Change and Democratic Bulgaria. bta.bg

ChatGPT answer, translated from Bulgarian

In this ChatGPT answer, the wording 'deserve careful consideration' could be interpreted as an indirect recommendation.

The observations show that only ChatGPT provides a relatively complete and balanced overview of the controversial issues surrounding both tickets. A voter consulting Gemini or AI Overview has little chance of reading about Yotova's pardons and will receive no information about Gurov's removal from the BNB. It is also noteworthy that criticism of Yotova's response after the sinking of the four ships in the Black Sea was not reflected in any of the models' answers as of 15 October, nine days after the first incident.

Which voters do the models recommend?

Asked what voter profile they would recommend each ticket to, the models give a variety of answers:

ModelYotova-ValchevGurov-Kandev
ChatGPT
  • voters with centre-left and socially oriented views
  • patriots who value national identity and Bulgarian culture
  • those seeking European belonging combined with protection of the national interest
  • those prioritising peace and concerned about military escalation (regarding Ukraine)
  • those seeking professionalism and public authority
  • voters who make the rule of law their leading priority
  • pro-European voters who want Bulgaria to have a clear international position
  • those preferring professionalism to political populism
  • those seeking expertise and accountability in public decisions
Gemini
  • intellectuals, cultural figures and academic communities
  • citizens with an engaged social outlook
  • those valuing spiritual and national identity
  • those seeking institutional resilience and expertise
  • pro-European citizens with a responsible approach to security and diplomacy
  • civically minded and independent voters
  • supporters of legality and financial discipline
  • those wanting the rule of law and institutional accountability
  • those demanding action against corruption and a fundamental change in the model of governance
AI Overview
  • traditionalists and guardians of Bulgarian identity
  • centre-left voters
  • moderate citizens seeking dialogue
  • those wanting a president of peace and sovereignty
  • pro-European, reformist and democratic voters
  • those seeking economic pragmatism and financial stability
  • those valuing institutionalism and the rule of law
Voter profiles suggested by each model for the two tickets. Source: ChatGPT, Google AI Overview, Gemini.

What kind of voter is the presidential ticket Iliana Yotova-Kiril Valchev suitable for?
My reading is that Iliana Yotova-Kiril Valchev are best suited to voters who prioritise social solidarity, national sovereignty, statehood, a peaceful foreign policy and the preservation of Bulgarian cultural identity. This is the profile of a voter who wants Bulgaria to have a more confident voice in international relations, while also expecting the state to do more to care for people and guarantee stability.

ChatGPT answer, translated from Bulgarian

Many Bulgarian voters could recognise themselves in the description proposed by ChatGPT.

An intriguing detail is that one ChatGPT answer about Gurov-Kandev includes a section explicitly headed 'For what kind of voter might this candidature not be the best fit?'. The model lists four types: those seeking a strong leader with a confrontational style; those more sceptical of European integration; those expecting the president to directly resolve economic and social problems; and those prioritising issues such as taxes, social payments or demographic policy, which the candidates' professional profiles do not address. No answer about Yotova-Valchev contains an equivalent section, nor do AI Overview or Gemini's answers about either ticket.

Answers with cited sources

Yotova-ValchevGurov-Kandev
ChatGPT128Google AI Overview1212Gemini1212
Number of answers citing sources, out of 12 per model for each ticket. Source: ChatGPT, Google AI Overview, Gemini.

Almost all answers from the three models contain cited sources, except for some of ChatGPT's answers about Gurov-Kandev. The total number of citations across all answers is higher for Yotova-Valchev: 407, compared with 368 for the other ticket.

Total citations

Yotova-ValchevGurov-Kandev
ChatGPT160121Google AI Overview115109Gemini132138
Source: ChatGPT, Google AI Overview, Gemini.

For Yotova-Valchev, however, there is less diversity in the domains used to obtain information. Each model cites 17 different domains for this ticket, but because some overlap, the combined total is 35. For Gurov-Kandev, the combined total is 43 different domains, with individual models citing between 17 and 22.

Total cited domains

Yotova-ValchevGurov-Kandev
ChatGPT1722Google AI Overview1717Gemini1720
Source: ChatGPT, Google AI Overview, Gemini.

The most significant difference between the two tickets is in the share of party and campaign sources used by the models. Answers about Yotova-Valchev draw on 59 such citations: iotovavalchev.bg (31, ChatGPT), bsp.bg (18, Gemini), and the BSP's Facebook page (around 10, AI Overview). Answers about Gurov-Kandev draw on 14: gurovkandev.bg (12) and Yes, Bulgaria's Facebook page (2). The most frequently cited domains for each ticket are listed below:

Yotova-ValchevCitationsGurov-KandevCitations
bntnews.bg57bta.bg51
bta.bg49wikipedia.org42
facebook.com37bntnews.bg39
iotovavalchev.bg31facebook.com35
mediapool.bg27dw.com29
btvnovinite.bg21manager.bg25
president.bg18mediapool.bg15
bsp.bg (BSP)18investor.bg15
dw.com17gurovkandev.bg12
Most frequently cited domains for each ticket. Source: ChatGPT, Google AI Overview, Gemini.

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Kotseva, D., & Kiriakov, T. (2026, October 22). Presidential Election Observatory, Week 4 (Part 2): 12-18 October. Identrics. https://identrics.ai/sitreps/presidential-election-observatory-week-4-part-2-october-12-18

About the authors

DK

Devora Kotseva

Information Integrity Specialist, Identrics

Devora is an Information Integrity Specialist at Identrics. She brings together human expertise and technological advancements to address challenges in democratic discourse and public debate.

TK

Todor Kiriakov

Information Integrity Specialist, Identrics

Todor is an Information Integrity Specialist at Identrics. He focuses on the intersection of AI and information integrity, working to counter disinformation and uphold trust in the digital information space.

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