The Digital Campaign to Contest Election Results Through Automated Voter Roll Challenges

In the wake of the recent midterm elections, a sophisticated technological initiative championed by conservative activists has come under intense scrutiny following a failed attempt to disqualify legitimate ballots in Georgia. The effort, centered on a proprietary data-aggregation software known as ELLY’s Election Monitor, highlights the ongoing friction between grassroots efforts to tighten election administration and the rigorous legal standards required to challenge the franchise. As election officials grapple with the influence of these private analytical tools, the episode in Forsyth County serves as a case study in the risks associated with replacing traditional, verified oversight with unvetted algorithmic scrutiny.

The controversy centers on Max Clavijo, a member of the Forsyth County election board, who leveraged data provided by the software to question the eligibility of 69 voters and cast doubt on the status of over 22,000 individuals on local registration rolls. The attempt was swiftly neutralized when ProPublica and local election authorities verified that the four individuals Clavijo specifically flagged as deceased were, in fact, alive and had participated in the democratic process. This failed maneuver has ignited a broader debate regarding the accuracy of the tools now being deployed to influence election certification processes across the United States.

The Origins and Mechanics of ELLY’s Election Monitor

ELLY’s Election Monitor is the brainchild of Rick Richards, an active member of the Election Integrity Network (EIN), an organization spearheaded by conservative attorney Cleta Mitchell. The software operates by aggregating vast quantities of public records, including federal change-of-address databases, property tax documents, obituary listings, and data from residential real estate portals like Zillow. The stated intent, according to proponents, is to provide "citizen monitors" with the granular data necessary to identify potential irregularities in voter rolls, thereby ensuring that only eligible voters remain on the lists.

However, data scientists and election integrity experts have long warned that aggregating disparate, public-facing datasets without the benefit of proprietary government identifiers—such as Social Security numbers or full dates of birth—inevitably leads to high rates of "false positives." Because the software relies on name-matching across these various public sources, it is prone to confusing individuals with identical or similar names, a common occurrence in a nation of over 330 million people.

The software has faced significant criticism from election officials. In July 2026, the Cherokee County election director formally complained to the Georgia State Election Board after the tool falsely identified the spouse of a local board member as deceased. Despite such errors, members of the State Election Board have continued to encourage counties to utilize the tool as a mechanism for cleaning voter rolls.

Chronology of the Forsyth County Challenge

The events in Forsyth County began in late October, as the midterm election cycle reached its climax. According to sources familiar with the matter, Clavijo circulated a dossier to county election staff and fellow board members, asserting that his analysis—powered by the ELLY software—revealed systemic issues. His submission included a cover letter acknowledging that the information had not undergone a process of "human review," a standard requirement for verifying claims of voter fraud.

The challenge focused on three specific categories:

1. Allegations of deceased individuals remaining on the rolls.
2. Claims that voters had moved out of the jurisdiction.
3. Objections to voters who registered using only an initial for their first name, which the software flagged as "fictitious."

During the board meeting, Clavijo faced immediate pushback from colleagues who argued that his actions bypassed established legal channels. Board Chair Barbara Luth explicitly noted that the process appeared designed to circumvent the formal challenge procedures, which require specific, verified evidence before a voter’s eligibility can be stripped. Under mounting pressure, Clavijo eventually conceded that he could not guarantee the accuracy of the data he had presented, effectively undermining the basis of his own inquiry.

The Human Impact of Automated Errors

The consequences of the challenge were not merely administrative; they reached the doorsteps of individual voters. Alexis Ramirez, a night-shift nurse, expressed profound concern upon learning that her status had been questioned based on an automated search. "It’s kind of crazy that they attempted to do that without trying to prove it first," she stated. Ramirez’s experience was mirrored by others, such as Saramma George and Chris Strickland, who were forced to defend their status as living, eligible voters.

The challenge regarding voters who use initials—such as A. Joseph Guntherberg—also highlighted the disconnect between the software’s logic and the reality of human record-keeping. Many individuals who use their middle names or professional abbreviations on their driver’s licenses or official documents were flagged as potentially fraudulent. Alexander Knight, one such voter, noted that his registration simply reflected the identification provided by the Department of Driver Services.

These cases underscore a critical vulnerability in the use of unverified software: the assumption that a deviation from a standardized record format equates to an intent to deceive. For the voters involved, the experience was one of sudden, unwarranted suspicion—a byproduct of an algorithmic approach that lacks the nuance of human oversight.

Broader Implications for Election Integrity

The push to use software like ELLY in the post-2020 era represents a shift in how conservative groups interact with election administration. Following the 2020 election, Cleta Mitchell and the EIN have focused heavily on securing "election integrity" through administrative control and legislative reform. The integration of high-tech data tools into this movement is designed to institutionalize the search for fraud at the county level, where elections are primarily managed.

While proponents argue that the "data is the data," the implications of these tools are being felt at a national scale. On a private call with EIN members in October, Richards discussed the potential to deploy this software across more than 3,000 counties nationwide. The goal, as framed by various activists on podcasts and private calls, is to create a digital roadmap for contesting election results whenever GOP candidates fall short.

However, the Forsyth County incident suggests that the "data" is frequently misinterpreted or improperly contextualized. When public data is weaponized without the requisite verification, it risks overwhelming county election offices with frivolous, time-consuming complaints. This creates a dual burden: it forces election staff to divert resources away from core administrative duties to debunk false claims, and it potentially erodes public trust by creating the appearance of widespread fraud where none exists.

Official Responses and the Road Ahead

The reaction from election professionals has been one of professional caution. Joel Natt, a Republican board member in Forsyth County, emphasized that the burden of proof rests entirely on the challenger. "This has no relevance to anybody here until" evidence is provided through the proper legal channels, Natt stated, echoing the sentiments of many election officials who view the current wave of algorithmic challenges as a distraction from the fundamental duties of election administration.

As of this writing, Rick Richards remains steadfast in his defense of the ELLY tool, characterizing accusations of unreliability as "horse hockey." He maintains that his role is merely to provide the tools for maintenance and that the responsibility for verification rests with the local boards.

Yet, the legal and political landscape remains fraught. With Democrats having swept key statewide offices in Georgia during the recent cycle, the impetus for activists to continue searching for "proof" of fraud remains high. The use of ELLY’s Election Monitor serves as a harbinger of a new phase in election-related litigation: one where the speed of software outpaces the reliability of the human verification process.

For now, the events in Forsyth County stand as a testament to the necessity of rigorous, evidence-based oversight. As technology continues to evolve, the challenge for election administrators will be to balance the transparency of public records with the protection of voters against automated, unfounded, and potentially discriminatory challenges to their democratic rights. The future of election integrity may well depend on the ability of state and local officials to draw a firm line between legitimate data-driven inquiry and the pursuit of political objectives through flawed digital systems.