Artificial intelligence is becoming more common in recruiting.

Resume-screening tools can sort large applicant pools, identify keywords, rank candidates, and help hiring teams move through applications more quickly. For a busy law firm, that efficiency can be appealing.

But legal hiring is rarely simple enough to reduce to a score.

A resume may tell you that someone has litigation experience without explaining what kind. A candidate may use different terminology than your screening system expects. A strong legal assistant may have transferable experience that does not match the exact keywords in a job description. An attorney’s writing ability, judgment, communication style, and practical experience are also difficult to evaluate through automation alone.

For Portland law firms, the challenge in 2026 is not deciding between technology and human recruiting. It is determining where technology can help without allowing it to replace the judgment required to make a strong legal hire.

Where AI Screening Can Go Wrong in Legal Hiring

Automated screening systems typically evaluate candidates according to predefined criteria, patterns, or other signals within application data.

That can create problems when the criteria are too narrow.

For example, a law firm looking for a litigation paralegal may prioritize terms such as “discovery,” “trial preparation,” or “e-filing.” A qualified candidate whose resume describes the same experience differently may be ranked lower than someone who simply used the expected terminology more often.

Legal hiring also depends heavily on context.

Two candidates may both have five years of paralegal experience while having completely different backgrounds. One may have spent those years handling commercial litigation. Another may have worked primarily in estate planning.

Automation may identify both as experienced paralegals. A legal recruiter or hiring manager can determine whether that experience actually matches the position.

That distinction is one reason human review remains important.

AI Does Not Eliminate an Employer’s Hiring Responsibilities

Using an automated system does not remove an employer’s responsibility to follow employment discrimination laws.

The U.S. Equal Employment Opportunity Commission has made clear that employment tests and selection procedures can create legal problems when they intentionally discriminate or disproportionately exclude protected groups without being job-related and consistent with business necessity. The EEOC has also specifically addressed the use of AI and algorithmic tools in employment decisions.

Employers should therefore understand what an automated screening tool evaluates and avoid assuming that a third-party technology provider has eliminated compliance risk.

The EEOC has also warned that AI-based hiring tools can create problems under the Americans with Disabilities Act if they screen out qualified applicants with disabilities or fail to account for reasonable accommodations.

For employers, the practical takeaway is simple: technology may assist the hiring process, but the employer still needs to evaluate whether the process is fair, job-related, and appropriate for the position.

Portland Employers Also Need to Consider Oregon Hiring Rules

Portland-area employers operate within both federal and Oregon employment requirements.

Oregon’s Bureau of Labor and Industries advises employers to focus pre-employment questions on qualifications related to successful job performance and avoid requesting information that could improperly reveal protected characteristics.

Oregon also has specific restrictions affecting hiring.

Effective September 26, 2025, Oregon generally prohibits employers, prospective employers, and employment agencies from requesting an applicant’s age, date of birth, or dates of attendance or graduation from an educational institution until after an interview or, when no interview occurs, after a conditional offer.

Portland also has more restrictive rules regarding criminal history. Covered employers generally must wait until after a conditional job offer before considering an applicant’s criminal history.

If an AI recruiting platform collects, evaluates, or infers information used during the hiring process, employers should understand what data is being considered and at what stage.

For questions involving specific technology or hiring practices, firms should consult qualified employment counsel rather than relying solely on a software vendor’s compliance claims.

Use AI as a Screening Tool, Not the Final Decision-Maker

AI can still play a useful role in recruiting.

The key is understanding what it is good at.

Automated tools may help organize applications, identify baseline qualifications, or surface candidates for additional review. What they should not do is replace substantive evaluation of legal experience.

For a Portland law firm, that means creating a second layer of review for candidates who meet the core requirements of the position.

Human evaluation can consider factors such as:

• Actual practice-area experience

• Complexity of previous matters

• Court and e-filing experience

• Legal writing and research ability

• Client communication

• Organization and deadline management

• Legal software knowledge

• Career goals and motivation

• Communication style

• Work environment preferences

These are often the details that determine whether a candidate will succeed after being hired.

Be Careful With Keyword-Heavy Screening

Legal resumes do not always use standardized language.

A candidate may have substantial experience preparing discovery responses without using the exact phrase your screening tool was programmed to identify.

Another candidate may list every relevant keyword without having performed the work independently.

This creates a common problem with overly automated screening: the system can become better at identifying resumes written for applicant-tracking systems than identifying people who can actually perform the job.

When reviewing your screening process, ask:

1. Which qualifications are genuinely required?

2. Which are simply preferred?

3. Are candidates being eliminated because of terminology rather than experience?

4. Does someone review applicants who fall just outside the automated threshold?

5. Can your recruiter explain why a candidate does or does not meet the requirements?

The more specialized the legal position, the more important this additional review becomes.

Evaluate the Experience Behind the Job Title

Legal hiring requires context.

For a paralegal opening, do not stop at years of experience. Ask what types of matters the candidate handled, what responsibilities they owned, which systems they used, and how independently they worked.

For a legal assistant, examine calendaring, filing, document production, billing, client communication, and attorney support experience.

For attorneys, consider practice-area depth, jurisdictional admissions, writing experience, client exposure, and the type of matters they have handled.

An AI tool may be able to identify some of these elements.

A conversation is usually necessary to understand them.

Give Candidates a Meaningful Human Review

Law firms should also consider the candidate experience.

A highly qualified legal professional who believes their application disappeared into an automated system may be less inclined to continue engaging with the employer.

Human involvement creates an opportunity to ask questions, explain the position, clarify unusual career paths, and evaluate information that does not fit neatly into an application form.

It also gives candidates an opportunity to evaluate the firm.

That matters in a competitive legal market where experienced paralegals, legal assistants, and attorneys may be considering multiple opportunities.

Why a Legal Recruiter Can Strengthen the Screening Process

A specialized legal recruiter can provide a human screening layer before candidates ever reach the employer.

Instead of relying solely on resume keywords, a recruiter can speak directly with the candidate and explore the experience behind the application.

Staffing Solutions, LLC recruits for legal positions including:

• Legal clerks

• Legal assistants and legal secretaries

• Legal accounting professionals

• Paralegals

• Litigation paralegals

• Associate attorneys

• Lateral attorneys

• In-house counsel

The purpose of that screening is not simply to determine whether someone has worked in a legal environment.

It is to understand whether their background aligns with the role the employer is actually trying to fill.

Questions to Ask About Any AI Hiring Tool

Before allowing automation to influence your candidate pool, make sure your hiring team understands the system.

Ask:

• What information does the tool evaluate?

• Which criteria can automatically lower or eliminate a candidate?

• Can hiring managers review candidates who were screened out?

• How frequently are screening criteria reviewed?

• How does the system handle accommodations?

• Does the vendor explain how its assessments relate to job requirements?

• What applicant information is collected and retained?

• How does the tool account for applicable hiring laws?

• Who within your organization is responsible for reviewing the process?

You do not need every hiring manager to become an AI expert.

You do need someone to understand how the technology affects employment decisions.

Keep Your Job Requirements Focused on the Work

One of the easiest ways to improve both automated and human screening is to start with a better job description.

Separate actual requirements from preferences.

If Oregon litigation experience is necessary, say so.

If experience with a particular document-management platform would simply make onboarding easier, identify it as preferred rather than automatically eliminating candidates without it.

The clearer the requirements, the easier it becomes for recruiters, hiring managers, and technology to evaluate candidates against criteria that are actually connected to the job.

Measure Hiring Quality, Not Just Screening Speed

AI tools are often marketed around efficiency.

But processing applications faster does not necessarily mean hiring better.

Law firms should evaluate the performance of their screening process based on outcomes such as:

• Percentage of submitted candidates who reach interviews

• Quality of candidates reaching hiring managers

• Time spent reviewing unqualified applications

• Offer acceptance rates

• Performance after hire

• Turnover and replacement needs

If automation increases speed but produces weaker candidates, it has not improved the hiring process.

Human Judgment Still Matters in Legal Recruiting

AI will likely continue becoming more common in recruiting.

That does not make human judgment obsolete.

For Portland law firms, the strongest hiring process is one that uses technology where it creates genuine efficiency while preserving human review where context, judgment, and legal experience matter most.

Staffing Solutions, LLC has served employers throughout Portland and Southwest Washington since 1996, helping law firms and legal departments recruit qualified legal professionals for temporary, contract-to-hire, and direct-hire positions.

If your hiring process is producing plenty of applicants but too few qualified candidates, another screening tool may not be the only answer.

Sometimes the better solution is having an experienced legal recruiter speak with the candidate.

Contact Staffing Solutions, LLC to discuss your next legal hire in Portland or Southwest Washington.