AI tools for neurology: stroke imaging, EEG analytics, and movement disorder support

May 6, 2026 · Pouyan Golshani, MD, Interventional Radiologist

Neurology AI is dense in stroke triage and EEG. Here’s the working tool directory.

From large vessel occlusion (LVO) detection to seizure prediction on continuous EEG, the last five years have seen an explosion of clinically validated AI. These tools are no longer academic curiosities; they are integrated into PACS and EMRs, directly influencing time-to-treatment and diagnostic accuracy. For the working neurologist, the challenge isn’t finding AI—it’s cutting through the noise to find the tools that actually solve a problem in your workflow. We’ve compiled a running list of noteworthy neurology AI tools and resources to track the landscape. This article will highlight the key categories and then pivot to the operational and financial strategies that run parallel to our clinical work—the “career AI” that ensures our practice is as optimized as our patient care.

The most mature applications focus on time-sensitive diagnoses. Stroke imaging platforms automatically detect LVOs, calculate ASPECTS scores, and measure core/penumbra volumes on CT perfusion scans, often flagging critical findings for the stroke team before a radiologist has even opened the study. In the EMU or ICU, EEG analytics tools can screen hundreds of hours of data for subclinical seizures or concerning patterns, alerting the on-call neurologist to segments that require review. Newer tools are emerging for movement disorders, using video or sensor data to quantify tremor or gait abnormalities, providing objective data to track treatment response. You can explore a functional physician AI tools directory to see what’s available for integration. The goal of these systems, like the Pogosh CDS API which helps embed clinical guidelines directly into the EMR, is to automate routine cognitive work and surface critical signals faster.

But optimizing our clinical workflow is only half the battle. The financial and operational architecture of our careers requires the same level of strategic thinking. For most neurologists, particularly those employed by large health systems, the highest-leverage opportunities aren’t found in shaving minutes off a workflow but in mastering the financial rules that govern a high-income W-2 professional’s life. Let’s dive into the five strategies that can have an outsized impact on your financial trajectory.

Preserve Your 199A QBI Deduction by Managing Your AGI

Most of us heard about the Section 199A Qualified Business Income (QBI) deduction when it was introduced—a potential 20% deduction on pass-through income. We also heard that physicians, as a “Specified Service Trade or Business” (SSTB), were largely excluded. That’s only half true.

The exclusion only fully applies above a certain taxable income threshold. For 2026, that phase-out range ends at approximately $394,000 for single filers and $787,000 for those married filing jointly. Many neurologists, especially early in their careers or those working in academic or non-metropolitan settings, have incomes that fall within or just above this phase-out range. This is where active AGI management becomes a high-yield maneuver.

Here’s how it works: The 199A deduction is based on your taxable income, which comes after above-the-line deductions that lower your Adjusted Gross Income (AGI). If your income is slightly above the threshold, you can use tax-deferred savings vehicles to pull it back down and preserve some or all of the QBI deduction on any 1099 income you have. For example, a neurologist with $400,000 in single-filer taxable income gets no QBI deduction. But by contributing the maximum to a pre-tax 401(k) or 403(b), they can lower their AGI and potentially get back into the phase-out range, making their side-gig income eligible for a significant tax break.

The trap here is passive acceptance. Many physicians assume they are “phased out” and don’t bother to check. If you have any 1099 income—from consulting, expert witness work, or a private practice side-gig—run the numbers. Aggressively maxing out all available pre-tax retirement accounts and HSAs could be the key to unlocking a five-figure tax deduction you were leaving on the table.

Using 1099 Side Hustles to Fund a Solo 401(k)

Beyond unlocking deductions (which we’ll cover next), generating 1099 income from telemedicine, consulting, or a medical directorship opens up one of the most powerful retirement savings tools available: the Solo 401(k). While your hospital W-2 job likely comes with a 401(k) or 403(b), its contribution limits are fixed.

A Solo 401(k), established for your side business, has its own separate limits. As the “employee” of your own business, you can contribute up to 100% of your 1099 compensation, up to the standard employee limit. Then, as the “employer,” you can contribute an additional 20% of your net self-employment income. The total combined contributions can reach over $69,000 per year (indexed for inflation), completely separate from your W-2 plan.

Here’s the concrete sequence:

Engage in work that pays you as an independent contractor (1099-NEC). This could be tele-stroke reads, medical-legal consulting, or industry advising.
Establish a Solo 401(k) plan with a custodian like Fidelity, Schwab, or a specialized provider. This requires getting an EIN for your business, which is a simple online form.
Funnel your 1099 earnings into this plan. You can make both employee and employer contributions, dramatically increasing your tax-deferred savings space.

The planning trap is procrastination. You must establish the Solo 401(k) plan document by December 31st of the tax year you want to make contributions for. Many physicians wait until tax time in April, only to find out they’ve missed the deadline for the prior year. Set it up as soon as you earn your first dollar of 1099 income.

The HSA Triple-Stack: Your Secret Retirement Account

The Health Savings Account (HSA) is the most tax-advantaged account in the entire US tax code, yet most physicians treat it like a simple checking account for medical bills. This is a massive missed opportunity. The power of the HSA comes from its triple tax benefit: contributions are tax-deductible, the money grows tax-free, and withdrawals for qualified medical expenses are also tax-free.

Here’s the stacking strategy:

Max It Out: Contribute the maximum family amount every year. For 2026, this is projected to be around $8,750. If you are over 55, you can add another $1,000 catch-up contribution.
Invest, Don’t Spend: Pay for your current medical expenses out-of-pocket with post-tax dollars. Leave the money inside the HSA invested in low-cost index funds, allowing it to grow tax-free for decades, just like an IRA or 401(k).
Save Receipts for Decades: Keep a digital folder of every single qualified medical receipt you pay for out-of-pocket—from co-pays to prescriptions to dental work. There is no time limit on when you can reimburse yourself from your HSA for these past expenses.

Decades from now, in retirement, you will have a large, tax-free investment account. You can then “withdraw” from it tax-free by submitting the thousands of dollars in receipts you’ve accumulated over your career. It effectively becomes a tax-free retirement account, superior to even a Roth IRA because you got a tax deduction on the front end. The trap is using it for small expenses today. Every dollar you spend from your HSA is a dollar you rob from your future, tax-free investment portfolio.

Rescuing W-2 Deductions with a Schedule C

The Tax Cuts and Jobs Act of 2017 (TCJA) was a blow to W-2 employees. It eliminated the category of “unreimbursed employee expenses,” which previously allowed us to deduct costs like CME, board exam fees, medical licenses, DEA registration, scrubs, and professional society dues. If your hospital doesn’t provide a sufficient professional fund, you now have to pay for these with post-tax dollars.

The fix is elegant: earn any amount of 1099 side income. The moment you have self-employment income, you can file a Schedule C (“Profit or Loss from Business”). This form is where you can deduct all “ordinary and necessary” expenses incurred in running that business. The key insight is that expenses like your state medical license, DEA fee, and specialty-specific CME are necessary for both your W-2 job *and* your 1099 work. Therefore, they become deductible against your 1099 income.

Even a few thousand dollars from a weekend of tele-neurology shifts can unlock the ability to deduct thousands more in professional expenses. For example, if you earn $5,000 in 1099 income but have $6,000 in legitimate professional expenses (CME, travel, licenses, dues), you can deduct the full $6,000. This creates a $1,000 business loss on your Schedule C, which then reduces your overall taxable income from your W-2 job. You’ve effectively turned non-deductible expenses into a tax shield. The trap is thinking you need a large, formal business. A single consulting gig makes you a sole proprietor and allows you to file a Schedule C.

Accelerating Depreciation with Cost Segregation Studies

For neurologists who invest in real estate—whether it’s a medical office building or residential rentals—cost segregation is one of the most powerful tax strategies available. When you buy a property, the building is typically depreciated over a long period (27.5 years for residential, 39 for commercial). This provides a small, steady annual tax deduction.

A cost segregation study is an engineering-based analysis that breaks the property down into its components. It identifies elements that can be depreciated on a much faster schedule. For example, things like carpeting, specialty electrical wiring, cabinetry, and landscaping are reclassified from 27.5- or 39-year property to 5-, 7-, or 15-year property. This front-loads your depreciation deductions into the first few years of ownership.

It’s not uncommon for a study to reclassify 20-30% of a property’s purchase price into these shorter-lived categories. With bonus depreciation rules often in effect, you can potentially deduct the entire value of that reclassified portion in year one. This can create a massive “paper loss” that can offset other passive income or, in some cases, your active W-2 income. For those looking to model out the impact of depreciation on a potential investment, a good real estate investing calculator can be invaluable.

The power of this is magnified when combined with Real Estate Professional Status (REPS). If your spouse can qualify (by spending more than 750 hours and over 50% of their working time on real estate activities), your rental losses are no longer “passive.” They become active losses that can be used to directly offset your high W-2 physician income, potentially saving you tens or even hundreds of thousands in taxes in a single year.