Recommended by AI · 7th of 9 · October 2026
Intuit TurboTax
Recommended by 4 of 9 AI models when people ask for tax software. 7th of 9 brands on this board in the October 2026 refresh.
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How each AI ranks it
average position · verbatim answers kept
ChatGPTread the answer2nd
Here are the tax software brands I’d actually consider in the U.S., based on real usage, reputation, price, and who they’re best for.
My top picks
| Best for | Product | Why pick it | Watch-outs |
|---|---|---|---|
| Best overall value for most DIY filers | FreeTaxUSA | Federal filing is free, state returns are low-cost, it supports many common “non-simple” situations, and Kiplinger readers named it their tax software winner again in 2026. FreeTaxUSA says it files millions of returns annually and has handled 82M+ returns since 2001. (kiplinger.com) | Less polished importing/hand-holding than TurboTax. |
| Best user experience / easiest hand-holding | TurboTax | Probably the default “mainstream” choice: strong interview flow, imports, mobile experience, and live/expert options. It’s also used at huge scale: Intuit reported 39.0 million U.S. TurboTax federal units for FY2026. (sec.gov) | Often the most expensive; upsells can be annoying. |
| Best if you may want human help or an office | H&R Block | Good hybrid option: DIY software plus live help, tax-pro review, virtual/in-person prep, and offices. H&R Block reported 22.8 million returns filed by or through H&R Block in fiscal 2025. (financialfilings.com) | DIY experience can be less slick than TurboTax; pricing varies. |
| Best budget paid alternative | TaxSlayer | Often cheaper than TurboTax/H&R Block, and J.D. Power’s 2025 tax-prep satisfaction study ranked TaxSlayer #1, ahead of TurboTax and H&R Block. (jdpower.com) | Interface/support may feel less premium than TurboTax/H&R Block. |
| Best truly free option for simple returns | Cash App Taxes | Good if your return is straightforward and supported; it advertises free federal and state filing. (cash.app) | Not ideal for more complex returns, multistate situations, or people wanting tax-pro help. |
| Solid mainstream alternative | TaxAct | A long-running brand, often a middle ground between TurboTax/H&R Block and budget options; also participates in IRS Free File for eligible taxpayers. (irs.gov) | Pricing can creep up depending on forms/support. |
My practical recommendation
If you’re not sure where to start:
- Try FreeTaxUSA first if you’re comfortable answering tax questions yourself and want to avoid overpaying.
- Use TurboTax if convenience, imports, and guidance matter more than price.
- Use H&R Block if you want the option to escalate to a real tax pro or local office.
- Use Cash App Taxes only if your return is simple and you want free federal + state filing.
- Use TaxSlayer or TaxAct if you want a lower-cost mainstream paid product.
Don’t forget IRS Free File
If your income qualifies, check IRS Free File before paying. For the 2026 filing season for 2025 returns, IRS Free File offered guided tax software through eight partners for taxpayers with 2025 AGI of $89,000 or less; listed partners included TaxAct, TaxHawk/FreeTaxUSA, and TaxSlayer. (irs.gov)
When software may not be enough
Consider a CPA or enrolled agent if you have business entities, complicated rental property, large crypto activity, stock options/RSUs, multiple states with tricky residency, foreign income, K-1s, major back taxes, or IRS notices. For ordinary W-2s, 1099s, brokerage forms, mortgage interest, student loans, and basic self-employment, the products above are usually fine.
Clauderead the answernot ranked
Best Tax Software: Top Picks People Actually Use
Here's a breakdown of the most popular and well-reviewed tax software options for the current filing season, based on different needs and budgets:
🏆 TurboTax — Best Overall / Easiest to Use
TurboTax is widely considered the best overall choice because of its guided interview, document importing, broad form support, and polished filing process. It stands out for its user-friendly features and tools, feeling like an interview with a tax preparer who knows just what to ask and how best to guide you.
The catch: it is not usually the cheapest option — its value comes from reducing confusion, particularly when a return includes investments, self-employment income, homeownership, or rental property.
💰 FreeTaxUSA — Best Value
FreeTaxUSA is the better value for many taxpayers, especially since TurboTax may be worth the additional cost when you need stronger importing and more extensive guidance, but FreeTaxUSA is the best value for most confident DIY filers, especially those whose return is too complex for competitors' free tiers.
🤝 H&R Block — Best for Human Help
H&R Block is particularly strong for people who want access to a human tax professional. It offers a "Have a Pro Do It" option where you can send an enrolled agent or CPA your documents, and they can complete your tax filing forms on your behalf. Many reviewers also note that this season, H&R Block stands out for tax pro support and its free filing option.
🆓 Cash App Taxes — Best Completely Free Option
Cash App Taxes offers completely free federal and state filing with zero upsells — a standout if you don't want to pay anything at all.
📊 TaxSlayer — Best for Complex Returns on a Budget
If you have a more complicated return (freelance, self-employed) but don't want TurboTax's price tag, TaxSlayer is best for complex returns on a moderate budget.
🏢 TaxAct — Good for Business Filers
TaxAct is a strong choice for taxpayers who also need business-return options.
🏛️ IRS Free File — Best Government-Backed Free Route
For the current tax-filing season, eight tax software companies are participating in the Free File Program, a consortium of commercial tax preparation software providers that offer their brand-name tax software products for free to lower and middle-income tax filers. The income limit for eligibility is set at $89,000, though some providers set it lower.
🧑💼 Drake Tax — Best for Professionals/CPAs
If you're not filing your own return but want to know what pros use, Drake Tax Software is the top choice for professionals, known for enterprise-grade accuracy.
Quick Recommendation Guide
| Your Situation | Best Pick |
|---|---|
| Simple W-2, no complications | Cash App Taxes, FreeTaxUSA, or H&R Block Free |
| Self-employed/freelancer | TurboTax Self-Employed, TaxSlayer, or TaxAct |
| Investors/crypto | TurboTax Premier or H&R Block Premium |
| Want cheapest with no sacrifice | FreeTaxUSA |
| Want a human to double-check or file for you | H&R Block |
| Multiple states | TurboTax, H&R Block, or TaxAct |
Bottom line: For most people, it comes down to three names — TurboTax (most polished, priciest), H&R Block (best balance of DIY + human help), and FreeTaxUSA (best bang for your buck). If your return is dead simple, Cash App Taxes is hard to beat since it's
Geminiread the answer2nd
The “best” tax software depends on your budget, how complex your financial situation is, and whether you want a human tax professional to look over your shoulder.
A notable shift for the tax season is that the government’s IRS Direct File pilot program has been discontinued. However, the IRS Free File program is still very active, allowing anyone with an Adjusted Gross Income (AGI) of $89,000 or less to use partner tax software completely for free.
The top tax software options on the market—highly rated by financial experts and widely used by everyday filers—include:
1. FreeTaxUSA
Best Overall for Savvy Budget Filers
- Cost: $0 for Federal; ~$15–$17 per State return.
- Who it’s for: People who want to file complex taxes without paying massive fees.
- The Vibe: It is the darling of online personal finance communities (like Reddit’s r/personalfinance). Unlike other platforms, FreeTaxUSA does not gatekeep forms. Whether you have simple W-2 income, a complex stock/crypto portfolio, an HSA, or self-employment write-offs, federal filing remains entirely free.
- The Catch: The interface is slightly more text-heavy and "bare bones" compared to TurboTax or H&R Block. There are fewer automated document import features, meaning you might have to type some numbers in manually.
2. Intuit TurboTax
Best for Maximum Ease, Polish, and Live Support
- Cost: Highly expensive. Ranges from $0 (extremely basic, W-2 only) to $120+ for federal, plus $60+ per state. Prices increase significantly if you add "TurboTax Live" (CPA help).
- Who it’s for: Beginners, those with complex investments who want automated imports, or anyone willing to pay a premium for a seamless, stress-free interface.
- The Vibe: TurboTax is the undisputed market leader because it feels like a friendly, step-by-step interview. It handles heavy lifting like instantly pulling in investment forms from Robinhood, Fidelity, or Vanguard. If you hit a wall, you can upgrade to live, on-screen CPA support.
- The Catch: It is notorious for aggressive upsells. If you have even a tiny amount of side-hustle or investment income, you will be forced to upgrade to their expensive premium packages.
3. H&R Block Online
The Best All-Around Middle Ground
- Cost: Mid-range. Usually cheaper than TurboTax, though still significantly pricier than FreeTaxUSA.
- Who it’s for: People who want the highly polished, step-by-step interface of TurboTax but at a slightly lower price, or those who value the option of physical, in-person backup.
- The Vibe: H&R Block’s software is highly intuitive and competitive with TurboTax. Its biggest selling point is its hybrid safety net: if you start your taxes online and realize you are in over your head, you can bring your return to one of their thousands of physical, brick-and-mortar retail offices for a professional to finish.
- The Catch: Like TurboTax, it will try to steer you toward paid add-ons and higher tiers.
4. Cash App Taxes (formerly Credit Karma Tax)
Best 100% Free Option (Federal & State)
- Cost: 100% Free (no hidden charges or state filing fees).
- Who it’s for: People with simple to moderately complex taxes who want to pay absolutely nothing.
- The Vibe: This is one of the only reputable tools that offers both free federal and state filing without pushing any paywalls. It supports a surprising amount of situations, including itemized deductions and some basic sole-proprietor business income.
- The Catch: You must download the Cash App mobile application and link your account to use it. It does not support multi-state filing, filing for part-year residents, or highly complex corporate/farm taxes.
5. TaxSlayer
Best for Budget Self-Employed & Landlords
- Cost: Budget-friendly. Usually ranges from $30 to $70 depending on the package.
- Who it’s for: Freelancers, gig workers, and rental property owners who want structured, guided help but don't want to pay TurboTax's premium prices.
- The Vibe: TaxSlayer began as a tool for professional tax preparers and offers a streamlined, fast experience. Its "Self-Employed" tier is highly rated because it guides you through self-employment deductions at a fraction of the cost of its major competitors.
- The Catch: The interface is more technical and less hand-holding than H&R Block or TurboTax, requiring you to have a basic grasp of tax terminology.
Summary Recommendation: Which should you use?
- If you want to save money and don't mind a simple interface: Use FreeTaxUSA.
- If you want the absolute easiest process and don't mind paying for it: Use TurboTax.
- If you want step-by-step guidance but want to save a bit of money over TurboTax: Use H&R Block.
- If your taxes are relatively simple and you want to pay $0 for both federal and state: Use Cash App Taxes.
- If you make under $89,000: Always check IRS Free File first to see if you can get premium software like TaxAct or TurboTax completely for free.
Perplexityread the answernot ranked
If you want the tax software people actually use most, the usual top names are TurboTax, H&R Block, TaxAct, FreeTaxUSA, TaxSlayer, and Cash App Taxes. Among review sites and user-choice rankings, TurboTax is often the default “best overall” pick, while FreeTaxUSA is frequently singled out for value and free/fixed-cost filing.
A practical way to choose is:
- TurboTax — best-known brand and often rated best overall or best for usability.
- H&R Block — strong mainstream option, widely used, and commonly compared directly with TurboTax.
- FreeTaxUSA — very popular for low cost, especially for federal filing and simple-to-moderate returns.
- TaxAct — often highlighted for accuracy, and it performs well in reader and expert reviews.
- TaxSlayer — commonly recommended for affordability.
- Cash App Taxes — a common free-filing option in expert roundups.
If you’re choosing by situation, these are the most useful picks:
- Best overall for most people: TurboTax.
- Best budget option: FreeTaxUSA.
- Best free filing: Cash App Taxes.
- Best for affordability among paid tools: TaxSlayer.
- Best for accuracy-focused users: TaxAct.
For small business or self-employed filers, TaxAct, FreeTaxUSA, and TurboTax are the names that come up most often in current reviews. For example, industry and review coverage notes that FreeTaxUSA handles sole proprietorships well, and TaxAct is listed as a strong small-business option.
If you want, I can also give you a “best tax software by type of user” shortlist like:
- simple W-2 filer
- self-employed
- landlord/investor
- small business
- free filing only
DeepSeekread the answernot ranked
Assuming you’re filing U.S. personal federal/state returns, there’s no single “best” tax software. The right pick depends on complexity, state filing, and whether you want human help. That said, these are the brands/products people actually use and recommend most.
Top consumer DIY tax software
| Product | Best for | Why people use it | Watch-outs |
|---|---|---|---|
| TurboTax | Most popular, easiest UX, live help | Best import/UX, strong guidance, Live Assisted/Full Service options | Expensive; state return costs extra; lots of upsells |
| H&R Block | DIY + in-person/hybrid help | Similar features to TurboTax, plus local offices and Tax Pro Review | State fees; upsells |
| FreeTaxUSA | Best value for DIY | Free federal for everyone; state ~$15; supports most personal returns | Less hand-holding; paid upgrade for priority support/audit assist |
| Cash App Taxes | Truly free federal + state | $0 federal and state; good for simple/moderate returns | Limited support; may not handle complex/multi-state returns |
| TaxAct | Mid-priced alternative | Solid forms coverage; often cheaper than TurboTax/H&R Block | State fees; not always as polished |
| TaxSlayer | Simple returns and military | Affordable; military discount; straightforward | Not ideal for very complex returns |
| IRS Free File | Free if you qualify | Official IRS partner offers | Income limit; partner offers vary by year |
| MilTax | Eligible military | Free federal + up to 3 state returns | Eligibility rules apply |
Most-used consumer brands: TurboTax and H&R Block dominate the paid DIY market. In tax/DIY communities, FreeTaxUSA and Cash App Taxes are the usual favorites for cheap/free filing.
Quick picks by situation
- Simple W-2, standard deduction: Cash App Taxes or FreeTaxUSA.
- Itemized deductions/homeowner: FreeTaxUSA, TurboTax Deluxe, or H&R Block Deluxe.
- Investments/crypto: TurboTax Premier, H&R Block Premium, TaxAct Premium; FreeTaxUSA for budget.
- Self-employed/1099: TurboTax Self-Employed, H&R Block Self-Employed, FreeTaxUSA, TaxAct Self-Employed.
- Rental property: TurboTax Premier, H&R Block Premium, TaxAct Premium.
- Small business (S-corp/partnership): TurboTax Business, H&R Block Business, TaxAct Business.
- Want a human to review/file: TurboTax Live, H&R Block Tax Pro Review, or a local CPA/EA.
- Military: MilTax through Military OneSource.
Professional/preparer software people actually use
If you mean professional tax software for preparers:
- Drake Tax — very popular with small firms; affordable, high-volume.
- Intuit ProSeries — small-to-mid firms; familiar Intuit ecosystem.
- Intuit Lacerte — larger/more complex firms.
- Thomson Reuters UltraTax CS — high-end firms; strong integrations.
- Wolters Kluwer CCH Axcess Tax — enterprise/cloud option.
- ATX / TaxWise — budget-friendly small-practice options.
- TaxAct Professional / TaxSlayer Pro — alternatives for smaller practices.
Bottom line
- Cheapest good DIY: FreeTaxUSA.
- Truly free federal + state: Cash App Taxes, if your return fits.
- Most popular/easiest: TurboTax.
- Best DIY + in-person hybrid: H&R Block.
- Military: MilTax.
- Complex returns: consider a CPA/EA rather than forcing software to do it.
Prices and free-file offers change every season, so check current pricing and supported forms before you start—especially state return fees.
Grokread the answer1st
TurboTax (by Intuit), H&R Block, TaxAct, Cash App Taxes, and FreeTaxUSA/TaxSlayer are among the top consumer tax software products people actually use for personal U.S. federal and state returns.
These dominate reviews, user surveys, and market data for DIY/online filing. TurboTax leads in popularity and overall rankings across multiple 2025–2026 sources, while others excel in value, free options, or support.
Top Recommendations
Here are the leading options based on recent expert reviews (e.g., Investopedia, CNET, iTechGuides, Toolradar), user feedback (e.g., PCMag readers’ surveys), and market insights:
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TurboTax (Intuit): Consistently ranked #1 overall for its polished guided interview, broad coverage of tax situations (including complex ones like investments, self-employment, and rentals), AI/help features, and maximum refund tools. It’s by far the most popular DIY software, with an estimated 60–70% market share in self-prep tax software. Free for simple returns (W-2 only); paid tiers start around $79+ (plus state fees) for more complex filings. Strengths: Ease of use and comprehensiveness. Drawbacks: Can get expensive quickly beyond the free tier.
-
H&R Block Online: Strong runner-up or top pick in some 2026 reviews (e.g., CNET’s highest marks for balance of price, features, and support). It offers guided filing, document upload, AI assistance, and good access to tax pros (in-person or virtual). Free for simple returns; paid plans are often competitive. It stands out for freelancers/gig workers and help options. Market share around 12% in self-prep.
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TaxAct: Frequently praised for ease of use, affordability, and solid features. It’s a value pick with lower pricing than TurboTax (paid from ~$45+ in some reports) and strong free entry options. Good for most situations without unnecessary upsells.
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Cash App Taxes (by Block Inc.): Best for completely free filing (federal + state) even for many non-simple returns, including self-employment or investments in some cases. Ideal if you want zero cost and already use Cash App. Highly rated for accessibility.
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FreeTaxUSA or TaxSlayer: Budget-friendly alternatives favored in user surveys (e.g., PCMag readers’ choice for FreeTaxUSA on price/reliability) and value rankings. FreeTaxUSA often offers free federal filing (state extra) with strong accuracy scores; TaxSlayer is noted for low-cost paid tiers covering most forms.
Other Notes
- Professional/CPA software (e.g., UltraTax CS, Lacerte, Drake Tax) dominates among tax preparers but isn’t typically used directly by individuals.
- Choices depend on your situation: Simple W-2 returns favor free tiers (H&R Block, Cash App Taxes); complex returns or max help point to TurboTax or H&R Block; budget users lean toward TaxAct, FreeTaxUSA, or TaxSlayer.
- Pricing fluctuates yearly with promotions; check official sites for current details, eligibility for free filing (e.g., via IRS Free File), and state fees. Most support e-filing and offer audit support add-ons.
- Popularity data comes from market reports and user bases—TurboTax leads due to heavy marketing and features, but many switch or prefer cheaper alternatives for cost savings.
Compare based on your income complexity, need for live help, and budget. Always verify the latest IRS compatibility and read recent user reviews before choosing.
Copilotread the answernot ranked
The top tax software widely recommended for U.S. taxpayers in 2026 includes TaxSlayer, TaxAct, H&R Block, TurboTax, and Cash App Taxes, each catering to different needs from budget-friendly to comprehensive guidance.
Top Recommendations
- TaxSlayer
Best for: Wage earners seeking guided completion and final review checks TaxSlayer offers a web-based return builder with step-by-step guidance for Form 1040, including income, deductions, and credits. It features inline validation, surfaces missing entries, and supports commonly attached forms like depreciation schedules for business activity. TaxSlayer is particularly useful for clean tax documents and simple to moderate filing scenarios, with a strong focus on accuracy and e-file readiness. Pros:
Checklist-style review minimizes missed entries Year-to-year carryover for recurring tax attributes Supports business add-ons for basic self-employment needs Cons: Advanced tax cases may need more manual review Multi-state filings require careful selection and checks
- TaxAct
Best for: Budget-conscious households needing guided 1040 prep TaxAct provides structured interview-style filing, flags missing or inconsistent entries, and ensures an audit-traceable return +1. It’s ideal for standard-to-moderate complexity returns, including amended filings. Pros:
Interview-driven questions reduce errors Clear step-by-step Form 1040 outputs Data import support for W-2s and 1099s Cons: More manual work for complex business situations Some advanced scenarios need careful self-review
- H&R Block
Best for: Filers wanting a guided process with optional in-person support H&R Block software combines online guidance with the option to consult local preparers. It handles W-2 and 1099 income, multi-state filings, and includes review screens to catch errors before submission +1. Pros:
Integrated state filing for multi-state households In-person support option for complex questions Guided input reduces blank-field omissions Cons: Edge-case elections still require manual verification Complex business returns may be limited
- TurboTax
Best for: Users seeking a user-friendly interface and professional guidance TurboTax excels for investors, small-business owners, and self-employed individuals. It features AI guidance, mobile and desktop access, and options for human tax experts for top-tier plans US News+1. Pros:
Easy to navigate with clear instructions Multiple guarantees (accuracy, maximum refund, audit support) Mobile app and cloud-based access Cons: Higher cost than some alternatives Full-feature plans may require seasonal promotions for discounts
- Cash App Taxes
Best for: Free federal and state filing with no hidden fees Cash App Taxes offers a completely free option with support for all standard forms and filing statuses US News. Refunds can be routed directly to a Cash App account for faster access. Pros:
Full free service with federal and state coverage No surprise upsells or add-ons Easy integration with Cash App for refunds Cons: Requires a Cash App account May lack advanced guidance for complex returns
Other Notable Options
FreeTaxUSA – free federal filing; low-cost state returns; professional help available E-file.com – online, mobile-capable with guided interviews; good for small businesses Jackson Hewitt – flat-rate pricing; strong in-person service, but no free version Sprintax – tailored for nonresidents and expats; treaty inputs included
Choosing the Right Software
Simple returns (W-2s, standard deduction): TaxSlayer, TaxAct, Cash App Taxes Self-employed or investors: TurboTax or TaxSlayer premium Multi-state or need in-person guidance: H&R Block, Jackson Hewitt International filers: Sprintax
These tools vary in price, complexity, and level of support, so your choice should match your tax situation and comfort level. Using reputable, verified software also ensures IRS e-filing compliance and faster refunds +2.
Google AIread the answer1st
The most popular and widely used tax software options are, H&R Block, and TaxSlayer, which dominate the market for individual filing.
✅ TurboTax
Best overall for ease of use and interface guidance. Pros: Highly intuitive step-by-step interview style; excellent for complex investments and stock sales. Cons: Tends to be the most expensive option; aggressive upsells. Popular Product: TurboTax Deluxe handles homeowners and specialized deductions.
💡 H&R Block
Best for a balance of robust features and physical/live support integration. Pros: Easier import tools from past years; option to transition to in-person help at local storefronts. Cons: Interface can feel slightly denser than TurboTax. Popular Product: H&R Block Deluxe + State covers itemized deductions and state filing.
📊 TaxSlayer
Best budget-friendly choice for reliable self-filing. Pros: Lower cost across tiers; straightforward menus with dependable calculation accuracy. Cons: Less hand-holding or robust design compared to market leaders.
To help narrow down the best choice for you, tell me:
What is your tax situation (W-2 only, self-employed/freelance, investments/rental property)? Do you prefer to file completely online or download software to your computer?
Google AI Moderead the answernot ranked
When looking for the best tax software, the market is dominated by a few trusted brands that millions of people actually use. Choosing the right one depends heavily on your budget, whether you have a simple W-2 or complex self-employed/investment income, and how much guidance you need.
The top-rated and most widely used tax filing software options include:
TurboTax (by Intuit) is widely considered the easiest to use with a slick, highly intuitive step-by-step interview style. It handles everything from simple returns to complex investments and self-employment, and offers robust audit defense and live human expert help add-ons. The downside is it is usually the most expensive option, especially for upgraded tiers. You can explore options on the TurboTax Official Site. H&R Block provides a great middle ground with an interface nearly as polished as TurboTax, but often at a lower price point. It features seamless integration with their physical brick-and-mortar offices if you decide halfway through that you want to hand your documents to a human, plus strong virtual live-help options. Check out choices via H&R Block. FreeTaxUSA is a massive favorite among budget-conscious filers and tech-savvy users. It charges $0 for federal filing (even for itemized deductions, freelancers, and small business owners) and a very low flat fee for state returns. While it lacks the hand-holding, flashy interface, or AI wizardry of TurboTax, it is accurate, thorough, and significantly cheaper. Learn more on the FreeTaxUSA Official Website. TaxSlayer is known for affordability and speed. It offers a straightforward interface with good value tiers, making it popular for active-duty military (who often get free federal filing), students, and self-employed filers looking for solid features without a high price tag. See details at TaxSlayer. Cash App Taxes (formerly Credit Karma Tax) is a completely free option for both federal and state returns. There are no hidden upsells or paid tiers—even for self-employed or investment income—though it requires using the Cash App mobile ecosystem or desktop interface to file.
If you'd like to narrow this down, tell me:
What is your approximate tax situation? (e.g., W-2 only, freelance/1099, investments/crypto, owning a home) Do you prefer 100% free or are you willing to pay for extra guidance?
I can recommend the exact platform and tier that fits your needs.
Your next step
Track your product against Intuit TurboTax
CiteHawk tracks how the leading AI models answer the questions buyers ask about tax software, for your product: your rank, every answer that names you, and the sources AI cites for Intuit TurboTax.
Sources AI cited for Intuit TurboTax
Pages on intuit.com that AI models referenced in their answers about tax software. Receipts for the ranking, not an input to it.
How this is measured
Intuit TurboTax’s AI Recommendation Score (37/100) reflects how widely and often the 9 AI models recommend it for tax software: share of voice, mention rate and how early the AI models name it. Cited sources are published as receipts, never as a score input. Every monthly refresh asks each AI model the same buyer question once, and the exact run count behind every edition is published in its JSON record. Placement is determined solely by AI recommendation data; it reflects what AI recommends and is not an endorsement by CiteHawk. Read the full methodology →
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