AI Consensus Fit Review

American Standard Walk-In Bath - Liberation Walk-In Tub with dealer installation Review for Fast Bathroom Retrofit

American Standard Walk-In Bath - Liberation Walk-In Tub with dealer installation is a good fit for a Fast Bathroom Retrofit when the buyer wants one provider to handle removal, installation, permits, and cleanup, and can accept a quote-based price rather than a published one.

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walk-in-tubsPublished by Aging in Place Index to support informed aging-in-place decisions.

Answer Capsule

American Standard Walk-In Bath - Liberation Walk-In Tub with dealer installation is a good fit for a Fast Bathroom Retrofit when the buyer wants one provider to handle removal, installation, permits, and cleanup, and can accept a quote-based price rather than a published one. Six of seven platforms named it during ranking discovery, with an average listed rank of 3.17 and a best rank of 3. The strongest reason to consider it is the advertised one- to two-day installation window paired with a lifetime door-seal warranty and manufacturer-coordinated labor. The main limitation is that no verified installed price, guaranteed timeline, or confirmed Liberation model number is publicly established, so all terms must be confirmed in writing.

Research Snapshot

FieldFinding
Platform mentions in ranking stage6 of 7 platforms (anthropic, deepseek, google, grok, openai, perplexity)
Share of included platform responses85.7%
Average listed rank3.17
Best listed rank3
Relevant product/model/planAmerican Standard Liberation Walk-In Tub purchased with American Standard's select-product full-installation service or an authorized/dealer installation package
Overall use-case fitGood (platform ratings ranged from strong to mixed)
Research date2026-09-27

What Changed Since August 2026

American Standard Walk-In Bath - Liberation Walk-In Tub with dealer installation remained at No. 3, and platform mentions increased from 4 to 6. The September 2026 review narrows the offering to the Liberation Walk-In Tub with dealer installation, replacing August's broader company-level look and shifting the recommended configuration toward a 30x60 same-footprint package with coordinated removal, permits, and cleanup. For buyers, the useful new anchors are a product-only price of $6,200 to $6,300 for the cited model, newly reported, and about $1,000 as a low installation-cost figure, newly reported. Reported warranty spans on the shell and components are no longer repeated, while installation downtime is now described in days and hours. Fit remains good with caveats, and no verified installed price or guaranteed timeline emerged. Differences between the two editions reflect what each article reports; they do not by themselves prove that the product, service, or price changed.

The August 2026 review preserves the earlier article for reference.

Why American Standard Walk-In Bath - Liberation Walk-In Tub with dealer installation Qualified for This Study

Questions This Section Answers

  • Why did American Standard Walk-In Bath - Liberation Walk-In Tub with dealer installation qualify for a fast bathroom retrofit study?
  • How many AI platforms named American Standard Walk-In Bath - Liberation Walk-In Tub with dealer installation during ranking?

The entity cleared the study's two-mention minimum with six platform mentions, the highest single count among the finalists reviewed here. Every platform that named it placed it at rank 3 or 4, producing a tight average of 3.17 and a best rank of 3 [1].

Qualification was driven by the combination of a named installation pathway and a same-footprint product line. American Standard's official walk-in-tub collection states that full installation is available only on select products, which is why the entity is scoped as a tub-plus-installation package rather than a product alone [6]. The brand also advertises installation in as little as two days with licensed technicians handling removal and installation [1].

The category criteria for this study include installation timeline, same-footprint replacement fit, contractor network quality, plumbing and electrical requirements, permit support, cleanup process, quote transparency, and warranty terms. American Standard produced platform-reported findings on all eight, though several were assessed as unclear or limiting rather than advantageous.

The Product, Model, Plan, or Service Most Relevant to Fast Bathroom Retrofit

Questions This Section Answers

  • Which American Standard walk-in tub model should a buyer choose for a fast bathroom retrofit with dealer installation?
  • Is the American Standard Liberation Walk-In Tub with dealer installation available in a 30x60 footprint for same-footprint replacement?

The relevant offer is the American Standard Liberation Walk-In Tub purchased with the brand's select-product full-installation service or an authorized dealer installation package. Platforms most often pointed to the Liberation series, with several also naming Model 3060.100.SRW, a 30x60 gelcoat soaker configuration [7].

Model 3060.100.SRW is documented in platform-cited specification material as a 30x60-inch gelcoat walk-in tub with nominal dimensions of 29.5 x 59.5 x 37.5 inches, a 75-gallon capacity, a built-in 17-inch seat, a free-standing metal support frame with five adjustable leveling feet, and a Quick Drain system [8]. A separate product page for the same model family lists a lifetime door-seal warranty, a ten-year tub-shell warranty, and a five-year component warranty [7].

Two caveats matter for a fast retrofit. First, the reviewed current public pages did not clearly verify Model 3060.100.SRW as an available Liberation installation package, and one platform could not confirm that model as a current Liberation model at all [10]. Second, full installation is limited to select products, so the buyer must confirm that the specific configuration they want is eligible for the installation service in their ZIP code [11].

What the AI Platforms Agreed About

Questions This Section Answers

  • What do AI platforms agree on about American Standard Walk-In Bath - Liberation Walk-In Tub with dealer installation for fast bathroom retrofit?
  • Do AI platforms agree that American Standard Liberation installation is fast and professionally coordinated?

Agreement was strong but not unanimous on four points.

Advertised short installation window. Multiple platforms reported that American Standard advertises installation in as little as two days, with some sources describing a one-day possibility [12]. This is a company-reported target, not a documented guaranteed completion date.

Coordinated removal, cleanup, and project management. American Standard's Home Services description states that packages include demolition, disposal, cleanup and removal, plumbing and waterproofing services, post-installation inspection, and permit handling [15]. Grok reported permit handling as part of an all-inclusive service [14].

Warranty strength on the door seal and labor. Liberation materials state a lifetime guarantee for the door seal [17]. American Standard's Home Services page states lifetime materials-and-labor warranties for remodel packages [15]. Perplexity reported lifetime coverage on the bath, installation, and labor when installed by an American Standard professional [18].

Same-footprint intent. Platforms agreed the product line is designed for standard alcove replacement, with extender kits used to fill gaps after a standard tub removal [19].

Where the AI Platforms Disagreed or Were Uncertain

Questions This Section Answers

  • Where do AI platforms disagree about American Standard Walk-In Bath - Liberation Walk-In Tub with dealer installation for a fast retrofit?
  • Is the American Standard Liberation Walk-In Tub installation timeline guaranteed or only advertised?

Fit ratings diverged. Google and Grok rated the entity a strong fit; OpenAI, Anthropic, and Perplexity rated it good; DeepSeek and Kimi rated it mixed. That spread reflects genuine uncertainty rather than a settled consensus.

Timeline guarantees. OpenAI stated plainly that the advertised two-day timing is not shown as a guaranteed date. DeepSeek found no independent verified source confirming standard lead times, permitting duration, or schedule reliability for the Liberation model through a local dealer. Kimi went further, arguing that factory fabrication lead times of roughly two weeks may precede installation for comparable wet-area upgrades (kimi:mrremodel-one-day).

Quick Drain duration. Marketing materials claim the tub drains in less than two minutes in one source and about 60 seconds in another, so the exact specification is not standardized [20].

Warranty scope. Warranty language differs between general Home Services claims and individual product pages. One platform noted that retail units purchased at home improvement stores carry a shorter limited warranty than the full lifetime coverage provided through authorized dealer installation programs (google:as_official). Perplexity reported that the warranty is non-transferable to subsequent owners, with a stated exception when purchased by a plumber, contractor, or other service provider for the first property owner [22].

Permit responsibility. Grok reported permits are handled as part of the service [23]. Anthropic, DeepSeek, Perplexity, and Kimi all found no documentation confirming whether American Standard or its dealers file permits, leaving responsibility unclear.

Installer identity. American Standard uses several descriptions for installers, including dealer, licensed technician, certified professional, and manufacturer-trained specialist. The exact contracting party depends on location and contract [24].

Use-Case-Specific Features and Capabilities

Questions This Section Answers

  • What safety and drainage features does the American Standard Liberation Walk-In Tub offer for a fast bathroom retrofit?
  • What plumbing and electrical work does an American Standard Liberation Walk-In Tub installation require?

Safety and usability features. Liberation materials identify a low threshold, textured floor, built-in grab bar, chair-level seat, and a Quick Drain system that the company says drains the tub in less than two minutes [26]. Model 3060.100.SRW specification material confirms the built-in grab bar, textured floor, low-entry door, and 17-inch seat [27].

Same-footprint fit. The 30x60 form factor is designed to fit standard bathroom footprints, and extender kits are used to bridge gaps left by a standard tub removal (google:caring_com). Specification material describes a free-standing metal support frame with five adjustable leveling feet requiring no additional wall support [28].

Plumbing and electrical requirements. Installation instructions call for proper drain rough-in, leveling, framing, and a GFCI electrical connection [29]. One manual specifies one, two, or three branch circuits from the main panel to the pump area, 110-120 volts, 12-gauge cable, moisture-proof junction boxes six inches above the floor, and a qualified electrician working to National Electrical Code [32]. Grok reported GFCI circuits and possible dedicated lines for pumps [33].

Pre-installation testing. Installation instructions require water testing after delivery and before installation, with the tub filled to three inches above the highest jet for 30 minutes plus 30 minutes of electrical component operation [32].

Downtime. American Standard states installations are quick, sometimes as little as a day, and will not disrupt the function of other bathrooms in the home [34].

Pricing, Fees, Contracts, and Ongoing Costs

Questions This Section Answers

  • How much does American Standard Walk-In Bath - Liberation Walk-In Tub with dealer installation cost for a fast bathroom retrofit?
  • Are permits, electrical work, and old-tub removal included in the American Standard Liberation installation quote?

No verified installed price for the Liberation Walk-In Tub or Model 3060.100.SRW was found in the reviewed sources. Pricing confidence was rated low by Anthropic, DeepSeek, Grok, Kimi, and Perplexity, and moderate by OpenAI and Google.

Known cost anchors. American Standard reports average customer project ranges of $10,000 to $25,000 [35]. One platform reported a starting retail product-only price of approximately $4,462 excluding installation (google:senior_list). Another reported a base tub price of roughly $6,200 to $6,300 for Model 3060.100.SRW, product only [37]. Independent review coverage says removal, disposal, and installation may cost from about $1,000 to more than $12,000 depending on plumbing, electrical scope, and bathroom layout [38].

Fees that may sit outside the quote. Platforms flagged possible electrical work by a licensed electrician, plumbing modifications if the rough-in does not match, permit fees, faucet and fixture selections, floor reinforcement, and old-tub removal billed separately [36]. Model 3060.100.SRW specification sheets state that faucets are not included and must be ordered separately [37].

Contract terms. No model-specific installation contract, cancellation policy, deposit requirement, or change-order policy was verified in the reviewed sources [42]. DeepSeek noted that terms are set by the local authorized dealer rather than by American Standard's website. Google reported that contracts include a fixed, all-inclusive price quote with no hidden fees once the in-home blueprint is finalized, and that financing options such as no interest or payments for 12 months are available through third-party lenders subject to credit approval (google:as_official). Perplexity reported the warranty excludes normal wear and tear, improper installation or maintenance, chemical or abrasive damage, freezing or water damage, product modifications, and cosmetic weathering [39].

Best Suited For

Questions This Section Answers

  • Who is American Standard Walk-In Bath - Liberation Walk-In Tub with dealer installation best suited for in a fast bathroom retrofit?
  • Is American Standard Liberation a good choice for a homeowner replacing an existing 60-inch tub alcove?

This offer is best suited to homeowners replacing an existing tub in a standard alcove who want a single provider to manage product selection, demolition, installation, permits, cleanup, and warranty administration [43]. It fits buyers who value a long door-seal and labor warranty over the lowest possible price, and who are willing to complete a free in-home measurement and quote before committing [45].

It also suits aging-in-place retrofits where seated bathing, a low threshold, a textured floor, and a built-in grab bar are the priority features [46]. Buyers who can tolerate a quote-and-coordination process and verify all terms in writing are the intended audience [47].

Probably Not Best Suited For

Questions This Section Answers

  • Who should not choose American Standard Walk-In Bath - Liberation Walk-In Tub with dealer installation for a fast bathroom retrofit?
  • Is American Standard Liberation a poor fit for buyers who need a guaranteed installation date?

Buyers who need a guaranteed installation date rather than an advertised estimate should look elsewhere, because the two-day timing is not shown as a guaranteed date [48]. Highly price-sensitive buyers who want an itemized online installed price before an in-home consultation will also be frustrated, since no verified installed price for the Liberation package was found [49].

Homeowners with non-standard bathroom layouts requiring custom sizing or extensive framing changes are a poor match, as are buyers in areas with limited American Standard-authorized dealer coverage [51]. Buyers who cannot manage upfront electrical panel work or plumbing rough-in preparation should also reconsider, since installation instructions require a GFCI connection and proper drain rough-in [52].

When Another Option May Be Better

Questions This Section Answers

  • What is a better alternative to American Standard Walk-In Bath - Liberation Walk-In Tub with dealer installation when the bathroom needs major plumbing changes?
  • When should a buyer choose a one-day bath remodeler instead of an American Standard Liberation Walk-In Tub?

Choose a local licensed bathroom-remodeling contractor when the project needs structural, electrical, or plumbing changes beyond a standard replacement and the buyer wants multiple competitive bids [54]. Choose a retailer or manufacturer with a published model-specific installation package when upfront installed pricing and explicit inclusions matter more than brand coordination [54].

Choose a dedicated one-day bath specialist when the shortest possible disruption is the top priority. Comparable wet-area upgrades using prefabricated materials typically require one to two days of in-home disruption with roughly a two-week factory fabrication lead time, and cost ranges of $6,000 to $14,000 have been reported for that category (kimi:mrremodel-one-day). One-day services install over existing surfaces without layout changes, plumbing relocation, structural assessment, or permits, which makes them a different product category rather than a direct substitute (kimi:rbwconstruction-comparison).

Choose a simpler tub-to-shower or accessible-shower retrofit when the buyer prioritizes the shortest possible installation and does not require seated soaking [54].

Questions to Verify Before Buying

Questions This Section Answers

  • What should a buyer confirm with American Standard Walk-In Bath - Liberation Walk-In Tub with dealer installation before signing a contract?
  • Which warranty, permit, and scheduling terms should be in writing before an American Standard Liberation installation?

Confirm the following in writing before signing:

  1. Is the Liberation Walk-In Tub, specifically Model 3060.100.SRW if requested, currently available in your ZIP code [55]?
  2. What is the earliest firm installation date, and is the one- to two-day duration guaranteed or only estimated [55]?
  3. Will the tub fit the existing opening, drain location, water lines, electrical supply, and bathroom access route without framing or electrical modifications [55]?
  4. Is the quoted price all-inclusive of tub, delivery, demolition, disposal, plumbing, electrical work, waterproofing, permits, inspection, cleanup, and finish repairs [55]?
  5. Who is the actual installer, and is the contractor licensed and insured in your jurisdiction [55]?
  6. What permits are required, who obtains them, and who pays for them [57]?
  7. Which warranty applies to the tub shell, door seal, fixtures, pumps, electrical components, labor, and service calls [55]?
  8. What are the deposit, financing, cancellation, rescheduling, return, and refund terms [55]?
  9. What happens if the product arrives damaged, does not fit, or installation reveals concealed damage [55]?
  10. Does your water heater have the capacity, typically 50 gallons or more, to fill the walk-in tub (google:as_official)?

Final AI Consensus Verdict

The consensus is a good fit with material caveats. Six of seven platforms named the entity, and no platform rated it below mixed. The strongest case rests on a coordinated installation pathway, an advertised one- to two-day window, same-footprint 30x60 configurations, and a lifetime door-seal warranty with labor coverage when professionally installed [59].

The evidence does not support a strong rating across the board. The exact Liberation model, guaranteed timeline, installed price, and regional contractor performance are not sufficiently public or independently verified [59]. Buyers should treat the timeline and total cost as dealer-specific and variable, and should verify every term in writing before signing.

How This Review Was Produced

This review was produced from platform-reported fit research collected on 2026-09-27 for the Fast Bathroom Retrofit use case within the walk in tubs category. Seven platforms supplied fit assessments: OpenAI, Anthropic, Google, Grok, DeepSeek, Perplexity, and Kimi. Six of the seven named the entity during ranking discovery.

Each platform returned a fit rating, use-case findings by category criterion, pricing and terms notes, limitations, and questions to verify before buying. This article synthesizes those responses, preserves conflicts rather than resolving them, and labels company-owned claims as company-reported rather than independently verified.

Methodology Limitations

Platform-reported research dates differ from the authoritative run date. Anthropic reported 2026-01-15 and DeepSeek reported 2026-05-20, while the remaining platforms and the study itself are dated 2026-09-27. These dates are provenance metadata and do not independently prove freshness.

Company-owned citations materially outnumber independent citations in the supplied evidence, so company claims should not be read as independently verified. The supplied URLs were collected from platform responses and were not independently validated at the writing stage. Citations are platform-reported evidence, not verified facts.

DeepSeek's research was conducted with search disabled, so its findings are model-reported rather than retrieved. Official-site retrieval failed for at least one mention, and no failed fetch was used as a verified domain key. The reviewed current public pages did not clearly verify Model 3060.100.SRW as an available Liberation installation package, and warranty language differs between general Home Services claims and individual product pages. No verified installed price, guaranteed timeline, or permit workflow was found for the exact package.

Sources

Company-Owned Sources

Independent Sources

  • American Standard Walk-In Tub Review - TapSenior: https://tapsenior.com/american-standard-walk-in-tub-review/
  • American Standard 3060.100.SR.SRW Walk-In Bath - Amazon Product Listing: https://www.amazon.com/dp/B0040X3WIA
  • What Are The Dimensions Of An American Standard Walk-In Tub? - Caring.com: https://www.caring.com
  • American Standard Walk-in Baths Reviews - ConsumerAffairs: https://www.consumeraffairs.com/homeowners/american-standard-walk-in-baths.html
  • American Standard Walk-In Bath Specification Sheet - Model 3060: https://www.guillens.com/images/AME/pdf/SpecSheet_4308.pdf
  • American Standard Liberation Owner's Manual - Lifetime Warranty Information: https://www.manualslib.com/manual/3019476/American-Standard-Liberation.html
  • AMERICAN STANDARD WALK-IN BATH INSTALLATION INSTRUCTIONS AND OWNER'S MANUAL: https://www.manualslib.com/manual/595777/American-Standard-Walk-In-Bath.html
  • American Standard Walk-In Tub Review 2025: Prices, Features, and Service: https://www.ncoa.org/adviser/mobility/american-standard-walk-in-tub-review/
  • American Standard Walk-In Tubs Review and Pricing in 2026: https://www.seniorliving.org/walk-in-tubs/american-standard/
  • American Standard Walk-In Tub Reviews and Pricing (2026) - The Senior List: https://www.theseniorlist.com
  • American Standard Walk-In Tub Reviews and Pricing (2026: https://www.theseniorlist.com/walk-in-bathtubs/american-standard/
  • This Old House: Walk-In Tub Installation Guide: https://www.thisoldhouse.com/bathrooms/walk-in-tub-installation
  • Additional AI research evidence64 records
    1. AI research evidence record openai:c1
    2. AI research evidence record anthropic:c1
    3. AI research evidence record grok:web:0
    4. AI research evidence record deepseek:c1
    5. AI research evidence record perplexity:c2
    6. AI research evidence record openai:c8
    7. AI research evidence record anthropic:c3
    8. AI research evidence record anthropic:c4
    9. AI research evidence record anthropic:c5
    10. AI research evidence record deepseek:c1
    11. AI research evidence record openai:c8
    12. AI research evidence record openai:c1
    13. AI research evidence record anthropic:c1
    14. AI research evidence record grok:web:0
    15. AI research evidence record openai:c2
    16. AI research evidence record perplexity:c7
    17. AI research evidence record openai:c5
    18. AI research evidence record perplexity:c1
    19. AI research evidence record deepseek:c1
    20. AI research evidence record openai:c5
    21. AI research evidence record anthropic:c5
    22. AI research evidence record perplexity:c1
    23. AI research evidence record grok:web:0
    24. AI research evidence record openai:c7
    25. AI research evidence record anthropic:c2
    26. AI research evidence record openai:c5
    27. AI research evidence record anthropic:c3
    28. AI research evidence record anthropic:c4
    29. AI research evidence record perplexity:c3
    30. AI research evidence record perplexity:c5
    31. AI research evidence record perplexity:c6
    32. AI research evidence record anthropic:c6
    33. AI research evidence record grok:web:1
    34. AI research evidence record anthropic:c2
    35. AI research evidence record openai:c2
    36. AI research evidence record anthropic:c1
    37. AI research evidence record anthropic:c3
    38. AI research evidence record perplexity:c9
    39. AI research evidence record perplexity:c1
    40. AI research evidence record deepseek:c1
    41. AI research evidence record anthropic:c4
    42. AI research evidence record openai:c1
    43. AI research evidence record openai:c2
    44. AI research evidence record perplexity:c2
    45. AI research evidence record anthropic:c1
    46. AI research evidence record openai:c5
    47. AI research evidence record deepseek:c1
    48. AI research evidence record openai:c1
    49. AI research evidence record deepseek:c1
    50. AI research evidence record perplexity:c8
    51. AI research evidence record anthropic:c1
    52. AI research evidence record perplexity:c6
    53. AI research evidence record perplexity:c5
    54. AI research evidence record openai:c1
    55. AI research evidence record openai:c1
    56. AI research evidence record anthropic:c1
    57. AI research evidence record deepseek:c1
    58. AI research evidence record perplexity:c1
    59. AI research evidence record openai:c1
    60. AI research evidence record openai:c2
    61. AI research evidence record openai:c5
    62. AI research evidence record anthropic:c3
    63. AI research evidence record deepseek:c1
    64. AI research evidence record perplexity:c8

Other Sources

  • Additional AI research evidence64 records
    1. AI research evidence record openai:c1
    2. AI research evidence record anthropic:c1
    3. AI research evidence record grok:web:0
    4. AI research evidence record deepseek:c1
    5. AI research evidence record perplexity:c2
    6. AI research evidence record openai:c8
    7. AI research evidence record anthropic:c3
    8. AI research evidence record anthropic:c4
    9. AI research evidence record anthropic:c5
    10. AI research evidence record deepseek:c1
    11. AI research evidence record openai:c8
    12. AI research evidence record openai:c1
    13. AI research evidence record anthropic:c1
    14. AI research evidence record grok:web:0
    15. AI research evidence record openai:c2
    16. AI research evidence record perplexity:c7
    17. AI research evidence record openai:c5
    18. AI research evidence record perplexity:c1
    19. AI research evidence record deepseek:c1
    20. AI research evidence record openai:c5
    21. AI research evidence record anthropic:c5
    22. AI research evidence record perplexity:c1
    23. AI research evidence record grok:web:0
    24. AI research evidence record openai:c7
    25. AI research evidence record anthropic:c2
    26. AI research evidence record openai:c5
    27. AI research evidence record anthropic:c3
    28. AI research evidence record anthropic:c4
    29. AI research evidence record perplexity:c3
    30. AI research evidence record perplexity:c5
    31. AI research evidence record perplexity:c6
    32. AI research evidence record anthropic:c6
    33. AI research evidence record grok:web:1
    34. AI research evidence record anthropic:c2
    35. AI research evidence record openai:c2
    36. AI research evidence record anthropic:c1
    37. AI research evidence record anthropic:c3
    38. AI research evidence record perplexity:c9
    39. AI research evidence record perplexity:c1
    40. AI research evidence record deepseek:c1
    41. AI research evidence record anthropic:c4
    42. AI research evidence record openai:c1
    43. AI research evidence record openai:c2
    44. AI research evidence record perplexity:c2
    45. AI research evidence record anthropic:c1
    46. AI research evidence record openai:c5
    47. AI research evidence record deepseek:c1
    48. AI research evidence record openai:c1
    49. AI research evidence record deepseek:c1
    50. AI research evidence record perplexity:c8
    51. AI research evidence record anthropic:c1
    52. AI research evidence record perplexity:c6
    53. AI research evidence record perplexity:c5
    54. AI research evidence record openai:c1
    55. AI research evidence record openai:c1
    56. AI research evidence record anthropic:c1
    57. AI research evidence record deepseek:c1
    58. AI research evidence record perplexity:c1
    59. AI research evidence record openai:c1
    60. AI research evidence record openai:c2
    61. AI research evidence record openai:c5
    62. AI research evidence record anthropic:c3
    63. AI research evidence record deepseek:c1
    64. AI research evidence record perplexity:c8

Verify This Research

Review the study details behind this page or download the public machine-readable verification record.

Study date
September 27, 2026
Platforms analyzed
7
Source records
39
Ranking mentions
6 of 7
Platform share
86%
Final consensus rank
#3

Research trail and source mix

Configured platforms

openai, anthropic, deepseek, grok, perplexity, kimi, google

Source mix

14 independent · 21 company-owned · 4 unclear

Evidence support

29 direct · 10 partial

Important limitation

Use the run research_date as the study date. Platform-reported dates are provenance metadata and do not independently prove freshness.

Source snapshot SHA-256 cde87984cfdaa3ce0d657b7e5106cf586685bc2a0184f449f2384c143b81ef1f