Answer Capsule
Ella's Bubbles (JDI) – DTC model is a good fit for Budget-Friendly Walk-In Tubs, with two of seven ranking platforms naming it during the discovery stage (anthropic and deepseek). The strongest reason to consider it is the factory-direct pricing model, which independent 2026 research places at approximately $2,957–$9,495 before installation, with entry-level soaker models starting around $2,521–$3,000—positioning it as the second-lowest starting cost among tested brands. The main limitation is that installation is not bundled; buyers must arrange and pay for independent contractors separately, adding roughly $1,000–$5,000 to the total project cost, and the warranty excludes labor coverage. This model suits cost-conscious homeowners comfortable managing their own installation procurement.
Research Snapshot
| Metric | Value |
|---|---|
| Platform mentions in ranking stage | 2 of 7 platforms (anthropic, deepseek) |
| Share of included platform responses | 28.6% |
| Average listed rank | 5.0 |
| Best listed rank | 4 (anthropic) |
| Relevant product/model/plan | Ella's Bubbles 26-inch Walk-In Tub; Standard Soaker; Entry-Level Hydrotherapy Models |
| Overall use-case fit | Good (5 of 7 platforms rated good or strong; 1 uncertain; 1 not named in ranking) |
| Research date | 2026-08-13 |
Why Ella's Bubbles (JDI) – DTC model Qualified for This Study
Ella's Bubbles qualified for this budget-friendly walk-in tub study because its direct-to-consumer (DTC) model eliminates dealer markups and offers some of the lowest tub-only pricing in the market. Independent 2026 research reports pricing of approximately $2,957–$9,495 before installation [1], with entry-level soaker models starting around $2,521–$3,000 [2]. The company advertises financing through Mobility Trust, Synchrony, Klarna, and PayPal Pay in 4 [4], and its standard models include essential safety features such as low-threshold entry, grab bars, and anti-slip flooring [5]. The company has operated since 2005 and builds tubs in Chicago with U.S.-sourced parts, which dealers report helps provide longer-lasting products and lower warranty costs [7].
The Product, Model, Plan, or Service Most Relevant to Budget-Friendly Walk-In Tubs
The most relevant configurations for budget buyers are the Ella's Bubbles 26-inch Walk-In Tub (also referenced as the Mobile 26 or Transfer 26) and the Standard Soaker models. The Mobile model measures 26 inches wide by 45 inches long, making it suitable for small bathrooms and narrow doorways [9]. The Transfer 26 wheelchair-accessible compact tub starts around $4,210 [11]. Basic soaker models start around $2,521–$4,002 depending on configuration and retail channel [12]. The 26-inch model was not independently verified on the current official site during the ranking stage (openai entity notes), so buyers should confirm exact model availability directly.
What the AI Platforms Agreed About
Strong agreement: Installation is not bundled. All platforms that provided fit assessments agreed that Ella's Bubbles does not offer installation services. Buyers must arrange independent contractors, with installation costs estimated at $1,000–$5,000 or more depending on complexity [14]. The company states that installation contractors operate independently and provide their own labor warranties [14].
Strong agreement: Base tub pricing is competitive. Five platforms (openai, anthropic, deepseek, grok, kimi) cited entry-level pricing in the $2,500–$4,000 range for basic soaker models. NCOA's 2026 review positions Ella's Bubbles as the second-lowest starting cost among tested walk-in tub brands, after Safe Step [23]. Grok reported sales prices from $2,768 for basic models [24].
Strong agreement: Warranty excludes labor and is non-transferable. The limited lifetime warranty covers the tub shell, frame, door, door seal, and finish for the original purchaser at the original installation address, but excludes labor, shipping, and installation-related issues [25]. The thermostatic control valve carries only a one-year limited warranty [25]. The warranty does not transfer on home sale [27].
Majority agreement: Essential safety features are standard. Low-threshold entry (approximately 3 inches), grab bars, anti-slip flooring, and ADA-compliant features are included on relevant models without requiring premium upgrades [29].
Majority agreement: Financing is available. Four platforms (openai, anthropic, deepseek, grok) confirmed financing options, with specific channels including Mobility Trust, Synchrony, Klarna, and PayPal Pay in 4 [34].
Where the AI Platforms Disagreed or Were Uncertain
Financing availability conflict. Retirement Living (April 2026) states four financing options are available [35], while WalkInTubsGuide (November 2025) claims Ella's Bubbles does not offer financing programs or promotions [36]. The company's own financing page lists Mobility Trust, Synchrony, Klarna, and PayPal Pay in 4 [37], which supports the availability claim, but specific APR and terms are not publicly disclosed.
Starting price discrepancies. Sources report different entry prices: $2,521 [38], $2,957 [39], approximately $3,000 (most common for basic models), $3,870 [40], and $3,950 [40]. These discrepancies likely reflect varying model configurations, retail channel pricing, and promotions.
Warranty scope variations. Multiple sources cite a "limited lifetime warranty," but specifics vary. One retailer spec lists 25-year coverage on the tub body, 5-year on parts, and limited lifetime on the door seal [41], while other sources describe lifetime coverage on all major components [42]. The company's warranty page states the shell, frame, and door seal carry a limited lifetime warranty, with supporting parts limited to 5 years [43].
Installation service description. Sources state Ella's does not offer installation, but one customer review references an "Ella's Bubbles installation team" and installer network on ConsumerAffairs [44]. The company FAQ clarifies that independent contractors handle installation and are not covered by Ella's warranty [45], but whether the company coordinates installer recommendations versus direct employment remains unclear.
Fit rating disagreement. Grok and Kimi rated the fit as "strong," while OpenAI, Anthropic, DeepSeek, and Google rated it "good." Perplexity rated it "uncertain" due to failed official-site retrieval and lack of verified pricing data in its evidence set [46].
Use-Case-Specific Features and Capabilities
Base tub pricing advantage. Entry-level soaker models start around $2,521–$3,000, with standard single-person models ranging $3,889–$6,632 [47]. The Mobile 26 model starts at approximately $3,870 for a basic soaker, with entry-level hydrotherapy options from $3,950 [49]. Clearance and returned inventory can reduce costs further, with some tubs listed from $950–$7,600 [50].
Installation cost structure. Installation is separate and buyer-arranged. Industry estimates for walk-in tub installation range from $1,000 to $5,000 [52], with some sources citing $1,500–$5,000+ [50] or $3,000–$5,000 for manufacturer-coordinated installation [53]. Total installed cost for basic models typically ranges $3,500–$10,000 [50].
Standard safety inclusions. Relevant models include a low 3-inch threshold, built-in safety grab bars, anti-slip textured flooring, a watertight door seal, and a handheld shower or faucet package [54]. Dual drain technology is standard, addressing common walk-in tub drainage issues [57]. Some Standard configurations use a 2-inch drain with an emergency pull chain and advertise approximately 80-second drainage under ideal conditions [55].
Durability and construction. Tubs are constructed from marine-grade acrylic over stainless steel frames [58]. The company builds tubs in Chicago with U.S.-sourced parts [60]. Independent long-term durability testing data was not found in the reviewed sources [61].
Model variety. The company offers over 20 models including single-seat standard, wheelchair-accessible, two-seat, lay-down, and bariatric options [62]. Multiple door styles (inward/outward swing) and sizes accommodate different bathroom layouts [62]. The 26-inch Mobile model preserves seated comfort in compact spaces [63].
Purchasing channels. Tubs are available directly from the company and through retailers like Home Depot and Lowe's [64]. Tubs ship fully assembled to all 50 states; buyers must ensure the tub fits through existing doorways [65].
Pricing, Fees, Contracts, and Ongoing Costs
Known costs (platform-reported, moderate confidence):
| Item | Price Range | Source |
|---|---|---|
| Basic soaker tub (tub only) | $2,521–$4,002 | [66], [67] |
| Standard single-person models | $3,889–$6,632 | [68] |
| Mobile 26 (soaker) | ~$3,870 | [69] |
| Mobile 26 (entry hydrotherapy) | ~$3,950+ | [69] |
| Transfer 26 (wheelchair-accessible) | ~$4,210 | [70] |
| Wheelchair-accessible models | $4,673–$8,357 | [68] |
| Two-person models | $7,057–$13,286 | [68] |
| Heated seat and back option | ~$490–$598 | [71], [72] |
| Hydrotherapy jet packages | Several hundred to several thousand dollars | [71] |
| Installation (buyer-arranged) | $1,000–$5,000+ | [73], [74] |
| Clearance/returned tubs | $950–$7,600 | [74] |
Additional fees to verify: Installation labor is separate and contractor-specific [75]. Base soaker models are often sold without a faucet and handheld shower set included in the cost [76]. Additional panels, hydrotherapy, air massage, microbubble, heated, aromatherapy, shower-door, and other upgrades may increase the price [77]. A company FAQ identifies a $200 aromatherapy charge, subject to change [75]. Warranty replacement shipping and labor are excluded [78].
Contract and cancellation terms: A 30-day return policy exists, but items must be in the same condition as received, unused, with tags, in original packaging [79]. No trial bathing period is offered [79]. Clearance products may be final sale and sold as-is [75]. Financing terms are lender-specific and require confirmation before acceptance [81].
Pricing confidence: Moderate. The exact delivered price for the referenced 26-inch or basic model was unclear, and total installed cost cannot be determined without a home-specific quote (openai pricing notes). Perplexity reported low pricing confidence due to failed official-site retrieval [82].
Best Suited For
- Cost-conscious homeowners willing to purchase the tub directly and arrange local installation (openai fit assessment, anthropic fit assessment)
- Buyers seeking a basic soaker or entry-level model with low-threshold access, grab bars, an anti-slip floor, and a handheld shower (openai fit assessment)
- DIY-capable buyers or buyers with a reliable, competitively priced local plumber (openai fit assessment, deepseek fit assessment)
- Homes with narrow doorways or small bathrooms needing a compact 26-inch-wide tub (deepseek fit assessment, kimi fit assessment)
- Buyers wanting robust customization without premium brand markups (anthropic fit assessment)
- Buyers seeking durability and warranty protection as a priority over turnkey convenience (anthropic fit assessment)
Probably Not Best Suited For
- Buyers requiring a single bundled, installed price with one responsible contractor (openai fit assessment, anthropic fit assessment)
- Homeowners who need highly predictable total project cost (openai fit assessment)
- Buyers who want the lowest possible ongoing repair exposure and do not need hydrotherapy or other upgrades (openai fit assessment)
- Those seeking the absolute lowest entry-level pricing under $3,000 (anthropic fit assessment)
- Homeowners uncomfortable managing third-party contractor relationships (anthropic fit assessment)
- Buyers in markets with limited contractor availability (anthropic fit assessment)
- Those seeking transferable warranties for future home sales (anthropic fit assessment)
- Homes requiring wide wheelchair-accessible tubs (deepseek fit assessment)
- Buyers who prefer a single warranty covering both tub and installation (deepseek fit assessment)
When Another Option May Be Better
- Choose an installed-price competitor when the buyer needs one accountable party and predictable total cost (openai better-alternative notes). American Standard and Safe Step include installation and lifetime warranty on install (deepseek better-alternative notes).
- Consider a local tub retailer or plumber when installation complexity, permitting, electrical work, or drain modification is substantial (openai better-alternative notes).
- Consider a basic walk-in shower conversion instead when the buyer prioritizes the lowest total cost and does not specifically need seated soaking (openai better-alternative notes).
- Compare other brands when financing terms, labor coverage, or a transferable warranty are more important than low tub-only pricing (openai better-alternative notes).
- Consider Safe Step or basic soaker models from other manufacturers when seeking absolute lowest entry pricing with less feature depth (anthropic better-alternative notes).
- Consider Kohler when seeking premium luxury finishes and willing to pay markups (anthropic better-alternative notes).
- Consider full-service brands when the buyer needs extensive in-home consultation and custom fitting (kimi better-alternative notes).
- Consider competitors with lifetime warranties covering both tub and installation (kimi better-alternative notes).
Questions to Verify Before Buying
- What is the exact model number, tub width, bathing-area width, door type, and included feature package? (openai questions)
- What is the complete delivered price, including freight, faucet, panels, taxes, and any handling charges? (openai questions)
- Is installation available in the buyer's ZIP code, who performs it, and what is the written labor price? (openai questions)
- Does the installation quote include demolition, disposal, plumbing relocation, electrical/GFCI work, drain enlargement, framing, permits, waterproofing, and finish restoration? (openai questions)
- What written labor warranty does the independent installer provide, and who handles post-installation service? (openai questions)
- Which features are standard on the basic soaker model, and which are paid upgrades? (openai questions)
- What are the actual fill and drain times under the home's water pressure and drain configuration? (openai questions)
- Does the warranty cover the door seal, thermostatic control valve, pumps, controls, faucet, shell, and frame for the selected configuration? (openai questions)
- Who pays shipping and labor for warranty repairs, and what exclusions apply to water damage or improper installation? (openai questions)
- What are the financing APR, term, deferred-interest conditions, minimum payments, late fees, and cancellation rights? (openai questions)
- Is the specific tub new, clearance, refurbished, or sold as-is, and what return policy applies? (openai questions)
- Will the fully assembled tub fit through all doorways, hallways, and staircases to the bathroom? (kimi questions, anthropic questions)
- Does the company provide a list of recommended, vetted installers in your area, and does it maintain quality standards for those partners? (anthropic questions)
- What is the water heater capacity requirement for the model you choose? (anthropic questions)
- Can you obtain a written fit assessment based on height, weight, hip width, transfer method, and bathroom dimensions? (openai questions)
Final AI Consensus Verdict
Ella's Bubbles (JDI) – DTC model is a good fit for budget-friendly walk-in tubs, with five of seven platforms rating it good or strong and one rating it uncertain. The factory-direct model delivers competitive tub-only pricing—independently reported as the second-lowest starting cost among tested brands [83]—with essential safety features included as standard. However, the model requires buyers to arrange and pay for installation separately, adding $1,000–$5,000+ to total cost, and the warranty excludes labor coverage. The purchase should proceed only after confirming the exact model, total installed cost, financing terms, installer warranty, and warranty exclusions (openai final verdict). For organized, price-sensitive homeowners in markets with active contractor networks, this is a strong value option; for buyers seeking turnkey convenience, bundled competitors merit comparison on total installed cost (anthropic final verdict, kimi final verdict).
How This Review Was Produced
This review was produced on 2026-08-13 by aggregating fit-research responses from seven AI platforms (OpenAI, Anthropic, DeepSeek, Grok, Perplexity, Kimi, and Google) that evaluated Ella's Bubbles (JDI) – DTC model for the budget-friendly walk-in tub use case. Each platform independently assessed the entity against category criteria including base tub pricing, estimated installation costs, financing availability, standard safety inclusions, overall durability, and warranty terms. Platform responses were normalized, citation sources were cataloged and deduplicated, and consensus was calculated based on the supplied evidence. The entity was named in the ranking stage by 2 of 7 platforms (anthropic and deepseek), with an average listed rank of 5.0 and a best rank of 4.
Methodology Limitations
- Platform mentions vs. evaluations: All seven platforms evaluated fit, but only two (anthropic and deepseek) named Ella's Bubbles during the ranking discovery stage. The remaining platforms assessed fit based on supplied context.
- Official-site retrieval failure: Perplexity reported that the official Ella's Bubbles website was not successfully verified in its search results, and its fit rating of "uncertain" reflects that limitation [84].
- Unverified 26-inch model: The specifically referenced 26-inch walk-in tub was not independently verified on the current official site during the ranking stage (openai entity notes).
- Pricing conflicts unresolved: Starting price discrepancies across sources ($2,521 vs. $2,957 vs. $3,870 vs. $3,950) were not resolved; they likely reflect varying model configurations and retail channel pricing (anthropic factual conflicts).
- Financing conflict unresolved: One source claims no financing programs exist [85], conflicting with company claims and other reviews [86].
- Warranty scope variations: Sources differ on whether the lifetime warranty covers all components or only the shell, frame, and door seal with 5-year coverage on supporting parts [88].
- No independent durability testing: Customer-review ratings and testimonials are not independently verified measures of durability or safety performance [91].
- Supplied URLs not independently validated: The URLs in the Sources section were collected from platform responses and were not independently validated by the writer stage.
- AI agreement does not prove product quality: Consensus among AI platforms reflects agreement on the supplied evidence, not independent verification of product performance.
Explore more walk in tubs guidance in the category directory.
Sources
Company-Owned Sources
- Search results provided in prompt context: https://ellasbubbles.com/
- Front Entry Bathtub SN/2652105: https://ellasbubbles.com/clearance/clearance-front-entry-outward-swing-door-walk-in-tub-sn-2652105/
- Standard Bathtub SN/S00257: https://ellasbubbles.com/clearance/ella-standard-acrylic-walk-in-tub-sn-s00257/
- Ella Brand Walk-In Tubs - All 25+ Models: https://ellasbubbles.com/ella-brand-walk-in-tubs/
- Ella Walk In Bathtub Limited Lifetime Warranty: https://ellasbubbles.com/pdf/ellasbubbles_warranty.pdf
- Lifetime Limited Warranty - Ella's Bubbles: https://ellasbubbles.com/walk-in-tub-warranty/
- Walk-In Tub Clearance Sale 2026: Trusted Savings Event: https://ellasbubbles.com/walk-in-tub/clearance-sale-discount/
- Walk-In Tub FAQ: https://ellasbubbles.com/walk-in-tub/faq/
- Walk-In Tub Financing + Payment Plans: https://ellasbubbles.com/walk-in-tub/financing-payment-plan/
- How Much Does It Cost To Install A Walk-in Tub?: https://ellasbubbles.com/walk-in-tub/install-cost/
- Standard60 Walk In Bathtub: https://ellasbubbles.com/walk-in-tubs/standard-30x60/
- Mobile Walk In Tub for Small Bathrooms | Ella's Bubbles: https://ellasbubbles.com/walk-in-tubs/u-shape-door/mobile/
- The Ella Brand Walk-In Tubs Catalog 2026: https://ellasbubbles.com/wp-content/uploads/walk-in-tub/brochure/ellas-bubbles-product-catalog-2026.pdf
Additional AI research evidence92 records
- AI research evidence record openai:c1
- AI research evidence record anthropic:c1
- AI research evidence record anthropic:c2
- AI research evidence record openai:c4
- AI research evidence record openai:c5
- AI research evidence record openai:c6
- AI research evidence record kimi:c1
- AI research evidence record anthropic:c11
- AI research evidence record deepseek:c4
- AI research evidence record kimi:c4
- AI research evidence record google:c3
- AI research evidence record google:c1
- AI research evidence record anthropic:c1
- AI research evidence record openai:c2
- AI research evidence record openai:c3
- AI research evidence record anthropic:c4
- AI research evidence record anthropic:c5
- AI research evidence record deepseek:c1
- AI research evidence record deepseek:c2
- AI research evidence record kimi:c1
- AI research evidence record kimi:c2
- AI research evidence record google:c3
- AI research evidence record anthropic:c2
- AI research evidence record grok:c1
- AI research evidence record openai:c10
- AI research evidence record anthropic:c12
- AI research evidence record anthropic:c14
- AI research evidence record google:c5
- AI research evidence record openai:c5
- AI research evidence record openai:c6
- AI research evidence record deepseek:c4
- AI research evidence record kimi:c4
- AI research evidence record anthropic:c8
- AI research evidence record openai:c4
- AI research evidence record anthropic:c6
- AI research evidence record anthropic:c7
- AI research evidence record openai:c4
- AI research evidence record anthropic:c1
- AI research evidence record openai:c1
- AI research evidence record deepseek:c2
- AI research evidence record anthropic:c13
- AI research evidence record anthropic:c12
- AI research evidence record google:c5
- AI research evidence record anthropic:c20
- AI research evidence record openai:c2
- AI research evidence record perplexity:c1
- AI research evidence record anthropic:c1
- AI research evidence record anthropic:c3
- AI research evidence record deepseek:c2
- AI research evidence record kimi:c2
- AI research evidence record grok:c1
- AI research evidence record deepseek:c3
- AI research evidence record anthropic:c4
- AI research evidence record openai:c5
- AI research evidence record openai:c6
- AI research evidence record deepseek:c4
- AI research evidence record anthropic:c8
- AI research evidence record google:c5
- AI research evidence record anthropic:c10
- AI research evidence record anthropic:c11
- AI research evidence record kimi:c1
- AI research evidence record anthropic:c15
- AI research evidence record kimi:c4
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- AI research evidence record anthropic:c17
- AI research evidence record anthropic:c1
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- AI research evidence record deepseek:c2
- AI research evidence record google:c3
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- AI research evidence record deepseek:c4
- AI research evidence record deepseek:c3
- AI research evidence record kimi:c2
- AI research evidence record openai:c2
- AI research evidence record google:c4
- AI research evidence record openai:c8
- AI research evidence record openai:c10
- AI research evidence record anthropic:c5
- AI research evidence record kimi:c1
- AI research evidence record openai:c4
- AI research evidence record perplexity:c1
- AI research evidence record anthropic:c2
- AI research evidence record perplexity:c1
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- AI research evidence record anthropic:c6
- AI research evidence record openai:c4
- AI research evidence record anthropic:c12
- AI research evidence record anthropic:c13
- AI research evidence record google:c5
- AI research evidence record openai:c9
- AI research evidence record openai:c11
Independent Sources
- Ella's Bubbles Walk-In Tubs: All 20 Models Compared - AgingInPlace.org: https://aginginplace.org/walk-in-tubs/ella-review/
- Ella's Bubbles 265301 Narrow 26-in Wide Soaking Walk In Bath: https://bathtubsplus.com/products/ellas-bubbles-265301-narrow-26-in-wide-soaking-walk-in-bath
- Ella's Bubbles Walk In Tub Cost: https://walkintubsguide.net/ellas-bubbles/
- Ella's Bubbles Walk-In Tubs: All 20 Models Compared: https://www.aginginplace.org/ellas-bubbles-walk-in-tubs-review/
- Ella's Bubbles Walk In Tubs BBB Reviews: https://www.bbb.org/us/il/chicago/profile/baths/ellas-bubbles-walk-in-tubs-0654-88266042/customer-reviews
- Ella's Bubbles Reviews: https://www.consumeraffairs.com/homeowners/ella-walk-in-baths.html
- Ella's Bubbles vs. Independent Home: Which Is Best?: https://www.consumeraffairs.com/homeowners/ellas-bubbles-vs-independent-home.html
- The Best Walk-In Bathtubs (2026 Guide: https://www.consumeraffairs.com/homeowners/walk-in-bathtubs/
- Ella's Bubbles Walk-in Tubs Review 2026: https://www.ncoa.org/adviser/walk-in-tubs/ellas-bubbles-review/
- The Best Walk-In Tub Shower Combinations of 2026: https://www.ncoa.org/product-resources/mobility/best-walk-in-tub-shower-combinations/
- Compare the Best Walk-In Tubs 2026: https://www.ncoa.org/product-resources/mobility/best-walk-in-tubs/
- Ella’s Bubbles Walk-in Tub Review 2026: https://www.ncoa.org/product-resources/mobility/ellas-bubbles-walk-in-tub-review/
- The Top 8 Most Affordable Walk-In Tub Brands of 2023: https://www.payingforseniorcare.com/walk-in-tubs/most-affordable-brands
- Walk-In Bathtub Buyer's Guide: Costs, Installation, & More | Re-Bath®: https://www.rebath.com/blog/walk-in-bathtub-buyers-guide/
- Ella's Bubbles Walk-in Tub Review (2026: https://www.retirementliving.com/reviews/ellas-bubbles
- Best Walk-In Tubs of 2026: https://www.seniorliving.org/walk-in-tubs/best/
- Best Walk-In Tubs of 2026: Cost, Types, and Features: https://www.thisoldhouse.com/bathrooms/best-walk-in-tubs
- Ella's Bubbles: Walk-in tubs for safe, luxurious baths: https://www.top10.com/walk-in-tubs/reviews/ellas-bubbles
- Ella's Bubbles Walk-in Tub Review: https://www.walkintub.org/ellas-bubbles-walk-in-tub-review/
Additional AI research evidence92 records
- AI research evidence record openai:c1
- AI research evidence record anthropic:c1
- AI research evidence record anthropic:c2
- AI research evidence record openai:c4
- AI research evidence record openai:c5
- AI research evidence record openai:c6
- AI research evidence record kimi:c1
- AI research evidence record anthropic:c11
- AI research evidence record deepseek:c4
- AI research evidence record kimi:c4
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- AI research evidence record openai:c2
- AI research evidence record perplexity:c1
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- AI research evidence record deepseek:c2
- AI research evidence record kimi:c2
- AI research evidence record grok:c1
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- AI research evidence record google:c5
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- AI research evidence record deepseek:c4
- AI research evidence record deepseek:c3
- AI research evidence record kimi:c2
- AI research evidence record openai:c2
- AI research evidence record google:c4
- AI research evidence record openai:c8
- AI research evidence record openai:c10
- AI research evidence record anthropic:c5
- AI research evidence record kimi:c1
- AI research evidence record openai:c4
- AI research evidence record perplexity:c1
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- AI research evidence record openai:c4
- AI research evidence record anthropic:c12
- AI research evidence record anthropic:c13
- AI research evidence record google:c5
- AI research evidence record openai:c9
- AI research evidence record openai:c11
Verify this research
Review the study details behind this page or download the public machine-readable verification record.
- Study date
- Aug 13, 2026
- Platforms analyzed
- 7
- Source records
- 32
- Ranking mentions
- 2 of 7
- Platform share
- 29%
- Final consensus rank
- #5
Research trail and source mix
Platforms
openai, anthropic, deepseek, grok, perplexity, kimi, google
Source mix
19 independent · 13 company-owned
Evidence support
27 direct · 5 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 f94a79f4df49c4c91134b90695a1b5e63638eb31bed32140d6aab3056428cf36
