AI Brand Chart Directory

All 91 categories across 12 verticals, measured in dated editions on real buying scenarios with named API models.

Boards marked beta: their intervals are not small-sample calibrated.

Fast panel: the fast or small current models of each vendor, not the full flagship panel.

Included models and consensus weights vary by board under the pre-registered inclusion rule; each card below lists its own panel and weights.

Tiers, not strict ranks

How to read this

A position is only the order of the estimates, and arrows show how that order moved since the last edition: brands in one tier cannot be told apart from its leader at 95% confidence, and each rank is an interval. Rails show the conditional pick share (among answers that picked a brand) in shortlists of 4 (chance is 25%).

Display order since the last edition, not strict ranks. Moves without a badge are within the margin.

Electronics

17 categories

Smartphones
2026-w42
SamsungTier 1 · rank 1–7
51% (40%–63%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Laptops
2026-w43
LenovoTier 1 · rank 1–3
55% (45%–66%)
Edition 2026-w43, as of October 25, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Over-ear headphones
2026-w42
SonyTier 1 · rank 1–2
70% (58%–81%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Bluetooth speakers
2026-w42
JBLTier 1 · rank 1–4
59% (48%–70%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Soundbars
2026-w42
SonosTier 1 · rank 1–2
62% (54%–69%)
Edition 2026-w42, as of October 17, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Action cameras
2026-w42
GoProTier 1 · rank 1–2
85% (75%–92%)
Edition 2026-w42, as of October 17, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Mirrorless cameras
2026-w42
SonyTier 1 · rank 1–5
59% (47%–70%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Computer monitors
2026-w42
DellTier 1 · rank 1–4
60% (48%–72%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Gaming headsets
2026-w42
SteelSeriesTier 1 · rank 1
76% (69%–83%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Wireless earbuds
2026-w43
SonyTier 1 · rank 1–9
45% (33%–57%)
Edition 2026-w43, as of October 25, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Wi-Fi routers
2026-w42
ASUSTier 1 · rank 1–4
63% (49%–75%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Gaming mice
2026-w42
Logitech GTier 1 · rank 1–2
71% (61%–80%)
Edition 2026-w42, as of October 17, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Home printers
2026-w42
BrotherTier 1 · rank 1–2
82% (71%–92%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Smart speakers
2026-w42
SonosTier 1 · rank 1
74% (66%–81%)
Edition 2026-w42, as of October 17, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Tablets
2026-w42
AppleTier 1 · rank 1–2
87% (77%–94%)
Edition 2026-w42, as of October 17, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Smart TVs
2026-w42
SamsungTier 1 · rank 1–6
49% (34%–63%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 4 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (25%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (25%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (25%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (25%)
Smartwatches
2026-w43
GarminTier 1 · rank 1
67% (55%–77%)
Edition 2026-w43, as of October 25, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)

Vehicles & Auto

5 categories

Compact SUVs
2026-w42
ToyotaTier 1 · rank 1–2
81% (72%–89%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Models chose on EPA specification facts only; purchase price, reliability and availability were not assessed.
The panel: 4 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (25%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (25%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (25%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (25%)
Electric cars
2026-w42
SubaruTier 1 · rank 1–8
44% (34%–54%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Models chose on EPA specification facts only; purchase price, reliability and availability were not assessed.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Tires
2026-w42
MichelinTier 1 · rank 1–2
77% (65%–87%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 4 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (25%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (25%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (25%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (25%)
Midsize sedans
2026-w42
HyundaiTier 1 · rank 1–2
60% (49%–71%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Models chose on EPA specification facts only; purchase price, reliability and availability were not assessed.
The panel: 4 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (25%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (25%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (25%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (25%)
Pickup trucks
2026-w42
ToyotaTier 1 · rank 1–3
58% (44%–71%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Models chose on EPA specification facts only; purchase price, reliability and availability were not assessed.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)

Software & SaaS

13 categories

CRM platforms
2026-w43
HubSpotTier 1 · rank 1–5
51% (38%–64%)
Edition 2026-w43, as of October 25, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Small-business accounting software
2026-w43
QuickBooksTier 1 · rank 1
84% (77%–90%)
Edition 2026-w43, as of October 25, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Antivirus software
2026-w43
BitdefenderTier 1 · rank 1
78% (68%–87%)
Edition 2026-w43, as of October 25, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Cloud storage services
2026-w43
DropboxTier 1 · rank 1–4
57% (46%–69%)
Edition 2026-w43, as of October 25, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Design tools
2026-w43
CanvaTier 1 · rank 1–4
61% (48%–74%)
Edition 2026-w43, as of October 25, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
E-commerce platforms
2026-w43
ShopifyTier 1 · rank 1
82% (71%–90%)
Edition 2026-w43, as of October 25, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Email marketing platforms
2026-w43
ActiveCampaignTier 1 · rank 1–7
45% (32%–57%)
Edition 2026-w43, as of October 25, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Help desk software
2026-w43
ZendeskTier 1 · rank 1
76% (67%–83%)
Edition 2026-w43, as of October 25, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Password managers
2026-w43
BitwardenTier 1 · rank 1–4
59% (46%–73%)
Edition 2026-w43, as of October 25, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Payroll software
2026-w43
ADPTier 1 · rank 1–4
62% (> 50%–72%)
Edition 2026-w43, as of October 25, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Project management tools
2026-w43
monday.comTier 1 · rank 1–7
42% (31%–52%)
Edition 2026-w43, as of October 25, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Video conferencing platforms
2026-w43
ZoomTier 1 · rank 1
84% (74%–91%)
Edition 2026-w43, as of October 25, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Website builders
2026-w43
SquarespaceTier 1 · rank 1–2
64% (53%–75%)
Edition 2026-w43, as of October 25, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)

Travel

6 categories

Domestic airlines
2026-w42
Southwest AirlinesTier 1 · rank 1–5
51% (37%–65%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 4 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (25%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (25%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (25%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (25%)
Hotel chains
2026-w42
MarriottTier 1 · rank 1–7
36% (24%–< 50%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 4 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (25%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (25%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (25%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (25%)
Car rental companies
2026-w42
Enterprise Rent-A-CarTier 1 · rank 1–3
77% (65%–87%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Cruise lines
2026-w42
Azamara CruisesTier 1 · rank 1–6
53% (40%–65%)
Edition 2026-w42, as of October 17, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Luggage
2026-w42
Briggs & RileyTier 1 · rank 1–2
62% (49%–74%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Online travel booking sites
2026-w42
ExpediaTier 1 · rank 1–4
56% (43%–68%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)

Home & Kitchen

25 categories

Robot vacuums
2026-w43
RoborockTier 1 · rank 1
79% (66%–90%)
Edition 2026-w43, as of October 25, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Air purifiers
2026-w42
IQAirTier 1 · rank 1–7
44% (31%–59%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Dehumidifiers
2026-w42
MideaTier 1 · rank 1–2
54% (46%–61%)
Edition 2026-w42, as of October 17, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Dishwashers
2026-w42
BoschTier 1 · rank 1–3
78% (67%–86%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Clothes dryers
2026-w42
MieleTier 1 · rank 1–7
54% (44%–65%)
Edition 2026-w42, as of October 17, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Microwave ovens
2026-w42
PanasonicTier 1 · rank 1
79% (70%–86%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Refrigerators
2026-w42
Sub-ZeroTier 1 · rank 1–5
58% (46%–69%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Cordless stick vacuums
2026-w42
DysonTier 1 · rank 1–2
61% (52%–70%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Washing machines
2026-w42
MieleTier 1 · rank 1–6
56% (43%–68%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Bed sheets
2026-w42
Boll & BranchTier 1 · rank 1–2
54% (46%–63%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Office chairs
2026-w42
Herman MillerTier 1 · rank 1–2
70% (60%–79%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Sofas
2026-w42
Room & BoardTier 1 · rank 1–3
52% (40%–62%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 4 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (25%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (25%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (25%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (25%)
Air fryers
2026-w42
NinjaTier 1 · rank 1–3
68% (58%–77%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Blenders
2026-w42
VitamixTier 1 · rank 1
70% (58%–81%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Coffee makers
2026-w42
Technivorm MoccamasterTier 1 · rank 1–10
44% (29%–60%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Cookware
2026-w42
All-CladTier 1 · rank 1–6
54% (40%–67%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 4 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (25%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (25%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (25%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (25%)
Espresso machines
2026-w42
BrevilleTier 1 · rank 1
72% (62%–82%)
Edition 2026-w42, as of October 17, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Kitchen knives
2026-w42
WusthofTier 1 · rank 1–4
55% (44%–67%)
Edition 2026-w42, as of October 17, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Stand mixers
2026-w42
KitchenAidTier 1 · rank 1–2
70% (59%–79%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Smart light bulbs
2026-w42
Philips HueTier 1 · rank 1
94% (86%–98%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Outdoor grills
2026-w42
WeberTier 1 · rank 1–3
66% (53%–77%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Lawn mowers
2026-w42
EGOTier 1 · rank 1–2
80% (69%–88%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Home security cameras
2026-w42
ArloTier 1 · rank 1–6
50% (36%–63%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 4 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (25%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (25%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (25%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (25%)
Smart locks
2026-w42
SchlageTier 1 · rank 1–2
73% (65%–80%)
Edition 2026-w42, as of October 17, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Smart thermostats
2026-w42
ecobeeTier 1 · rank 1
93% (85%–97%)
Edition 2026-w42, as of October 17, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)

Apparel

7 categories

Running shoes
2026-w42
BrooksTier 1 · rank 1–6
55% (42%–68%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 4 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (25%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (25%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (25%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (25%)
Watches
2026-w42
RolexTier 1 · rank 1–4
53% (44%–61%)
Edition 2026-w42, as of October 17, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Activewear
2026-w42
LululemonTier 1 · rank 1–5
58% (45%–70%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 4 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (25%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (25%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (25%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (25%)
Backpacks
2026-w42
OspreyTier 1 · rank 1–5
57% (45%–69%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Jeans
2026-w42
Levi'sTier 1 · rank 1–5
46% (36%–57%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 4 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (25%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (25%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (25%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (25%)
Outdoor jackets
2026-w42
PatagoniaTier 1 · rank 1–2
62% (51%–73%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 4 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (25%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (25%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (25%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (25%)
Hiking shoes and boots
2026-w42
SalomonTier 1 · rank 1–10
36% (26%–47%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)

Services

4 categories

Video streaming services
2026-w43
NetflixTier 1 · rank 1
74% (62%–84%)
Edition 2026-w43, as of October 25, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Music streaming
2026-w42
SpotifyTier 1 · rank 1–2
74% (61%–85%)
Edition 2026-w42, as of October 17, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Mobile carriers
2026-w42
VerizonTier 1 · rank 1–9
42% (28%–57%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 4 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (25%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (25%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (25%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (25%)
Web hosting services
2026-w43
KinstaTier 1 · rank 1–7
48% (35%–62%)
Edition 2026-w43, as of October 25, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)

Food & Delivery

6 categories

Grocery delivery services
2026-w42
InstacartTier 1 · rank 1–4
62% (> 50%–74%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 4 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (25%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (25%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (25%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (25%)
Coffee
2026-w42
Peet's CoffeeTier 1 · rank 1–4
56% (45%–67%)
Edition 2026-w42, as of October 17, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Energy drinks
2026-w42
CELSIUSTier 1 · rank 1–5
56% (45%–68%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Sparkling water
2026-w42
LaCroixTier 1 · rank 1–6
46% (35%–58%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 4 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (25%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (25%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (25%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (25%)
Meal kits
2026-w42
HelloFreshTier 1 · rank 1–8
39% (25%–54%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 4 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (25%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (25%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (25%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (25%)
Restaurant delivery
2026-w42
DoorDashTier 1 · rank 1
86% (80%–91%)
Edition 2026-w42, as of October 17, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)

Personal Care

4 categories

Face moisturizers
2026-w42
CeraVeTier 1 · rank 1–5
53% (40%–65%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Shampoo
2026-w42
RedkenTier 1 · rank 1–5
50% (39%–61%)
Edition 2026-w42, as of October 17, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Electric toothbrushes
2026-w42
Philips SonicareTier 1 · rank 1–3
63% (51%–74%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 4 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (25%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (25%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (25%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (25%)
Razors
2026-w42
Henson ShavingTier 1 · rank 1–3
60% (51%–69%)
Edition 2026-w42, as of October 17, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)

Sports

1 category

E-bikes
2026-w42
TernTier 1 · rank 1–4
48% (37%–60%)
Edition 2026-w42, as of October 17, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)

Tools

1 category

Cordless power tools
2026-w42
MilwaukeeTier 1 · rank 1–3
62% (49%–74%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)

Pets

2 categories

Dog food
2026-w42
Hill's Science DietTier 1 · rank 1–7
57% (42%–71%)
Edition 2026-w42, as of October 16, 2026
beta: intervals not small-sample calibrated
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)
Cat food
2026-w42
Royal CaninTier 1 · rank 1–5
50% (37%–63%)
Edition 2026-w42, as of October 17, 2026
Fast panel: the fast or small current models of each vendor, not the full flagship panel.
Brand names only: the models saw each option as a brand name, with no product facts, and answered from their own knowledge.
The panel: 5 AI models
- anthropic/claude-haiku-5.5-20261007 @ claude-haiku-5.5-20261007 via OpenRouter (20%)
- openai/gpt-6-luna-20260922 @ gpt-6-luna-20260922 via OpenRouter (20%)
- google/gemini-4-argon-20261013 @ gemini-4-argon-20261013 via OpenRouter (20%)
- mistralai/mistral-large-4-0-20261006 @ mistral-large-4-0-20261006 via OpenRouter (20%)
- deepseek/deepseek-v4.1-flash-20260910 @ deepseek-v4.1-flash-20260910 via OpenRouter (20%)

Electronics

Smartphones

Laptops

Over-ear headphones

Bluetooth speakers

Soundbars

Action cameras

Mirrorless cameras

Computer monitors

Gaming headsets

Wireless earbuds

Wi-Fi routers

Gaming mice

Home printers

Smart speakers

Tablets

Smart TVs

Smartwatches

Vehicles & Auto

Compact SUVs

Electric cars

Tires

Midsize sedans

Pickup trucks

Software & SaaS

CRM platforms

Small-business accounting software

Antivirus software

Cloud storage services

Design tools

E-commerce platforms

Email marketing platforms

Help desk software

Password managers

Payroll software

Project management tools

Video conferencing platforms

Website builders

Travel

Domestic airlines

Hotel chains

Car rental companies

Cruise lines

Luggage

Online travel booking sites

Home & Kitchen

Robot vacuums

Air purifiers

Dehumidifiers

Dishwashers

Clothes dryers

Microwave ovens

Refrigerators

Cordless stick vacuums

Washing machines

Bed sheets

Office chairs

Sofas

Air fryers

Blenders

Coffee makers

Cookware

Espresso machines

Kitchen knives

Stand mixers

Smart light bulbs

Outdoor grills

Lawn mowers

Home security cameras

Smart locks

Smart thermostats

Apparel

Running shoes

Watches

Activewear

Backpacks

Jeans

Outdoor jackets

Hiking shoes and boots

Services