Proxy and web data providers for enterprise buyers
Asked as “proxy network”, and as “residential proxy provider for web scraping”, on behalf of an enterprise B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
47%
Clear leader
47Bright Data36Oxylabs06SOAX11others
47% of first choices, clear leader.
Since October 2026↗new leaderNew leader since October 2026: Bright Data (47%) replaces Oxylabs (42% then, 36% now), 11 points clear, past the 11-point floor.Bright Data leads at 47%, replacing Oxylabs, which led at 42% and stands at 36% now: 11 points clear, past the floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Decodo49%Clear leader▲+9Since October 2026: 40% → 49%, +9 points. Inside the 11-point floor: within noise.Standing →Mid-marketDecodo57%Clear leader▲+16Since October 2026: 41% → 57%, +16 points. Past the 11-point floor: movement.Standing →Enterprise
Bright Data47%Clear leader↗new leaderNew leader since October 2026: Bright Data (47%) replaces Oxylabs (42% then, 36% now), 11 points clear, past the 11-point floor.This page
Decodo49%Clear leader▲+9Since October 2026: 40% → 49%, +9 points. Inside the 11-point floor: within noise.Standing →Mid-marketDecodo57%Clear leader▲+16Since October 2026: 41% → 57%, +16 points. Past the 11-point floor: movement.Standing →EnterpriseBright Data47%Clear leader↗new leaderNew leader since October 2026: Bright Data (47%) replaces Oxylabs (42% then, 36% now), 11 points clear, past the 11-point floor.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Bright Data47%9%64endorsed leader▲+5Since October 2026: 42% → 47%, +5 points. Inside the 11-point floor: within noise.42% → 47%
Bright Data47%9%64endorsed leader▲+5Since October 2026: 42% → 47%, +5 points. Inside the 11-point floor: within noise.42% → 47%02
Oxylabs36%5%64endorsed leader▼−6Since October 2026: 42% → 36%, −6 points. Inside the 11-point floor: within noise.42% → 36%
Oxylabs36%5%64endorsed leader▼−6Since October 2026: 42% → 36%, −6 points. Inside the 11-point floor: within noise.42% → 36%03
SOAX6%6%16accepted challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise.0% → 6%
SOAX6%6%16accepted challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise.0% → 6%Show the four products at 0%, ordered by negative rate
07
IPRoyal0%32%19criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
IPRoyal0%32%19criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%06NetNut0%28%32criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
05
Smartproxy0%12%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Smartproxy0%12%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%04Decodo0%10%29accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Decodo0%10%29accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each
Decodo vs OxylabsDecodo vs Bright DataDecodo vs IPRoyalDecodo vs Proxy-CheapWebshare vs SmartproxyWebshare vs DataImpulseWebshare vs OxylabsWebshare vs Bright DataWebshare vs IPRoyalWebshare vs Proxy-CheapSmartproxy vs DataImpulseSmartproxy vs OxylabsSmartproxy vs Bright DataSmartproxy vs IPRoyalSmartproxy vs Proxy-CheapDataImpulse vs OxylabsDataImpulse vs Bright DataDataImpulse vs IPRoyalDataImpulse vs Proxy-CheapOxylabs vs Bright DataOxylabs vs IPRoyalOxylabs vs Proxy-CheapBright Data vs IPRoyalBright Data vs Proxy-CheapIPRoyal vs Proxy-Cheap
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
0102030405N06
07Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Bright Data47%
Bright Data47%02Oxylabs36%
Oxylabs36%03SOAX6%
SOAX6%04Decodo0%
Decodo0%05Smartproxy0%
Smartproxy0%06NetNut0%
07IPRoyal0%
IPRoyal0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.20, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
NetNut
28%
9 of 32 labels negative · 8 of 14 models · 6 hard negative
“Public comparisons identify NetNut and 911 S5/related "free or ultra-cheap" networks as requiring especially strong scrutiny because of reported links to botnet abuse” Perplexity Sonar, negative prompt
IPRoyal32%
6 of 19 labels negative · 5 of 14 models · 3 hard negative
“Flagged for transparency issues, including concerns about fake reviews and lack of clear sourcing practices.” Mistral Small, negative prompt
Bright Data9%
6 of 64 labels negative · 5 of 14 models · 2 hard negative
“Avoid entirely: anonymous budget resellers, P2P-based residential networks, and providers unable to prove IP sourcing.” DeepSeek V4 Flash, negative prompt
911 S5
100%
4 of 4 labels negative · 4 of 14 models · 3 hard negative
“Botnet-Linked & Seized Proxy Providers (Strictly Avoid) ... Networks such as 911 S5, RSOCKS, SocksEscort, IPIdea, and NetNut have been targeted by law enforcement” Gemini 3.5 Flash, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
71 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 865 links across 283 sites, every framing counted. Ranked by the number of answers carrying the site or page. 40 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Bright Data32 answers · 68 citations · 12 models
28 answers · 34 citations · 12 models
22 answers · 33 citations · 11 models
vendor site · Google21 answers · 29 citations · 10 models
publisher (Gane)19 answers · 20 citations · 8 models
vendor site · Oxylabs17 answers · 33 citations · 9 models
17 answers · 20 citations · 8 models
vendor site · G216 answers · 17 citations · 9 models
13 answers · 13 citations · 7 models
vendor site · Decodo12 answers · 15 citations · 7 models
11 answers · 12 citations · 6 models
vendor site · GitHub10 answers · 16 citations · 7 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
19 answers · 9 models
19 answers · 8 models
16 answers · 8 models
13 answers · 7 models
11 answers · 5 models
11 answers · 7 models
10 answers · 7 models
10 answers · 7 models
9 answers · 4 models
9 answers · 7 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best proxy network”, “proxy and web data providers”, “proxy network”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Bright Data brightdata.com | 47% | 144 | 9,900 | 299 | 80,608 | $883 | 95 | 1 |
| Oxylabs oxylabs.io | 36% | 155 | 9,900 | 109 | 173,182 | $20 | 35 | 2 |
| SOAX soax.com | 6% | 72 | 2,400 | 16 | 16,959 | 41 | ||
| Cloudflare parent site Cloudflare One 4% | 4% | 355 | 550,000 | 10,897 | ||||
| Proxy-Cheap proxy-cheap.com | 2% | 36 | 3,600 | 61 | 14,017 | 9 | ||
| FlashProxy | 2% | |||||||
| NetBird netbird.io | 2% | 10 | ||||||
| Peripheo | 2% | |||||||
| Decodo decodo.com | 0% | 133 | 6,600 | 40 | 49,580 | $3,857 | 22 | |
| Smartproxy smartproxy.ai | 0% | 28 | 5,400 | 27 | 1,862 |
Google's top ten for the three searches hold 23 sites; 3 of them are among the sites the models cited here (aimultiple.com, brightdata.com, oxylabs.io). The first result for “best proxy network” is ipburger.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best proxy network for an enterprise B2B company?”Paraphrase“Which residential proxy provider for web scraping would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade proxy and web data providers and how do they differ?”Budget-constrained“What is the best proxy network for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a proxy network. What should we look at?”Negative“Which proxy and web data providers should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Bright Data, OxylabsOxylabsChangedBright Data, Oxylabsno first choiceno first choiceagainst: NetNut
Three alternatives
Nstdata, Proxidize, Proxy-CheapOne alternative
Bright DataTwo alternatives
Decodo, IPRoyalGPT-5.4 miniBright DataOxylabsChangedBright Data, OxylabsBright Data, Oxylabsno first choicenothing named
Three alternatives
IPRoyal, Oxylabs, WebshareOne alternative
Bright DataFive alternatives
Decodo, NetNut, Smartproxy, Webshare, Zyte APIGemini 3.5 FlashBright Data, OxylabsBright DataChangedBright DataBright Data, Cloudflare Oneno first choiceagainst: IPRoyal, NetNut, Rayobyte, Smartproxyagainst: 911 S5, IPIDEA, NetNut, RSOCKS, SocksEscort
Two alternatives
Decodo, NetNutThree alternatives
NetNut, Oxylabs, SmartproxyFive alternatives
NetNut, Nimble, Oxylabs, Smartproxy, Zyte APIFive alternatives
IPRoyal, Netskope Intelligent SSE, Oxylabs, Webshare, Zscaler Internet AccessPerplexity SonarOxylabsOxylabsHeldagainst: DecodoBright Data, OxylabsProxy-Cheapno first choiceagainst: 911 S5, NetNut, Popa
One alternative
Bright DataOne alternative
Bright DataSix alternatives
Apify, Decodo, NetNut, Rayobyte, SOAX, ScraperAPITwo alternatives
Bright Data, OxylabsGrok 4.20OxylabsBright DataChangedagainst: Decodo, IPRoyal, SOAXBright Data, OxylabsBright Dataagainst: Decodo, IPRoyal, Smartproxy, Webshareno first choiceagainst: Evomi, HolaVPN, Live Proxies, MarsProxies, ProxyEmpire, Proxyrack, Storm Proxies, Webshare
Four alternatives
Bright Data, Decodo, Infatica, NetNutOne alternative
OxylabsFive alternatives
Ficstar, IPRoyal, SOAX, Smartproxy, Zyte APIOne alternative
OxylabsMistral SmallBright Data, OxylabsBright Data, OxylabsHeldBright DataOxylabs, SOAXagainst: Bright Datano first choiceagainst: 911 S5, Bright Data, IPRoyal, NetNut, Oxylabs
Four alternatives
Coresignal, Decodo, Factori, OxylabsDeepSeek V4 FlashBright DataBright DataHeldBright Data, OxylabsBright Data, Oxylabsno first choiceagainst: Bright Data, BuyPersonalProxy, NetNut, ProxyCheap
Three alternatives
NetNut, Oxylabs, Proxy-CheapOne alternative
OxylabsFour alternatives
DataOx, IPRoyal, NetNut, SmartproxyThree alternatives
FlashProxy Unlimited, ProxyScrape Unlimited, ScaleProxyLlama 4 Maverickno first choiceno first choiceHeldBright Data, OxylabsBright Data, OxylabsNetBirdagainst: 911 S5, NetNut
One alternative
Proxy-CheapOne alternative
Zscaler Internet AccessQwen 3.7 FlashOxylabsBright DataChangedBright Data, OxylabsPeripheo, SOAXagainst: BrightDatano first choiceagainst: A1 Network Exchange, AbcProxy, Bright Data, Cyberyozh, DewVPN, EarnApp, FineProxy, GonzoProxy, HostCram, IPRoyal, IPXO, LunaProxy, MIN Proxy, MangoProxy, MaskVPN, NetNut, Oxylabs, PaladinVPN, Proxy.market, ProxyGate, Rapidseedbox, Rayobyte, ShieldVPN, ShineVPN, SocksEscort, White Proxies
Two alternatives
Bright Data, DecodoThree alternatives
NetNut, Oxylabs, SmartproxyThree alternatives
NetNut, Smartproxy, StormproxiesTwo alternatives
ScraperAPI, SmartproxyKimi K2OxylabsBright DataChangedBright DataBright Datano first choiceagainst: 911.re, Bright Data, Honeygain, LuxSocks, VIP72
Two alternatives
Bright Data, DecodoTwo alternatives
Decodo, OxylabsFour alternatives
NetNut, Oxylabs, ScrapingBee, Zyte APIThree alternatives
Oxylabs, Proxy-Seller, ProxyScrape UnlimitedGLM 4.7 FlashXOxylabsBright DataChangedBright Data, OxylabsBright Dataagainst: Proxy-Cheapno first choiceagainst: 911.re, Honeygain, IPRoyal, Peer2Profit, Proxyware Services, Repocket, VIP72
Two alternatives
Bright Data, DecodoTwo alternatives
Decodo, OxylabsEight alternatives
Context.dev, Decodo, Grepsr, Kadoa, NetNut, Scrape.do, Scrapeless, Zyte APIThree alternatives
Hype Proxies, IPRoyal, OxylabsMiniMax M2.5Bright Data, OxylabsBright DataChangedBright DataBright Data, FlashProxyno first choicenothing named
One alternative
DecodoTwo alternatives
Oxylabs, SmartproxyTwo alternatives
NetNut, OxylabsTwo alternatives
Oxylabs, PrivateProxyGPT-6 LunaBright DataBright DataHeldBright Data, OxylabsCloudflare Oneno first choiceagainst: IPIDEA, Kochava / Collective Data Solutions, Mobilewalla, Oxylabs, SerpApi, SocksEscort
Two alternatives
Decodo, OxylabsOne alternative
OxylabsThree alternatives
Decodo, SOAX, Zyte APIOne alternative
Zscaler Internet AccessMuse Glimmer 30BBright Data, OxylabsOxylabsChangedBright Data, OxylabsSOAXno first choiceagainst: Bright Data, Hola, Kaspr, Luminati Networks, NetNut
One alternative
NetNutOne alternative
Bright DataFour alternatives
Decodo, NetNut, Oxylabs Managed, Zyte APITwo alternatives
Bright Data, OxylabsBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 18:00 | yes | 9 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:32 | yes | 2 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:46 | yes | 11 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:04 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:39 | yes | 5 | 18 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:56 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:06 | yes | 14 | 29 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:32 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:38 | yes | 5 | 20 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:39 | yes | 10 | 17 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:21 | yes | 15 | 19 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:40 | yes | 5 | 20 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:53 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:18 | yes | 13 | 15 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:19 | yes | 17 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:07 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:09 | no | 0 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 15:23 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:47 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:11 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:45 | yes | 25 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:50 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:53 | no | 0 | 25 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 19:11 | yes | 10 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 19:35 | yes | 20 | 63 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:30 | no | 0 | 18 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:46 | yes | 3 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:03 | yes | 12 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:20 | yes | 13 | 13 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:09 | yes | 3 | 15 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:47 | no | 0 | 20 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:33 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:55 | yes | 10 | 18 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:17 | yes | 15 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:28 | yes | 24 | 30 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:28 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:56 | no | 0 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:29 | yes | 23 | 33 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:22 | yes | 19 | 40 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:57 | yes | 19 | 160 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:29 | yes | 6 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:22 | yes | 15 | 37 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:01 | yes | 18 | 11 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:44 | yes | 1 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:10 | no | 0 | 17 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 16:37 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:59 | yes | 19 | 14 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:50 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:38 | yes | 25 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:01 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:31 | no | 0 | 34 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:36 | yes | 22 | 46 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:03 | yes | 20 | 117 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:22 | yes | 19 | 91 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:08 | yes | 2 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:54 | yes | 17 | 23 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:38 | yes | 27 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:43 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:07 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 08:59 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:56 | yes | 9 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:54 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:21 | yes | 19 | 37 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:19 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:59 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:32 | yes | 16 | 30 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:16 | yes | 22 | 35 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 19:32 | no | 0 | 15 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:17 | yes | 4 | 25 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:44 | yes | 13 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:15 | yes | 19 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 19:40 | yes | 6 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:10 | yes | 5 | 28 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:42 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:34 | yes | 15 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:47 | yes | 8 | 8 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:39 | yes | 23 | 55 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:03 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:40 | yes | 20 | 56 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:00 | yes | 24 | 35 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:09 | yes | 23 | 28 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:45 | no | 0 | 27 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:14 | yes | 5 | 39 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:18 | yes | 24 | 35 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Zyte (formerly Scrapinghub) read as Zyte API
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No shut-down product was recommended here.