Bright Data vs Proxy-Cheap
One of fourteen models named Bright Data first on the direct prompt; zero named Proxy-Cheap. Bright Data was named by fourteen of the fourteen models and Proxy-Cheap by nine and Bright Data carries 55 labels and Proxy-Cheap 12, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the proxy and web data providers page.
By framing
Bright DataFirst choices, of fourteen modelsProxy-Cheap
Across every category in the November 2026 Edition, Bright Data and Proxy-Cheap were named in the same answer twenty-three times, of the 166 answers naming Bright Data and the 36 naming Proxy-Cheap. In those answers Proxy-Cheap took the first choice three times and Bright Data eight.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | |||||
| GPT-5.4 mini | | | | |||
| Gemini 3.5 Flash | | | | | | |
| Perplexity Sonar | | | | |||
| Grok 4.20 | | | | | | |
| Mistral Small | | | ||||
| DeepSeek V4 Flash | | | | | | |
| Llama 4 Maverick | | | ||||
| Qwen 3.7 Flash | | | | | ||
| Kimi K2 | | | | | ||
| GLM 4.7 FlashX | | | | | | |
| MiniMax M2.5 | | | | |||
| GPT-6 Luna | | | | |||
| Muse Glimmer 30B | | | | |
Bright Data Proxy-Cheap first choice named as an alternative argued againstblank: not namedEach cell is one answer, Bright Data on the left and Proxy-Cheap on the right.The direct prompt
Bright Data first, Proxy-Cheap not the choice
1 of 14 modelsProxy-Cheap was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
9 of 14 modelsThe answer made no first choice from these two in this category.Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
Bright Data6%#6 of 8Proxy-Cheap4%#7 of 8Bright Data2%#6 of 13Proxy-Cheap2%#8 of 13Bright Data47%#1 of 7Proxy-Cheap2%#– of 7What the models said about Bright Data
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid for mid-market: Pure enterprise (Bright Data, NetNut) if budget is a concern” Grok 4.20 · direct prompt · hard negative
“Avoid premium providers like Oxylabs and Bright Data unless you have a larger budget” Kimi K2 · budget prompt · hard negative
“Avoid for Budgets: Premium providers like Bright Data or Oxylabs” Grok 4.20 · budget prompt · hard negative
“For enterprise or mission‑critical projects, consider a single vendor that spans all three layers (Bright Data, Oxylabs) to simplify integration and compliance.” GLM 4.7 FlashX · comparative prompt · first choice
“Bright Data (formerly Luminati) | Massive network, advanced features, extensive proxy types | 72M+ IPs | Large enterprises, complex data needs” Kimi K2 · comparative prompt · first choice
“Broad enterprise needs | Offers proxy networks as well as unblocking, browser, scraper API, SERP, and ready-made dataset products.” GPT-6 Luna · comparative prompt · first choice
What the models said about Proxy-Cheap
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“avoid or be extra cautious with any proxy/web data provider that shows repeated patterns of complaints... include Proxy-Cheap, IPFoxy, B2Proxy, and Proxiware” GPT-5.4 mini · negative prompt · hard negative
“Why Avoid: Their proxies are often identified as low-quality or previously compromised by target websites” Qwen 3.7 Flash · negative prompt · hard negative
“Has a high negative rate (57%) and is flagged for issues such as fake reviews and transparency problems.” Mistral Small · negative prompt · hard negative
“Proxy-Cheap is called out as the overall best choice for its balance of price, performance and flexibility.” Muse Glimmer 30B · budget prompt · first choice
“Proxy-Cheap — massive IP pool with flexible pay-as-you-go pricing.” DeepSeek V4 Flash · budget prompt · alternative
“Proxy‑Cheap – “Ultra‑low per‑IP cost, no setup fee”” GLM 4.7 FlashX · budget prompt · alternative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.