Use cases
Workloads we actually build for
Every tier of our network is chosen against a specific type of work. The four below are where we put the most engineering; if yours isn't listed, there's a good chance the answer is still "yes, but talk to us first".
AI & Machine Learning
Benchmark and Paper Scraping
arXiv publishes thousands of AI-relevant papers per month. HuggingFace hosts millions of models and datasets. Papers With Code, OpenReview, and leaderboard platforms change daily. SquadProxy gives you the infrastructure to keep that surface current.
Recommended exit classes
- datacenter
- residential
AI & Machine Learning
Competitive AI Intelligence
Frontier labs ship meaningful capability changes on a cadence of weeks, not quarters. SquadProxy gives your competitive-intelligence stack the infrastructure to keep up — API evaluation, public chat scraping, leaderboard tracking, release monitoring.
Recommended exit classes
- datacenter
- residential
- isp
AI & Machine Learning
LLM Evaluation Across Regions
GPT, Claude, Gemini, and open models respond differently depending on IP-layer geography. SquadProxy gives you evaluation origins across 10 countries on residential, ISP, and mobile exits so your eval methodology reflects real deployment conditions.
Recommended exit classes
- residential
- 4g mobile
- isp
AI & Machine Learning
RAG Data Collection and Indexing
Datacenter throughput for open sources, residential authenticity where the source geoblocks cloud ASNs, ISP persistence where the source needs a stable session. Chosen per-source by your pipeline, unified at one gateway.
Recommended exit classes
- residential
- datacenter
- isp
AI & Machine Learning
Safety and Red-Team Testing
Testing model guardrails across jurisdictions, accessing geoblocked content to build adversarial sets, and running safety evaluations that reflect the real geographic distribution of end-users. Used by safety teams at labs, third-party auditors, and compliance review.
Recommended exit classes
- residential
- 4g mobile
- isp
Ship on a proxy network you can actually call your ops team about
Real ASNs, real edge capacity, and an engineer who answers your Slack the first time.