Research Library
Explore our research, benchmarks, and practical guides on enterprise AI and software.
- Agentic AIBenchmarkOct 15
AIM Agentic Marketing Benchmark
We are introducing the AIM Agentic Marketing Benchmark, which measures agent performance on three marketing workflows: competitive gap analysis, ABM target list preparation, and a personalized sales deck. We also ran a separate website reputation audit in which agents examined AIMultiple’s English-language content and reported verifiable issues with factual accuracy, citations, consistency, freshness, functionality, grammar,…
- RAGBenchmarkOct 14
RAG Evaluation Tools: W&B Weave vs Ragas vs TruLens
We benchmarked five retrieval-augmented generation (RAG) evaluation tools on 1,000+ adversarial questions, each paired with five passages. The comparison measures context relevance using GPT-4o and the tools’ default evaluation prompts. W&B Weave had the highest Top-1 accuracy at 94.5%. TruLens led the ranking metrics, including NDCG@5 at 0.932. Their positions depend on how each metric…
- Data CollectionFeature ComparisonOct 14
Best Amazon Mechanical Turk Alternatives
Our analysis explores some downsides of using Amazon Mechanical Turk (MTurk), a popular platform for AI data collection and market research. It also compares the top alternatives to Amazon Mechanical Turk. Readers fall into three categories. Select yours to see the most relevant alternatives: * The data was gathered from review platforms like Trustpilot because…
- Data CollectionFeature ComparisonOct 14
Best Appen Alternatives for Workers & Customers
We analyzed the top Appen alternatives by comparing worker review ratings from Trustpilot, crowd size, payment schedules, and publicly available company data. The alternatives differ significantly depending on what you need from Appen. Browse by role: * Data is from Trustpilot, as it primarily consists of worker reviews. ** Data gathered from worker reviews. In…
- Proxy SettingsInsightOct 14
How to Use SOCKS5 Proxy: Mac, Windows & Mobile
Entering a host and port for SOCKS5 in Windows or iPhone settings can cause loss of internet access. The operating system does not know the endpoint uses SOCKS5. A SOCKS server needs a SOCKS request. An HTTP proxy needs an HTTP request or a CONNECT tunnel. Sending the wrong request type will fail. Some platforms…
- Anti-BlockingInsightOct 14
How to Bypass CAPTCHA (reCAPTCHA & hCaptcha)
Modern CAPTCHA and human-verification systems use a mix of challenge-response tests, browser signals, server-side token validation, and adaptive challenges. Attempting to bypass CAPTCHA on third-party websites can violate the terms of service or trigger account or IP blocks. The better approach is to use official APIs, reduce request rates, or implement a modern bot-management solution…