Research Library
Explore our research, benchmarks, and practical guides on enterprise AI and software.
- AI HardwareBenchmarkSep 17
DGX Spark alternatives: RTX, Ryzen AI Halo and Mac Studio
We compare published DGX Spark, RTX and Ryzen AI Halo inference benchmarks, covering prompt processing, token generation and longer contexts. Alternatives include Framework Desktop, Mac Studio and GB10 systems from other manufacturers. Decode speed measures output tokens generated per second. Higher values mean faster response generation. All six results use GPT-OSS 20B MXFP4 in Ollama…
- Database MonitoringBenchmarkSep 16
MongoDB Monitoring: SolarWinds vs New Relic vs Datadog
We installed SolarWinds, Datadog, and New Relic on clean systems running MongoDB 7.0 to test. We went through each tool’s complete setup process, documenting every step and roadblock. You can also see how these platforms monitor MySQL and our test environment and methodology SolarWinds finished the MongoDB integration in under 5 minutes. Solarwinds opens with…
- Database MonitoringBenchmarkSep 16
MySQL Monitoring: SolarWinds vs New Relic vs Datadog
We installed three database monitoring platforms on a clean system running MySQL to see how they handle database monitoring from scratch. We examined: Ease of setup, onboarding experience, agent resource consumption, accuracy in metric measurement and effectiveness of their alerting systems’ notifications when issues arise under real-world database workloads. See our complete MySQL test methodology…
- Proxy ComparisonsFeature ComparisonSep 16
Oxylabs vs Bright Data: Pricing & Benchmark Comparison
Oxylabs and Bright Data are two of the largest proxy providers used for large-scale web scraping and automation. To better understand how these providers perform, we conducted benchmark tests comparing success rates and response times across three proxy types: Residential proxies showed similar success rates between Oxylabs and Bright Data, with both providers fluctuating between…
- BlockchainInsightSep 16
Will Pi Network make you rich? No, but it can pay cents/hour
Users can invest their time or money into Pi Network. Nothing written here should be construed as investment advice. We don’t expect anyone except the founders to benefit from PI Network in a significant way because: Despite all this, we like their optimistic posts as they enter 2026 with a plummeting token price: It is…
- AI MemoryBenchmarkSep 15
RELC-Bench: Retrieval on Long Context Benchmark
RELC-Bench (RELC-Bench: Retrieval on Long Context Benchmark) aims to measure a model’s ability to find and extract a specific numeric value from one or more documents within its context. It tests whether the model can remember and retrieve a specific fact it just saw in the input. claude-fable-5 scores 97.0% on the 100 direct-recall items,…